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authorjules@lens <julescarbon@gmail.com>2019-02-20 16:21:53 +0100
committerjules@lens <julescarbon@gmail.com>2019-02-20 16:21:53 +0100
commite0038fbc4b891fe4393acfad8d9755fa1834278e (patch)
treec35aa2d2b0a76c10e57904ed1f41f5a7dcdd4870
parent225b7936cd1b80effa4bf77b1ffc3c92a8f17526 (diff)
parent9b97ddf7e1bc1febc4066cd5e083cee688d77027 (diff)
mergez
Diffstat
-rw-r--r--megapixels/app/utils/api_utils.py2
-rw-r--r--megapixels/app/utils/identity_utils.py22
-rw-r--r--megapixels/commands/datasets/citations_to_csv.py4
-rw-r--r--megapixels/notebooks/datasets/identity/identity_master.ipynb1561
-rw-r--r--scraper/README.md34
-rw-r--r--scraper/countries.json81
-rw-r--r--scraper/pdf_dump_all.sh20
-rw-r--r--scraper/pdf_dump_first_page.sh17
-rw-r--r--scraper/reports/doi_institutions_geocoded.csv1373
-rw-r--r--scraper/reports/doi_institutions_not_found.csv27
-rw-r--r--scraper/s2-geocode-spreadsheet.py162
-rw-r--r--scraper/s2-geocode.py10
-rw-r--r--scraper/util.py27
13 files changed, 2848 insertions, 492 deletions
diff --git a/megapixels/app/utils/api_utils.py b/megapixels/app/utils/api_utils.py
index d9d67425..a4dad501 100644
--- a/megapixels/app/utils/api_utils.py
+++ b/megapixels/app/utils/api_utils.py
@@ -3,7 +3,7 @@ import urllib
import urllib.request
from app.settings import app_cfg
-from app.utils import file_utils, im_utils, logger_utils
+from app.utils import logger_utils
class WikipediaAPI:
diff --git a/megapixels/app/utils/identity_utils.py b/megapixels/app/utils/identity_utils.py
index f9ed009e..775652dc 100644
--- a/megapixels/app/utils/identity_utils.py
+++ b/megapixels/app/utils/identity_utils.py
@@ -10,6 +10,25 @@ from app.utils import logger_utils
log = logger_utils.Logger.getLogger()
+az = 'abcdefghijklmlopqrstuvwzxyz'
+AZ = az.upper()
+z9 = list(map(str, list(range(0,10))))
+aZ9 = list(az) + list(AZ) + z9
+
+def letter_strip(a, b=aZ9):
+ # strip every letter from a that is not in b
+ return ''.join([x for x in a if x in b])
+
+def letter_match(a, b):
+ # check if every letter (a-zA-Z0-9) exists in both
+ return sum([x in b for x in a]) == len(a)
+
+def names_match_strict(a, b):
+ clean_a = letter_strip(a)
+ clean_b = letter_strip(b)
+ return len(clean_a) == len(clean_b) and letter_match(clean_a, clean_b) and letter_match(clean_b, clean_a)
+
+
'''
class Dataset(Enum):
LFW, VGG_FACE, VGG_FACE2, MSCELEB, UCCS, UMD_FACES, SCUT_FBP, UCF_SELFIE, UTK, \
@@ -83,6 +102,7 @@ def get_names(opt_dataset, opt_data_store=types.DataStore.HDD):
result = {'names_orig': names_orig, 'names_query': names_query}
return result
+
def similarity(a, b):
return difflib.SequenceMatcher(a=a.lower(), b=b.lower()).ratio()
@@ -111,7 +131,7 @@ def names_match(name_a, name_b, threshold=0.9, as_float=False, compound_score=Fa
scores.append(subscores)
# return result
- ratio_similar = sum(max(x) for x in scores) / len_min
+ ratio_similar = sum(max(x) for x in scores) / len(scores)
if compound_score:
# combine with any missing letters/words
diff --git a/megapixels/commands/datasets/citations_to_csv.py b/megapixels/commands/datasets/citations_to_csv.py
index 8959cdaf..cda879aa 100644
--- a/megapixels/commands/datasets/citations_to_csv.py
+++ b/megapixels/commands/datasets/citations_to_csv.py
@@ -83,7 +83,7 @@ def get_citations(dataset_key, dataset_name, json_data):
for a in addresses:
paper = Paper(dataset_key, dataset_name, p['id'], p['title'], d_type,
year, p['pdf'],
- a['address'], a['type'], a['lat'], a['lng'])
+ a['name'], a['type'], a['lat'], a['lng'], a['country'])
papers.append(paper)
else:
paper = Paper(p['key'], p['name'], d['id'], p['title'], 'main', year, p['pdf'])
@@ -103,7 +103,7 @@ def get_orig_paper(json_data):
continue
paper = Paper(p['key'], p['name'], p['paper_id'], p['title'], d_type, year,
p['pdf'],
- a['address'], a['type'], a['lat'], a['lng'])
+ a['name'], a['type'], a['lat'], a['lng'], a['country'])
papers.append(paper)
else:
paper = Paper(p['key'], p['name'], p['paper_id'], p['title'], d_type, year, p['pdf'])
diff --git a/megapixels/notebooks/datasets/identity/identity_master.ipynb b/megapixels/notebooks/datasets/identity/identity_master.ipynb
index a48a7ba1..e932a947 100644
--- a/megapixels/notebooks/datasets/identity/identity_master.ipynb
+++ b/megapixels/notebooks/datasets/identity/identity_master.ipynb
@@ -6,13 +6,30 @@
"source": [
"# Identity Master List\n",
"\n",
- "- start with MS Celeb Top1M\n",
- "- then progressively add smaller datasets"
+ "- [x] MS Celeb 1M\n",
+ "- UMD Faces\n",
+ "- FaceScrub\n",
+ "- LFW\n",
+ "- PubFig\n",
+ "- PubFig83\n",
+ "- VGG Face\n",
+ "- VGG Face2\n",
+ "- IJB-C\n",
+ "- CASIA Webface\n",
+ "- IMDB-Face\n",
+ "- IMDB-Wiki"
]
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 156,
"metadata": {},
"outputs": [],
"source": [
@@ -48,15 +65,6 @@
]
},
{
- "cell_type": "code",
- "execution_count": 58,
- "metadata": {},
- "outputs": [],
- "source": [
- "fp_master_identities = '/data_store_hdd/apps/megapixels/metadata/identities_master.csv'"
- ]
- },
- {
"cell_type": "markdown",
"metadata": {},
"source": [
@@ -68,65 +76,185 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 157,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_master_identities = '/data_store_hdd/apps/megapixels/metadata/identities_master_02.csv'\n",
+ "dir_msceleb_dloads = '/data_store_hdd/datasets/people/msceleb/downloads/'\n",
+ "fp_msceleb_clean_txt = join(dir_msceleb_dloads,'MS-Celeb-1M_clean_list.txt')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 158,
"metadata": {},
"outputs": [],
"source": [
"fp_msceleb_top1m = '/data_store_hdd/datasets/people/msceleb/downloads/Top1M_MidList.Name.tsv'\n",
- "df_msceleb_top1m = pd.read_csv(fp_msceleb_top1m, delimiter='\\t', header=None, encoding='utf-8', names=['id_kg', 'name'])\n",
+ "df_msceleb_top1m = pd.read_csv(fp_msceleb_top1m, delimiter='\\t', header=None, encoding='utf-8', names=['id_kg', 'name_lang'])\n",
"df_msceleb_top1m_groups = df_msceleb_top1m.groupby('id_kg')\n",
- "n_groups = df_msceleb_top1m_groups.ngroups\n",
- "print(f'{n_groups} groups')\n",
- "df_msceleb_top1m.head(2)"
+ "n_groups = df_msceleb_top1m_groups.ngroups"
]
},
{
"cell_type": "code",
- "execution_count": 110,
+ "execution_count": 200,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "fbc706a8b9f34d958e478cdf584bf853",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=3481186), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
- "mseleb_top1m_records = df_msceleb_top1m.to_dict('records')"
+ "# create alphabetically sorted dict\n",
+ "msceleb_top1m_az = {}\n",
+ "a2z = 'abcdefghijklmnopqrstuvwxyz'\n",
+ "for c in a2z:\n",
+ " msceleb_top1m_az[c] = []\n",
+ "for msceleb_row in tqdm(df_msceleb_top1m.itertuples(), total=len(df_msceleb_top1m)):\n",
+ " name = msceleb_row.name_lang\n",
+ " try:\n",
+ " msceleb_top1m_az[name[0].lower()].append({'name': name, 'id_kg': msceleb_row.id_kg})\n",
+ " except Exception as e:\n",
+ " pass"
]
},
{
"cell_type": "code",
- "execution_count": 106,
+ "execution_count": 159,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>id_kg</th>\n",
+ " <th>name_lang</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>m.01008l47</td>\n",
+ " <td>Patrick Cummins@en</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>m.01008l47</td>\n",
+ " <td>Patrick Cummins@pt</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>m.01008l96</td>\n",
+ " <td>Mohamed Guessous@en</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>m.01008l96</td>\n",
+ " <td>Mohamed Guessous@fr</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>m.01008l96</td>\n",
+ " <td>محمد جسوس@ar</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " id_kg name_lang\n",
+ "0 m.01008l47 Patrick Cummins@en\n",
+ "1 m.01008l47 Patrick Cummins@pt\n",
+ "2 m.01008l96 Mohamed Guessous@en\n",
+ "3 m.01008l96 Mohamed Guessous@fr\n",
+ "4 m.01008l96 محمد جسوس@ar"
+ ]
+ },
+ "execution_count": 159,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "#df_msceleb_top1m.head(100)"
+ "df_msceleb_top1m.head()"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 160,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "There are 3,481,186 total name variations\n",
+ "There are 1,000,000 unique identities\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(f'There are {len(df_msceleb_top1m):,} total name variations')\n",
+ "print(f'There are {n_groups:,} unique identities')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 161,
"metadata": {},
"outputs": [],
"source": [
- "abbrev_mappings = {\n",
- " 'en-US': 'en',\n",
- " 'en-GB': 'en',\n",
- " 'es-419': 'es-419',\n",
- " 'es'\n",
- "}"
+ "# convert DataFrame to dict\n",
+ "mseleb_top1m_records = df_msceleb_top1m.to_dict('records')"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 162,
"metadata": {},
"outputs": [],
"source": [
+ "# store all identity info here, until creating dataframe\n",
"msceleb_identities = {}"
]
},
{
"cell_type": "code",
- "execution_count": 120,
+ "execution_count": 163,
"metadata": {},
"outputs": [],
"source": [
+ "# utility functions\n",
"def split_name_lang(name_lang):\n",
" '''Split name into name and language'''\n",
" if '@' in name_lang:\n",
@@ -137,141 +265,142 @@
" else:\n",
" name = name_lang\n",
" lang = ''\n",
- " return {'name': name, 'lang': lang}"
+ " return {'name': name, 'lang': lang}\n",
+ "\n",
+ "# temp save DataFrame to CSV\n",
+ "def save_identity_master(identities, fp_out=fp_master_identities):\n",
+ " df_identities_master = pd.DataFrame.from_dict(identities)\n",
+ " df_identities_master.index.name = 'id'\n",
+ " df_identities_master.to_csv(fp_master_identities)"
]
},
{
"cell_type": "code",
- "execution_count": 122,
+ "execution_count": 164,
"metadata": {},
"outputs": [
{
"data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "884edc099a404dfcb53e353d2abf6819",
+ "version_major": 2,
+ "version_minor": 0
+ },
"text/plain": [
- "{'name': 'r@destiny', 'lang': 'en-417'}"
+ "HBox(children=(IntProgress(value=0, max=3481186), HTML(value='')))"
]
},
- "execution_count": 122,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
- "split_name_lang('r@destiny@en')"
+ "# convert to \"name@lang\" to dict format\n",
+ "msceleb_identities = {}\n",
+ "for mseleb_top1m_record in tqdm(mseleb_top1m_records):\n",
+ " id_kg = mseleb_top1m_record['id_kg'].replace('m.','/m/')\n",
+ " if not id_kg in msceleb_identities.keys():\n",
+ " msceleb_identities[id_kg] = {'names': {}}\n",
+ " name_lang = split_name_lang(mseleb_top1m_record['name_lang'])\n",
+ " name = name_lang['name']\n",
+ " lang = name_lang['lang']\n",
+ " if lang == 'en':\n",
+ " msceleb_identities[id_kg]['names']['canonical'] = name\n",
+ " msceleb_identities[id_kg]['names'][lang] = name"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Patch @en names"
]
},
{
"cell_type": "code",
- "execution_count": 141,
+ "execution_count": 165,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "0120e006a7564f5c82729a7050ef0386",
+ "model_id": "1cd2915f485b4cd299a929e1fb2d5926",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
- "HBox(children=(IntProgress(value=0, max=3481186), HTML(value='')))"
+ "HBox(children=(IntProgress(value=0, max=1000000), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "no english name for /m/017vbn\n",
+ "no english name for /m/026q0k_\n",
+ "no english name for /m/02k2kw\n",
+ "no english name for /m/0bwhrg1\n"
+ ]
}
],
"source": [
- "msceleb_identities = {}\n",
- "for mseleb_top1m_record in tqdm(mseleb_top1m_records):\n",
- " id_kg = mseleb_top1m_record['id_kg']\n",
- " if not id_kg in msceleb_identities.keys():\n",
- " msceleb_identities[id_kg] = {}\n",
- " name_lang = split_name_lang(mseleb_top1m_record['name'])\n",
- " name = name_lang['name']\n",
- " lang = name_lang['lang']\n",
- " msceleb_identities[id_kg][lang] = name"
+ "# check for missing english names\n",
+ "for id_kg, attrs in tqdm(msceleb_identities.items()):\n",
+ " lang_attrs = attrs['names']\n",
+ " name_en = lang_attrs.get('en', None)\n",
+ " if not name_en:\n",
+ " print(f'no english name for {id_kg}')"
]
},
{
"cell_type": "code",
- "execution_count": 142,
- "metadata": {},
- "outputs": [],
- "source": [
- "import itertools\n",
- "msceleb_identities_sm = dict(itertools.islice(msceleb_identities.items(), 0, 10))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 145,
+ "execution_count": 166,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "Patrick Cummins en\n",
- "Patrick Cummins pt\n",
- "Mohamed Guessous en\n",
- "Mohamed Guessous fr\n",
- "محمد جسوس ar\n",
- "Tsvetta Kaleynska en\n",
- "Tsvetta Kaleynska es\n",
- "Tsvetta Kaleynska fr\n",
- "Цвета Калейнска bg\n",
- "Цвета Калейнска ru\n",
- "Caio Henrique Siqueira Sanchez en\n",
- "Кајо Санчез sr\n",
- "Julio Ríos Gallego ca\n",
- "Julio Ríos Gallego en\n",
- "Julio Ríos Gallego es\n",
- "Nilson Ricardo da Silva Júnior en\n",
- "ニルソン・リカルド・ダ・シルバ・ジュニオール ja\n",
- "니우송 히카르두 다 시우바 주니오르 ko\n",
- "Aleksej Aleksandrovič Starobinski sl\n",
- "Alexei Alexandrowitsch Starobinski de\n",
- "Alexei Starobinski pt\n",
- "Alexei Starobinsky en\n",
- "Alexeï Starobinski fr\n",
- "Алексей Александрович Старобинский ru\n",
- "Старобінський Олексій Олександрович uk\n",
- "アレクセイ・スタロビンスキー ja\n",
- "Hilda Rix Nicholas en\n",
- "هیلدا ریکس نیکولاس fa\n",
- "Behrouz Makvandi en\n",
- "Бехруз Макванди ru\n",
- "بهروز مکوندی fa\n",
- "Borislav Terzić en\n",
- "Борислав Терзић sr\n"
+ "patched /m/017vbn de to en\n",
+ "patched /m/026q0k_ nl to en\n",
+ "patched /m/02k2kw de to en\n",
+ "patched /m/0bwhrg1 it to en\n"
]
}
],
"source": [
- "# de-duplicate names that use same spelling for multiple languages\n",
- "for id_kg, name_langs in msceleb_identities_sm.items():\n",
- " if 'en' in name_langs.keys():\n",
- " name_en = name_langs['en']\n",
- " for lang, name in name_langs.items():\n",
- " print(name, lang)"
+ "# patch en name exception: 4 names missing english\n",
+ "en_exceptions = {\n",
+ " '/m/017vbn': 'de',\n",
+ " '/m/026q0k_': 'nl',\n",
+ " '/m/02k2kw': 'de',\n",
+ " '/m/0bwhrg1': 'it'\n",
+ "}\n",
+ "for id_kg, lang in en_exceptions.items():\n",
+ " msceleb_identities[id_kg]['names']['en'] = msceleb_identities[id_kg]['names'][lang]\n",
+ " msceleb_identities[id_kg]['names']['canonical'] = msceleb_identities[id_kg]['names']['en']\n",
+ " print(f'patched {id_kg} {lang} to en')"
]
},
{
- "cell_type": "code",
- "execution_count": null,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "### Remove duplicate names"
+ ]
},
{
"cell_type": "code",
- "execution_count": 103,
+ "execution_count": 167,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "374a55f504084f14bd4d77fed0e2f4e4",
+ "model_id": "33ffa229c16d4a9088087c21210d421e",
"version_major": 2,
"version_minor": 0
},
@@ -286,62 +415,85 @@
"name": "stdout",
"output_type": "stream",
"text": [
- "n2 split is long: zh-Hant\n",
- "n2 split is long: es-419\n",
- "n2 split is long: fil\n",
- "n2 split is long: en-GB\n",
- "n2 split is long: en-US\n",
- "n2 split is long: zh-HK\n",
- "n2 split is long: fr-CA\n",
- "n2 split is long: pt-PT\n",
- "n2 split is long: ceb\n",
- "n2 split is long: zorbla.de\n",
- "n2 split is long: N\n",
- "n2 split is long: hu\n",
- "m.03zytg\tΑστέριος\"\n",
- "n2 split is long: destiny\n",
- "n2 split is long: Teng Boon Soon\n",
- "n2 split is long: Yong Khoon Seng\n",
- "n2 split is long: Tiki Anak Lafe\n",
- "n2 split is long: Marcus Mojigoh\n",
- "n2 split is long: Nyallau Anak Badak\n",
- "n2 split is long: Bousou P\n",
- "n2 split is long: evleaks\n"
+ "removed 1,485,336 duplicate names\n"
]
}
],
"source": [
- "messages = []\n",
+ "# de-duplicate names that use same spelling for multiple languages\n",
+ "items_removed = []\n",
+ "msceleb_identities_copy = msceleb_identities.copy()\n",
+ "\n",
+ "for id_kg, attrs in tqdm(msceleb_identities_copy.items()):\n",
+ " lang_attrs = attrs['names']\n",
+ " name_main = lang_attrs.get('canonical', None)\n",
+ " if not name_en:\n",
+ " print('error. all names need \"en\"')\n",
+ " break\n",
+ " lang_attrs_copy = attrs['names'].copy()\n",
+ " for lang, name in lang_attrs_copy.items():\n",
+ " if name == name_main and lang != 'en' and lang != 'canonical':\n",
+ " # remove it\n",
+ " items_removed.append(msceleb_identities[id_kg]['names'].pop(lang))\n",
+ " del lang_attrs_copy\n",
"\n",
- "for id_kg, msceleb_group in tqdm(df_msceleb_top1m_groups, total=n_groups):\n",
+ "del msceleb_identities_copy\n",
+ "print(f'removed {len(items_removed):,} duplicate names')\n",
+ "del items_removed"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Count images per person for ms celeb"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 168,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "6e3a3f659fa6414b80d678d5b991ed0a",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=5049824), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# calculate total images per id\n",
+ "msceleb_files = {}\n",
+ "# load text file\n",
+ "with open(fp_msceleb_clean_txt,'r') as fp:\n",
+ " msceleb_lines = fp.readlines()\n",
+ " \n",
+ "# iterate lines and append all files\n",
+ "for filepath in tqdm(msceleb_lines):\n",
+ " id_kg, fname = filepath.split('/')\n",
" id_kg = id_kg.replace('m.', '/m/')\n",
- " for df_row in msceleb_group.itertuples():\n",
- " if '@' in df_row.name:\n",
- " splits = df_row.name.split('@')\n",
- " if not len(splits) > 1:\n",
- " msg = f'only one split: {df_row.name}'\n",
- " if not msg in messages:\n",
- " print(msg)\n",
- " messages.append(msg)\n",
- " elif len(splits) > 1:\n",
- " if len(splits[1]) != 2:\n",
- " msg = f'n2 split is long: {splits[1]}'\n",
- " if not msg in messages:\n",
- " print(msg)\n",
- " messages.append(msg)\n",
- " else:\n",
- " print(df_row.name)"
+ " if not id_kg in msceleb_files.keys():\n",
+ " msceleb_files[id_kg] = []\n",
+ " msceleb_files[id_kg].append(fname)"
]
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": 171,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
- "model_id": "475871ac6d08484cbec44d5ccf099bd8",
+ "model_id": "bd0530f0e4634a8dbae0308964cd6e2b",
"version_major": 2,
"version_minor": 0
},
@@ -354,251 +506,990 @@
}
],
"source": [
- "# iterate groups and flatten language variations into named columns\n",
- "identities = []\n",
- "for id_kg, msceleb_group in tqdm(df_msceleb_top1m_groups, total=n_groups):\n",
- " id_kg = id_kg.replace('m.', '/m/')\n",
- " for df_row in msceleb_group.itertuples():\n",
- " if '@' in df_row.name:\n",
- " splits = df_row.name.split('@')\n",
- " name = splits[0]\n",
- " lang = splits[1] if len(splits) > 0 else 'en'\n",
- " else:\n",
- " # default to 'en'\n",
- " lang = 'en'\n",
- " name = df_row.name\n",
- " col_name = f'ms_name_{lang}'\n",
- " identities.append({'id_kg': id_kg, col_name: name})"
+ "# add count to \n",
+ "for id_kg, attrs in tqdm(msceleb_identities.items()):\n",
+ " if id_kg in msceleb_files.keys():\n",
+ " count = len(msceleb_files[id_kg])\n",
+ " else:\n",
+ " count = 0\n",
+ " msceleb_identities[id_kg]['count_msceleb'] = count"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 172,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im_counts_idxs = [attrs['count_msceleb'] for id_kg, attrs in msceleb_identities.items()]\n",
+ "im_counts_id_kg = [id_kg for id_kg, _ in msceleb_identities.items()]"
]
},
{
"cell_type": "code",
- "execution_count": 50,
+ "execution_count": 173,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
- "[{'id_kg': 'm/01008l47', 'ms_name_en': 'Patrick Cummins'}, {'id_kg': 'm/01008l47', 'ms_name_pt': 'Patrick Cummins'}]\n"
+ "Most images 130 for Leelee Sobieski\n",
+ "88,244 more than 10\n",
+ "78,027 more than 20\n",
+ "49,042 more than 50\n",
+ "5,025 more than 100\n"
]
}
],
"source": [
- "print(identities[0:10])"
+ "# print stats\n",
+ "idx_max = np.argmax(im_counts_idxs)\n",
+ "id_kg_max = im_counts_id_kg[idx_max]\n",
+ "count_max = im_counts_idxs[idx_max]\n",
+ "name_max = msceleb_identities[id_kg_max]['names']['canonical']\n",
+ "print(f'Most images {count_max:,} for {name_max}')\n",
+ "# distribution\n",
+ "im_counts_idxs = np.array(im_counts_idxs)\n",
+ "print(f'{len(im_counts_idxs[im_counts_idxs > 10]):,} more than 10')\n",
+ "print(f'{len(im_counts_idxs[im_counts_idxs > 20]):,} more than 20')\n",
+ "print(f'{len(im_counts_idxs[im_counts_idxs > 50]):,} more than 50')\n",
+ "print(f'{len(im_counts_idxs[im_counts_idxs > 100]):,} more than 100')"
]
},
{
"cell_type": "code",
- "execution_count": 91,
+ "execution_count": 174,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "420bc435f447454faa2dba73d7dff982",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=1000000), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# awkward conversion of msceleb_identities to a list of dicts\n",
+ "identities_flat = []\n",
+ "for id_kg, attrs in tqdm(msceleb_identities.items()):\n",
+ " obj = {'id_kg': id_kg}\n",
+ " for lang, name in attrs['names'].items():\n",
+ " if lang != 'canonical':\n",
+ " col_name = f'name_msceleb_{lang}'\n",
+ " elif lang == 'canonical':\n",
+ " col_name = 'name_msceleb'\n",
+ " obj[col_name] = name\n",
+ " obj['count_msceleb'] = attrs['count_msceleb']\n",
+ " identities_flat.append(obj)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 175,
"metadata": {},
"outputs": [],
"source": [
- "# temp save DataFrame to CSV\n",
- "def save_identity_master(identities, fp_out=fp_master_identities):\n",
- " df_identities_master = pd.DataFrame.from_dict(identities)\n",
- " df_identities_master.index.name = 'id'\n",
- " df_identities_master.to_csv(fp_master_identities)"
+ "# convert to dataframe\n",
+ "df_identities = pd.DataFrame.from_dict(identities_flat)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 176,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# save checkpoint CSV\n",
+ "save_identity_master(identities_flat) # encoding='utf-16' ??"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 177,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# copy to master and delete ref to msceleb\n",
+ "identities = msceleb_identities.copy()\n",
+ "del msceleb_identities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
- "### Add image count data for MS Celeb"
+ "## LFW"
]
},
{
"cell_type": "code",
- "execution_count": 70,
+ "execution_count": 193,
"metadata": {},
"outputs": [],
"source": [
- "# load lines\n",
- "fp_msceleb_clean = '/data_store_hdd/datasets/people/msceleb/downloads/MS-Celeb-1M_clean_list.txt'\n",
- "with open(fp_msceleb_clean,'r') as fp:\n",
- " msceleb_lines = fp.readlines()\n",
- "msceleb_files = {}\n",
+ "# add LFW data\n",
+ "fp_lfw = '/data_store_hdd/datasets/people/lfw/downloads/lfw-names.txt'\n",
+ "with open(fp_lfw,'r') as fp:\n",
+ " lfw_lines = fp.readlines()\n",
+ "lfw_lines = [x.strip() for x in lfw_lines]\n",
"\n",
- "# iterate lines and append all files\n",
- "for filepath in msceleb_lines:\n",
- " id_kg, fname = filepath.split('/')\n",
- " id_kg = id_kg.replace('m.', '/m/')\n",
- " if not id_kg in msceleb_files.keys():\n",
- " msceleb_files[id_kg] = []\n",
- " msceleb_files[id_kg].append(fname)\n",
- "\n",
- " # add count\n",
- "for identity in identities:\n",
- " id_kg = identity['id_kg']\n",
- " if id_kg in msceleb_files.keys():\n",
- " identity['msceleb_count'] = len(msceleb_files[identity['id_kg']])\n",
- " else:\n",
- " identity['msceleb_count'] = 0"
+ "lfw_meta = []\n",
+ "for lfw_line in lfw_lines:\n",
+ " name_orig, count = lfw_line.split('\\t')\n",
+ " name_clean = name_orig.replace('_',' ')\n",
+ " obj = {'name_orig': name_orig, 'name': name_clean, 'count':count}\n",
+ " lfw_meta.append(obj)"
]
},
{
"cell_type": "code",
- "execution_count": 92,
+ "execution_count": 179,
"metadata": {},
"outputs": [],
"source": [
- "# save (takes 30 seconds)\n",
- "save_identity_master(identities) # encoding='utf-16' ??"
+ "identities_tmp = identities.copy()"
]
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# make exact name matches\n",
+ "lfw_name_matches_tmp = {}\n",
+ "for lfw_item in tqdm(lfw_meta):\n",
+ " lfw_name = lfw_item['name'] # name is transformed original name\n",
+ " lfwnl = lfw_name.lower()\n",
+ " splits = lfw_name.split(' ')\n",
+ " matches_tmp = {}\n",
+ " for word in splits:\n",
+ " # for each word in names, check if exact word is in master name list\n",
+ " c = word[0].lower()\n",
+ " matches_tmp = []\n",
+ " for name_id_kg in msceleb_top1m_az[c]:\n",
+ " name = name_id_kg['name']\n",
+ " id_kg = name_id_kg['id_kg']\n",
+ " if lfwnl in name.lower():\n",
+ " lfw_name_matches_tmp[lfw_name] = id_kg\n",
+ " break\n",
+ "print(f'found {len(lfw_name_matches_exact)} of {len(lfw_meta)} names using exact matches')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 212,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "8c0f2dbf032145fea3ad5759a97abc44",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=5749), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "ename": "KeyboardInterrupt",
+ "evalue": "",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-212-13b8b31f417d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlfw_name\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mlfwnl\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlfw_name\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mname_id_kg\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmsceleb_top1m_az\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mc\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0mname\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname_id_kg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'name'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0mid_kg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname_id_kg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'id_kg'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+ ]
+ }
+ ],
+ "source": [
+ "# make exact name matches\n",
+ "lfw_name_matches_exact = {}\n",
+ "for lfw_item in tqdm(lfw_meta):\n",
+ " lfw_name = lfw_item['name'] # name is transformed original name\n",
+ " # quickly check if it's in the alphabetized list\n",
+ " c = lfw_name[0].lower()\n",
+ " lfwnl = lfw_name.lower()\n",
+ " for name_id_kg in msceleb_top1m_az[c]:\n",
+ " name = name_id_kg['name']\n",
+ " id_kg = name_id_kg['id_kg']\n",
+ " if lfwnl in name.lower():\n",
+ " lfw_name_matches_exact[lfw_name] = id_kg\n",
+ " break\n",
+ "print(f'found {len(lfw_name_matches_exact)} of {len(lfw_meta)} names using exact matches')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 217,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "1949065d12b349ce8bbf28ebd09f1e29",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=5749), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "matched AJ Cook to A. J. Cook in canonical. Add to matched ids\n",
+ "matched AJ Lamas to A.J. Lamas in canonical. Add to matched ids\n",
+ "could not find: Aaron Patterson\n",
+ "matched Aaron Pena to Aaron Peña in canonical. Add to matched ids\n",
+ "could not find: Abdel Aziz Al-Hakim\n",
+ "could not find: Abdel Madi Shabneh\n",
+ "could not find: Abdel Nasser Assidi\n",
+ "could not find: Abdul Majeed Shobokshi\n",
+ "matched Abdulaziz Kamilov to Abdulaziz Komilov in canonical. Add to matched ids\n",
+ "could not find: Abdullah Nasseef\n",
+ "could not find: Abdullah al-Attiyah\n",
+ "could not find: Abdullatif Sener\n",
+ "could not find: Abner Martinez\n",
+ "could not find: Aby Har-Even\n",
+ "could not find: Adam Kennedy\n",
+ "could not find: Adelina Avila\n",
+ "could not find: Adisai Bodharamik\n",
+ "could not find: Adolfo Aguilar Zinser\n",
+ "could not find: Adoor Gopalakarishnan\n",
+ "could not find: Adrian Annus\n",
+ "matched Adrian Fernandez to Adriana Fernández in canonical. Add to matched ids\n",
+ "could not find: Adrian Nastase\n",
+ "could not find: Adriana Perez Navarro\n"
+ ]
+ },
+ {
+ "ename": "KeyboardInterrupt",
+ "evalue": "",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-217-f9d734a428b9>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mlang\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32min\u001b[0m \u001b[0midentity\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;31m# for each name's language variation, look for match\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mstrict_match\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0midentity_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnames_match_strict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlfw_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 14\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mstrict_match\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 15\u001b[0m \u001b[0mmatched_id_kg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mid_kg\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m/work/megapixels_dev/megapixels/app/utils/identity_utils.py\u001b[0m in \u001b[0;36mnames_match_strict\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m 26\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mnames_match_strict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[0mclean_a\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mletter_strip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 28\u001b[0;31m \u001b[0mclean_b\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mletter_strip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 29\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclean_a\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclean_b\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mletter_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclean_a\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclean_b\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mletter_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclean_b\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclean_a\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 30\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m/work/megapixels_dev/megapixels/app/utils/identity_utils.py\u001b[0m in \u001b[0;36mletter_strip\u001b[0;34m(a, b)\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mletter_strip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maZ9\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;31m# strip every letter from a that is not in b\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mletter_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m/work/megapixels_dev/megapixels/app/utils/identity_utils.py\u001b[0m in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 18\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mletter_strip\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0maZ9\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 19\u001b[0m \u001b[0;31m# strip every letter from a that is not in b\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 20\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0;34m''\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 21\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mletter_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+ ]
+ }
+ ],
+ "source": [
+ "# make strict name-letter matches\n",
+ "lfw_name_matches_strict = {}\n",
+ "for lfw_item in tqdm(lfw_meta):\n",
+ " lfw_name = lfw_item['name'] # name is transformed original name\n",
+ " if lfw_name in lfw_name_matches_exact.keys():\n",
+ " continue\n",
+ " \n",
+ " matched_id_kg = None\n",
+ " for id_kg, identity in identities_tmp.items():\n",
+ " # for each msceleb identity, look for match\n",
+ " for lang, name in identity['names'].items():\n",
+ " # for each name's language variation, look for match\n",
+ " strict_match = identity_utils.names_match_strict(lfw_name, name)\n",
+ " if strict_match:\n",
+ " matched_id_kg = id_kg\n",
+ " matched_lang = lang\n",
+ " matched_name = name\n",
+ " break\n",
+ " if matched_id_kg:\n",
+ " print(f'matched {lfw_name} to {matched_name} in {matched_lang}. Add to matched ids')\n",
+ " lfw_name_matches_strict[lfw_name] = matched_id_kg\n",
+ " break\n",
+ " if not matched_id_kg:\n",
+ " print(f'could not find: {lfw_name}')\n",
+ "print(f'found {len(lfw_name_matches_strict)} of {len(lfw_meta)} names using exact matches')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# make fuzzy name matches\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 141,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "d822a21cc63e4c5c9fe9bb637f5455dd",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, description='1st loop', max=5749, style=ProgressStyle(description_width='i…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found: Aaron Eckhart@ca\n",
+ "Found: Aaron Guiel@en\n",
+ "Found: Aaron Peirsol@ca\n",
+ "Found: Aaron Sorkin@ca\n",
+ "Found: Aaron Tippin@de\n",
+ "Found: Abba Eban@cs\n",
+ "Found: Abbas Kiarostami@ca\n",
+ "Found: Abdoulaye Wade@ca\n",
+ "Found: Abdul Rahman Lestaluhu@id\n",
+ "Found: Abdullah Cabir@tr\n",
+ "Found: Abdullah Ahmad Badawi@da\n",
+ "Found: Abdullah Gulam Rasoul@en\n",
+ "Found: Abel Aguilar@cs\n",
+ "Found: Abel Pacheco de la Espriella@es\n",
+ "Found: Abid Hamid Mahmud al-Tikriti@nl\n",
+ "Found: Abraham Foxman@cs\n",
+ "Found: Adam Ant@cs\n",
+ "Found: Adam Freier@en\n",
+ "Found: Adam Herbert@en\n",
+ "Found: Adam Mair@de\n",
+ "Found: Adam Richards@en\n",
+ "Found: Adam Sandler@ca\n",
+ "Found: George Adam Scott@en\n",
+ "Found: Adel Al-Jubeir@fr\n",
+ "Found: Adolfo Rodriguez Saa@id\n",
+ "Found: Adrian McPherson@en\n",
+ "Found: Adrian Murrell@en\n",
+ "Found: Adriana Lima@ca\n",
+ "Found: Adrien Brody@ca\n",
+ "Found: Afton Smith@cs\n",
+ "Found: Agbani Darego@de\n",
+ "Found: Agnelo Queiroz@en\n",
+ "Found: Agnes Bruckner@de\n",
+ "Found: Ahmed Ahmedou@de\n",
+ "Found: Ahmed Chalabi@en\n",
+ "Found: Mahmood Ahmed Ghazi@en\n",
+ "Found: Ahmet Necdet Sezer@ca\n",
+ "Found: Ai Sugiyama@da\n",
+ "Found: Aidan Quinn@ca\n",
+ "Found: Aileen Riggin Soule@fr\n",
+ "Found: Aishwarya Rai Bachchan@en\n",
+ "Found: Ajit Agarkar@en\n",
+ "Found: Akbar Al Baker@en\n",
+ "Found: Akbar Hashemi Rafsanjani@da\n",
+ "Found: Akhmed Zakayev@en\n",
+ "Found: Akiko Morigami@da\n",
+ "Found: Al Cardenas@en\n",
+ "Found: Vidal Davis@en\n",
+ "Found: Al Gore III@en\n",
+ "Found: Al Leiter@de\n",
+ "Found: Al Pacino@ca\n",
+ "Found: Al Sharpton@de\n",
+ "Found: Alain Cervantes@en\n",
+ "Found: Alain Ducasse@de\n",
+ "Found: Alan Ball jr.@nl\n",
+ "Found: Alan Dershowitz@da\n",
+ "Found: Alan Greenspan@de\n",
+ "Found: Alan Mulally@de\n",
+ "Found: Alan Trammell@de\n",
+ "Found: Alan Zemaitis@en\n",
+ "Found: Alanis Morissette@ca\n",
+ "Found: Alanna Ubach@de\n",
+ "Found: Alastair Campbell@de\n",
+ "Found: Alastair Johnston@en\n",
+ "Found: Albert Costa Balboa@es\n",
+ "Found: Albert Pujols@da\n",
+ "Found: Alberto Acosta@ca\n",
+ "Found: Alberto Fujimori@ca\n",
+ "Found: Alberto Sordi@ca\n",
+ "Found: Aldo Paredes@en\n",
+ "Found: Alec Baldwin@ca\n",
+ "Found: Alejandro Atchugarry@de\n",
+ "Found: Alejandro Fernandez Almendras@sl\n",
+ "Found: Alejandro Lembo@de\n",
+ "Found: Alejandro Lerner@en\n",
+ "Found: Alejandro Toledo@en\n",
+ "Found: Alek Wek@de\n",
+ "Found: Alessandro Nesta@ca\n",
+ "Found: Alex Barros@de\n",
+ "Found: Alex Cabrera@en\n",
+ "Found: Alex Ferguson@en\n",
+ "Found: Alex Holmes@en\n",
+ "Found: Alex Kingston@cs\n",
+ "Found: Alex Penelas@en\n",
+ "Found: Alex Popovici@es\n",
+ "Found: Alex Sink@en\n",
+ "Found: Alex Wallau@en\n",
+ "Found: Alex Zanardi@ca\n",
+ "Found: Alexa Vega@da\n",
+ "Found: Alexander Downer@de\n",
+ "Found: Alexander Losyukov@en\n",
+ "Found: Alexander Lukashenko@en\n",
+ "Found: Alexander Payne@cs\n",
+ "Found: Alexandra Pelosi@en\n",
+ "Found: Alexandra Stevenson@de\n",
+ "Found: Alexandre Daigle@cs\n",
+ "Found: Alexandre Despatie@ca\n",
+ "Found: Alexandre Herchcovitch@en\n",
+ "Found: Alexandre Vinokourov@fr\n",
+ "Found: Alexis Bledel@ca\n",
+ "Found: Alfonso Portillo@en\n",
+ "Found: Alfonso Soriano@en\n",
+ "Found: James Alfred Ford@en\n",
+ "Found: Alfred Santell@en\n",
+ "Found: Alfredo Moreno@en\n",
+ "Found: Ali Abbas Al-Hilfi@en\n",
+ "Found: Ali Abdullah Saleh@da\n",
+ "Found: Ali Ahmeti@de\n",
+ "Found: Prince Ali bin Hussein@en\n",
+ "Found: Ali Fallahian@de\n",
+ "Found: Ali Hammoud@en\n",
+ "Found: Ali Khamenei@ca\n",
+ "Found: Alicia Hollowell@en\n",
+ "Found: Alicia Keys@ca\n",
+ "Found: Alicia Molik@de\n",
+ "Found: Alicia Silverstone@ca\n",
+ "Found: Alicia Witt@ca\n",
+ "Found: Alimzhan Tokhtakhounov@pt\n",
+ "Found: Alina Kabaeva@en\n",
+ "Found: Alison Krauss@ca\n",
+ "Found: Alison Lohman@de\n",
+ "Found: Alistair Macdonald@en\n",
+ "Found: Allan Houston@ca\n",
+ "Found: Allan Kemakeza@de\n",
+ "Found: Allan Wagner Tizón@de\n",
+ "Found: Allen Iverson@ca\n",
+ "Found: Allison Janney@da\n",
+ "Found: Ally Sheedy@ca\n",
+ "Found: Allyson Felix@ca\n",
+ "Found: Alma Powell@de\n",
+ "Found: Alonzo Mourning@ca\n",
+ "Found: Aly Wagner@de\n",
+ "Found: Alyson Hannigan@ca\n",
+ "Found: Amanda Beard@de\n",
+ "Found: Amanda Bynes@ca\n",
+ "Found: Amanda Coetzer@de\n",
+ "Found: Amanda Marshall@de\n",
+ "Found: Amber Frey@en\n",
+ "Found: Amber Tamblyn@de\n",
+ "Found: Ambrose Lee@en\n",
+ "Found: Amelia Vega@en\n",
+ "Found: Amelie Mauresmo@ms\n",
+ "Found: Amr Moussa@ca\n",
+ "Found: Amram Mitzna@de\n",
+ "Found: Amy Brenneman@da\n",
+ "Found: Amy Cotton@en\n",
+ "Found: Amy Pascal@de\n",
+ "Found: Amy Redford@de\n",
+ "Found: Amy Smart@da\n",
+ "Found: Amy Yasbeck@de\n",
+ "Found: Ana Guevara@de\n",
+ "Found: Ananías Maidana Palacios@es\n",
+ "Found: Anastasia Kelesidou@de\n",
+ "Found: Anastasia Myskina@en\n",
+ "Found: Anatoliy Kinakh@en\n",
+ "Found: Anders Fogh Rasmussen@ca\n",
+ "Found: Andre Agassi@ca\n",
+ "Found: Andre Lange@et\n",
+ "Found: J. Andre Smith@en\n",
+ "Found: Andrea Bocelli@ca\n",
+ "Found: Andrea De Cruz@en\n",
+ "Found: Andrea Yates@en\n",
+ "Found: Andreas Vinciguerra@de\n",
+ "Found: Andrei Konchalovsky@en\n",
+ "Found: Andrei Mikhnevich@en\n",
+ "Found: Andrei Nikolishin@en\n",
+ "Found: Andrew Bernard@en\n",
+ "Found: Andrew Caldecott@en\n",
+ "Found: Andrew Cuomo@ca\n",
+ "Found: Andrew Fastow@de\n",
+ "Found: Andrew Firestone@en\n",
+ "Found: Andrew Gilligan@en\n",
+ "Found: Andrew Jarecki@de\n",
+ "Found: Andrew Luster@de\n",
+ "Found: Andrew Niccol@cs\n",
+ "Found: Andy Benes@en\n",
+ "Found: Andy Dickens@en\n",
+ "Found: DJ Andy Garcia@en\n",
+ "Found: Andy Griffith@ca\n",
+ "Found: Andy Griggs@en\n",
+ "Found: Andy Lau@cs\n",
+ "Found: Andy Northey@en\n",
+ "Found: Sandy Perez Aguila@en\n",
+ "Found: Andy Roddick@ca\n",
+ "Found: Andy Rooney@da\n",
+ "Found: Andy Warhol@ca\n",
+ "Found: Angela Bassett@ca\n",
+ "Found: Angela Lansbury@ca\n",
+ "Found: Angela Merkel@ca\n",
+ "Found: Angelina Jolie@ca\n",
+ "Found: Angie Martinez@en\n",
+ "Found: Anita DeFrantz@de\n",
+ "Found: Ann Landers@da\n",
+ "Found: Ann Morgan Guilbert@en\n",
+ "Found: Ann Veneman@de\n",
+ "Found: Anna Chicherova@en\n",
+ "Found: Anna Faris@ca\n",
+ "Found: Susanna Jones@en\n",
+ "Found: Anna Kournikova@da\n",
+ "Found: Anna Nicole Smith@ca\n",
+ "Found: Anne Donovan@de\n",
+ "Found: Anne Heche@ca\n",
+ "Found: Anne Krueger@fr\n",
+ "Found: Anne McLellan@en\n",
+ "Found: Annette Bening@ca\n",
+ "Found: Annette Lu@de\n",
+ "Found: Annie Machon@de\n",
+ "Found: Antanas Valionis@de\n",
+ "Found: Anthony Fauci@de\n",
+ "Found: Anthony Garotinho@en\n",
+ "Found: Anthony Hopkins@ca\n",
+ "Found: Anthony LaPaglia@da\n",
+ "Found: Anthony Principi@de\n",
+ "Found: Antje Buschschulte@de\n",
+ "Found: Anton Balasingham@en\n",
+ "Found: Antonio Banderas@ca\n",
+ "Found: Antonio Cassano@ca\n",
+ "Found: Antonio Catania@de\n",
+ "Found: Antonio Palocci@de\n",
+ "Found: Antonio Trillanes IV@fil\n",
+ "Found: Antony Leung@en\n",
+ "Found: Antwun Echols@en\n",
+ "Found: Anwar Ibrahim@da\n",
+ "Found: Aretha Franklin@ca\n",
+ "Found: Ari Bousbib@en\n",
+ "Found: Ari Fleischer@de\n",
+ "Found: Arianna Huffington@ca\n",
+ "Found: Arie Haan@de\n",
+ "Found: Ariel Sharon@ca\n",
+ "Found: Arif Mardin@de\n",
+ "Found: Arlen Specter@ca\n",
+ "Found: Armando Carrillo@en\n",
+ "Found: Arminio Fraga@en\n",
+ "Found: Arnold Palmer@da\n",
+ "Found: Arnold Schwarzenegger@ca\n",
+ "Found: Rolfe Arnold Scott-James@en\n",
+ "Found: Aron Ralston@cs\n",
+ "Found: Stuart Cooper@en\n",
+ "Found: Stuart Howe@en\n",
+ "Found: Arthur Johnson@it\n",
+ "Found: John Arthur Martinez@en\n",
+ "Found: Arturo Gatti@ca\n",
+ "Found: Asa Hutchinson@de\n",
+ "Found: Ashanti Douglas@nl\n",
+ "Found: Ashley Judd@ca\n",
+ "Found: Ashley Olsen@ca\n",
+ "Found: Ashley Postell@en\n",
+ "Found: Ashraf Ghani Ahmadzai@es\n",
+ "Found: Ashton Kutcher@ca\n",
+ "Found: Asif Ali Zardari@ca\n",
+ "Found: Askar Akayev@en\n",
+ "Found: Astou Ndiaye-Diatta@en\n",
+ "Found: Premiership of Atal Bihari Vajpayee@en\n",
+ "Found: Atom Egoyan@da\n",
+ "Found: Atsushi Satou@id\n",
+ "Found: Audrey Lacroix@en\n",
+ "Found: Audrey Sauret@en\n",
+ "Found: Augusto Pinochet Ugarte@ca\n",
+ "Found: Augusto Roa Bastos@de\n",
+ "Found: Aung San Suu Kyi@ca\n",
+ "Found: Austin Kearns@en\n",
+ "Found: Avril Lavigne@ca\n",
+ "Found: Azmi Bishara@ca\n",
+ "Found: Azra Akin@id\n",
+ "Found: Babe Ruth@ca\n",
+ "Found: Barbara Bach@cs\n",
+ "Found: Barbara Becker-Cantarino@en\n",
+ "Found: Barbara Bodine@en\n",
+ "Found: Barbara Boxer@cs\n",
+ "Found: Barbara Brezigar@cs\n",
+ "Found: Barbara Robertson@en\n",
+ "Found: Barbara Walters@de\n",
+ "Found: Barbra Streisand@ca\n",
+ "Found: Barry Alvarez@en\n",
+ "Found: Barry Bonds@da\n",
+ "Found: Barry Collier@en\n",
+ "Found: Barry Diller@de\n",
+ "Found: Barry Forde@ca\n",
+ "Found: Barry Hinson@en\n",
+ "Found: Barry Switzer@de\n",
+ "Found: Barry Williamson@en\n",
+ "Found: Barry Zito@de\n",
+ "Found: Bart Freundlich@de\n",
+ "Found: Bart Hendricks@en\n",
+ "Found: Bartosz Kizierowski@de\n",
+ "Found: Barzan Al-Tikriti@fr\n",
+ "Found: Basdeo Panday@de\n",
+ "Found: Baz Luhrmann@ca\n",
+ "Found: Beatriz Merino Lucero@pl\n",
+ "Found: Bela Karolyi@ms\n",
+ "Found: Ben Affleck@ca\n",
+ "Found: Torben Betts@en\n",
+ "Found: Ben Braun@en\n",
+ "Found: Ben Broussard@en\n",
+ "Found: Ben Cahoon@en\n",
+ "Found: Reuben Davis@en\n",
+ "Found: Ben Kingsley@ca\n",
+ "Found: Ben Lee Tyler@en\n",
+ "Found: Ben Steinbauer@en\n",
+ "Found: Benazir Bhutto@ca\n",
+ "Found: Benedita da Silva@en\n",
+ "Found: Benicio Del Toro@fi\n",
+ "Found: Benito Santiago@en\n",
+ "Found: Benjamin Bratt@cs\n",
+ "Found: Benjamin Franklin Bailey@en\n",
+ "Found: Benjamin McKenzie@ca\n",
+ "Found: Benjamin Netanyahu@da\n",
+ "Found: Bernadette Peters@ca\n",
+ "Found: Bernard Ebbers@de\n",
+ "Found: Bernard Giraudeau@de\n",
+ "Found: Bernard Kerik@en\n",
+ "Found: Bernard Landry@de\n",
+ "Found: Bernard Law@fr\n",
+ "Found: Bernard Lord@en\n",
+ "Found: Bernardo Segura@de\n",
+ "Found: Bertie Ahern@ca\n",
+ "Found: Bertrand Bonello@de\n",
+ "Found: A. Elizabeth Jones@en\n",
+ "Found: Bettina Rheims@cs\n",
+ "Found: Betty Williams@en\n",
+ "Found: Bianca Jagger@da\n",
+ "Found: Bijan Namdar Zangeneh@de\n",
+ "Found: Bill Belichick@da\n",
+ "Found: Bill Butler@ca\n"
+ ]
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Found: Bill Callahan@en\n",
+ "Found: Bill Cartwright@en\n",
+ "Found: Bill Clancy@en\n",
+ "Found: Bill Clinton@ca\n",
+ "Found: Bill Curry@en\n",
+ "Found: Bill Doba@en\n",
+ "Found: Bill Elliott@pt\n",
+ "Found: Bill Fennelly@en\n",
+ "Found: Bill Frist@de\n",
+ "Found: Bill Gates@ca\n",
+ "Found: Bill Grahame@en\n",
+ "Found: Bill Guerin@de\n",
+ "Found: Bill Herrion@en\n",
+ "Found: Bill Hughes@en\n",
+ "Found: Bill Kollar@en\n",
+ "Found: Bill Kong@es\n",
+ "Found: Bill Mauldin@de\n",
+ "Found: Bill McBride@en\n",
+ "Found: Bill Nelson@da\n",
+ "Found: Bill Parcells@de\n",
+ "Found: Bill Parsons@en\n",
+ "Found: Bill Paxton@ca\n",
+ "Found: Bill Self@de\n",
+ "Found: Bill Sizemore@en\n",
+ "Found: Bill Stapleton@en\n",
+ "Found: Bill Steinke@en\n",
+ "Found: Bill Walton@de\n",
+ "Found: Billy Andrade@da\n",
+ "Found: Billy Beane@de\n",
+ "Found: Billy Bob Thornton@ca\n",
+ "Found: Billy Boyd@en\n",
+ "Found: Billy Crawford@de\n",
+ "Found: Billy Crystal@ca\n",
+ "Found: Billy Donovan@en\n",
+ "Found: Billy Gilman@en\n",
+ "Found: Billy Joel@ca\n",
+ "Found: Bing Crosby@ca\n",
+ "Found: Binyamin Ben-Eliezer@en\n",
+ "Found: Bison Dele@de\n",
+ "Found: Bixente Lizarazu@ca\n",
+ "Found: Blas Ople@de\n",
+ "Found: Blythe Danner@ca\n",
+ "Found: Blythe Hartley@de\n",
+ "Found: Bo Pelini@en\n",
+ "Found: Bo Ryan@en\n",
+ "Found: Bob Alper@en\n",
+ "Found: Bob Beauprez@de\n",
+ "Found: Bob Bowlsby@en\n",
+ "Found: Bob Dole@ca\n",
+ "Found: Bob Ferguson@da\n",
+ "Found: Bob Geldof@ca\n",
+ "Found: Bob Graham@en\n",
+ "Found: Bob Guccione@cs\n",
+ "Found: Bob Hayes@cs\n",
+ "Found: Bob Holden@de\n",
+ "Found: Bob Hope@ca\n",
+ "Found: Bob Huggins@en\n",
+ "Found: Bob Iger@en\n",
+ "Found: Bob Krueger@en\n",
+ "Found: Bob Menendez@da\n",
+ "Found: Bob Newhart@de\n",
+ "Found: Bob Stoops@en\n",
+ "Found: Bob Taft@de\n",
+ "Found: Bobby Bowden@de\n",
+ "Found: Bobby Kielty@en\n",
+ "Found: Bobby Robson@ca\n",
+ "Found: Bode Miller@ca\n",
+ "Found: Bonnie Fuller@en\n",
+ "Found: Bonnie Hunt@ca\n",
+ "Found: Nella Maria Bonora@de\n",
+ "Found: Boris Berezovsky@en\n",
+ "Found: Boris Henry@cs\n",
+ "Found: Boris Jordan@en\n",
+ "Found: Boris Trajkovski@ca\n",
+ "Found: Boris Yeltsin@en\n",
+ "Found: Brad Banks@en\n",
+ "Found: Brad Brownell@en\n",
+ "Found: Brad Garrett@da\n",
+ "Found: Brad Gushue@de\n",
+ "Found: Brad Miller@en\n",
+ "Found: Brad Pitt@ca\n",
+ "Found: Brad Wilk@cs\n",
+ "Found: Brajesh Mishra@en\n",
+ "Found: Brandon Boyd@da\n",
+ "Found: Brandon Hammond@en\n",
+ "Found: Brandon Inge@de\n",
+ "Found: Brandon Jones@en\n",
+ "Found: Brandon Knight@de\n",
+ "Found: Brandon Larson@en\n",
+ "Found: Brandon Lloyd@en\n",
+ "Found: Brandon Webb@pl\n",
+ "Found: Branko Crvenkovski@ca\n",
+ "Found: Brendan Fraser@ca\n",
+ "Found: Brendan Gaughan@en\n",
+ "Found: Brendan Hansen@en\n",
+ "Found: H. Brent Coles@en\n",
+ "Found: Brett Hawke@en\n",
+ "Found: Brett Hull@cs\n",
+ "Found: Brian Billick@de\n",
+ "Found: Brian Campbell Vickery@de\n",
+ "Found: Brian Cashman@en\n",
+ "Found: Brian Clemens@de\n",
+ "Found: Brian Cook@en\n",
+ "Found: Brian Cowen@ca\n",
+ "Found: Brian De Palma@ca\n",
+ "Found: Brian Gregory@en\n",
+ "Found: Brian Griese@en\n",
+ "Found: Brian Heidik@en\n",
+ "Found: Brian Henson@en\n",
+ "Found: Brian Kerr@de\n",
+ "Found: Brian Lara@de\n",
+ "Found: Brian Mulroney@ca\n",
+ "Found: Brian Olson@en\n",
+ "Found: Brian Scalabrine@ca\n",
+ "Found: Brian Schneider@en\n"
+ ]
+ },
+ {
+ "ename": "KeyboardInterrupt",
+ "evalue": "",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-141-5351e70c6afa>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;31m# first, grep all rows of the original TSV file\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0mlfw_name_clean\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlfw_name\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mmsceleb_row\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdf_msceleb_top1m\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitertuples\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mlfw_name_clean\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmsceleb_row\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname_lang\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf'Found: {msceleb_row.name_lang}'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+ ]
+ }
+ ],
+ "source": [
+ "# compare this this to master identity\n",
+ "for lfw_item in tqdm(lfw_meta, desc='1st loop'):\n",
+ " \n",
+ " # for each LFW name, look for match\n",
+ " lfw_name = lfw_item['name']\n",
+ " matched_id = None\n",
+ " \n",
+ " for id_kg, identity in identities_tmp.items():\n",
+ " # for each msceleb identity, look for match\n",
+ " for lang, name in identity['names'].items():\n",
+ " # for each name's language variation, look for match\n",
+ " if not len(name) > 0:\n",
+ " print('no name')\n",
+ " continue\n",
+ " strict_match = identity_utils.names_match_strict(lfw_name, name)\n",
+ " if strict_match:\n",
+ " #print(f'Strict matched \"{lfw_name}\" to \"{name}\"')\n",
+ " matched_id = id_kg\n",
+ " matched_lang = lang\n",
+ " matched_name = name\n",
+ " break\n",
+ " if matched_id:\n",
+ " matched_lang = lang\n",
+ " matched_name = name\n",
+ " print(f'OK. Found match: {lfw_name} == {matched_name} in lang: {matched_lang}')\n",
+ " pbar_ids.clear()\n",
+ " pbar_ids.close()\n",
+ " break\n",
+ " if not matched_id:\n",
+ " print(f'ERROR: could not find {lfw_name}')\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 103,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "['id_kg',\n",
- " 'ms_name_ Marcus Mojigoh',\n",
- " 'ms_name_ Nyallau Anak Badak',\n",
- " 'ms_name_ Teng Boon Soon',\n",
- " 'ms_name_ Tiki Anak Lafe',\n",
- " 'ms_name_ Yong Khoon Seng',\n",
- " 'ms_name_Bousou P',\n",
- " 'ms_name_N',\n",
- " 'ms_name_af',\n",
- " 'ms_name_am',\n",
- " 'ms_name_ar',\n",
- " 'ms_name_az',\n",
- " 'ms_name_be',\n",
- " 'ms_name_bg',\n",
- " 'ms_name_bm',\n",
- " 'ms_name_bn',\n",
- " 'ms_name_bo',\n",
- " 'ms_name_br',\n",
- " 'ms_name_bs',\n",
- " 'ms_name_ca',\n",
- " 'ms_name_ceb',\n",
- " 'ms_name_ck',\n",
- " 'ms_name_co',\n",
- " 'ms_name_cr',\n",
- " 'ms_name_cs',\n",
- " 'ms_name_cy',\n",
- " 'ms_name_da',\n",
- " 'ms_name_de',\n",
- " 'ms_name_destiny',\n",
- " 'ms_name_dz',\n",
- " 'ms_name_el',\n",
- " 'ms_name_en',\n",
- " 'ms_name_en-GB',\n",
- " 'ms_name_en-US',\n",
- " 'ms_name_eo',\n",
- " 'ms_name_es',\n",
- " 'ms_name_es-419',\n",
- " 'ms_name_et',\n",
- " 'ms_name_eu',\n",
- " 'ms_name_evleaks',\n",
- " 'ms_name_fa',\n",
- " 'ms_name_fi',\n",
- " 'ms_name_fil',\n",
- " 'ms_name_fo',\n",
- " 'ms_name_fr',\n",
- " 'ms_name_fr-CA',\n",
- " 'ms_name_fy',\n",
- " 'ms_name_ga',\n",
- " 'ms_name_gd',\n",
- " 'ms_name_gl',\n",
- " 'ms_name_gn',\n",
- " 'ms_name_gu',\n",
- " 'ms_name_ha',\n",
- " 'ms_name_hi',\n",
- " 'ms_name_hr',\n",
- " 'ms_name_ht',\n",
- " 'ms_name_hu',\n",
- " 'ms_name_hu\\r\\nm.03zytg\\tΑστέριος\"',\n",
- " 'ms_name_hy',\n",
- " 'ms_name_id',\n",
- " 'ms_name_ig',\n",
- " 'ms_name_is',\n",
- " 'ms_name_it',\n",
- " 'ms_name_iw',\n",
- " 'ms_name_ja',\n",
- " 'ms_name_ka',\n",
- " 'ms_name_kk',\n",
- " 'ms_name_kl',\n",
- " 'ms_name_km',\n",
- " 'ms_name_kn',\n",
- " 'ms_name_ko',\n",
- " 'ms_name_ku',\n",
- " 'ms_name_ky',\n",
- " 'ms_name_la',\n",
- " 'ms_name_lb',\n",
- " 'ms_name_lo',\n",
- " 'ms_name_lt',\n",
- " 'ms_name_lv',\n",
- " 'ms_name_mg',\n",
- " 'ms_name_mi',\n",
- " 'ms_name_mk',\n",
- " 'ms_name_ml',\n",
- " 'ms_name_mn',\n",
- " 'ms_name_mr',\n",
- " 'ms_name_ms',\n",
- " 'ms_name_mt',\n",
- " 'ms_name_my',\n",
- " 'ms_name_ne',\n",
- " 'ms_name_nl',\n",
- " 'ms_name_nn',\n",
- " 'ms_name_no',\n",
- " 'ms_name_nv',\n",
- " 'ms_name_ny',\n",
- " 'ms_name_oc',\n",
- " 'ms_name_or',\n",
- " 'ms_name_pa',\n",
- " 'ms_name_pl',\n",
- " 'ms_name_ps',\n",
- " 'ms_name_pt',\n",
- " 'ms_name_pt-PT',\n",
- " 'ms_name_ro',\n",
- " 'ms_name_ru',\n",
- " 'ms_name_rw',\n",
- " 'ms_name_sa',\n",
- " 'ms_name_sc',\n",
- " 'ms_name_se',\n",
- " 'ms_name_si',\n",
- " 'ms_name_sk',\n",
- " 'ms_name_sl',\n",
- " 'ms_name_sn',\n",
- " 'ms_name_so',\n",
- " 'ms_name_sq',\n",
- " 'ms_name_sr',\n",
- " 'ms_name_st',\n",
- " 'ms_name_su',\n",
- " 'ms_name_sv',\n",
- " 'ms_name_sw',\n",
- " 'ms_name_ta',\n",
- " 'ms_name_te',\n",
- " 'ms_name_tg',\n",
- " 'ms_name_th',\n",
- " 'ms_name_tr',\n",
- " 'ms_name_ug',\n",
- " 'ms_name_uk',\n",
- " 'ms_name_ur',\n",
- " 'ms_name_uz',\n",
- " 'ms_name_vi',\n",
- " 'ms_name_xh',\n",
- " 'ms_name_yi',\n",
- " 'ms_name_yo',\n",
- " 'ms_name_zh',\n",
- " 'ms_name_zh-HK',\n",
- " 'ms_name_zh-Hant',\n",
- " 'ms_name_zorbla.de',\n",
- " 'ms_name_zu']"
+ "True"
]
},
- "execution_count": 95,
+ "execution_count": 103,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "list(df_identities_master.keys())"
+ "identity_utils.names_match_strict('AJ Cook', 'A.J. Cook')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 105,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1.0"
+ ]
+ },
+ "execution_count": 105,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "names_match('A.J. Cook', 'cook Aj', as_float=True, compound_score=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## PubFig"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add pubfig data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Face Scrub"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add facescrub"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## UMD Faces"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add umd"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## CASIA Webface"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add CASIA Webface"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# IMDB Wiki"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add imdb-wiki"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## IMDB-Face"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# add imdb face"
]
},
{
@@ -625,7 +1516,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.8"
+ "version": "3.7.1"
}
},
"nbformat": 4,
diff --git a/scraper/README.md b/scraper/README.md
index 993dbfa2..e19a6920 100644
--- a/scraper/README.md
+++ b/scraper/README.md
@@ -74,7 +74,7 @@ Included in the content-script folder is a Chrome extension which scrapes Google
---
-## Scraping Institutions
+## Mapping papers to locations
Once you have the data from S2, you can scrape all the PDFs (and other URLs) you find, and then extract institutions from those and geocode them.
@@ -98,22 +98,34 @@ Use pdfminer.six to extract the first page from the PDFs.
Perform initial extraction of university-like terms, to be geocoded.
+### s2-pdf-report.py
+
+Generates reports of things from the PDFs that were not found.
+
### s2-doi-report.py
-Extract named entities from the scraped DOI links (IEEE, ACM, etc).
+Extract named entities from the scraped DOI links (IEEE, ACM, etc), as well as unknown entities. This is technically the cleanest data, since we know 99% of it is institutions, but it's also quite noisy.
### s2-geocode.py
-Geocode lists of entities using Nominativ.
+Geocode lists of unknown entities using Google. By default, it tries to geocode everything that was not recognized by the DOI report.
+
+### s2-geocode-spreadsheet.py
+
+To add new institutions, simply list them in the spreadsheet with the lat/lng fields empty. Then run this script and anything missing a lat/lng will get one.
### s2-citation-report.py
For each paper in the citations CSV, find the corresponding paper in the database, and get all the citations.
For each of the citations, try to find an address for each one. Embed the appropriate entries from institutions list and then render them on a leaflet map.
+### s2-final-report.py
+
+Generate the final JSON files containing the final, raw Megapixels dataset. Includes data on the papers, with merged citations, as well as the corresponding data from the spreadsheets. Suitable for making custom builds for other people.
+
---
-## Cleaning the Data
+## Notes on the geocoding process
After scraping these universities, we got up to 47% match rate on papers from the dataset. However there is still more to solve:
@@ -123,23 +135,25 @@ After scraping these universities, we got up to 47% match rate on papers from th
- Empty addresses - some papers need to be gone through by hand? Maybe we can do digram/trigram analysis on the headings. Just finding common words would help.
- Make a list of bogus papers - ones where PDFminer returned empty results, or which did not contain the word ABSTRACT, or were too long.
+These scripts are files for getting an initial set of universities to dedupe cleanly.
+
### expand-uni-lookup.py
By now I had a list of institutions in `reports/all_institutions.csv` (done by merging the results of the geocoding, as I had done this on 4 computers and thus had 4 files of institutions). This file must be gone through manually. This technique geocoded around 47% of papers.
At this point I moved `reports/all_institutions.csv` into the Google Sheets. All further results use the CSV on Google Sheets.
-### s2-pdf-report.py
+---
-Generates reports of things from the PDFs that were not found.
+## Dumping all the PDF text
-### s2-geocode-spreadsheet.py
+### s2-extract-full-pdf-txt.py
-To add new institutions, simply list them in the spreadsheet with the lat/lng fields empty. Then run this script and anything missing a lat/lng will get one.
+Dumps all the PDF text and images to `datasets/s2/txt/*/*/paper.txt` using PDFMiner.
-### s2-citation-report.py
+### rm-txt-images.sh
-Generate the main report with maps and citation lists.
+The images dumped by PDFMiner include `*.img` files which seem to be some sort of raw image file. ImageMagick doesn't recognize them and they take a lot of space so I just delete them and leave the `jpg`/`bmp` files.
---
diff --git a/scraper/countries.json b/scraper/countries.json
index 4844aa14..87b3c997 100644
--- a/scraper/countries.json
+++ b/scraper/countries.json
@@ -13,14 +13,14 @@
{"name": "Armenia", "code": "AM"},
{"name": "Aruba", "code": "AW"},
{"name": "Australia", "code": "AU"},
-{"name": "Austria", "code": "AT"},
+{"name": "Austria", "code": "AT", "alt": ["Österreich"]},
{"name": "Azerbaijan", "code": "AZ"},
{"name": "Bahamas", "code": "BS"},
{"name": "Bahrain", "code": "BH"},
-{"name": "Bangladesh", "code": "BD"},
+{"name": "Bangladesh", "code": "BD", "alt": ["বাংলাদেশ"]},
{"name": "Barbados", "code": "BB"},
{"name": "Belarus", "code": "BY"},
-{"name": "Belgium", "code": "BE"},
+{"name": "Belgium", "code": "BE", "alt": ["België / Belgique / Belgien"]},
{"name": "Belize", "code": "BZ"},
{"name": "Benin", "code": "BJ"},
{"name": "Bermuda", "code": "BM"},
@@ -29,21 +29,21 @@
{"name": "Bosnia and Herzegovina", "code": "BA"},
{"name": "Botswana", "code": "BW"},
{"name": "Bouvet Island", "code": "BV"},
-{"name": "Brazil", "code": "BR"},
+{"name": "Brazil", "code": "BR", "alt": ["Brasil"]},
{"name": "British Indian Ocean Territory", "code": "IO"},
{"name": "Brunei Darussalam", "code": "BN"},
{"name": "Bulgaria", "code": "BG"},
{"name": "Burkina Faso", "code": "BF"},
{"name": "Burundi", "code": "BI"},
{"name": "Cambodia", "code": "KH"},
-{"name": "Cameroon", "code": "CM"},
+{"name": "Cameroon", "code": "CM", "alt": ["Cameroun"]},
{"name": "Canada", "code": "CA"},
{"name": "Cape Verde", "code": "CV"},
{"name": "Cayman Islands", "code": "KY"},
{"name": "Central African Republic", "code": "CF"},
{"name": "Chad", "code": "TD"},
{"name": "Chile", "code": "CL"},
-{"name": "China", "code": "CN"},
+{"name": "China", "code": "CN", "alt": ["中国"]},
{"name": "Christmas Island", "code": "CX"},
{"name": "Cocos (Keeling) Islands", "code": "CC"},
{"name": "Colombia", "code": "CO"},
@@ -55,23 +55,23 @@
{"name": "Cote D'Ivoire", "code": "CI"},
{"name": "Croatia", "code": "HR"},
{"name": "Cuba", "code": "CU"},
-{"name": "Cyprus", "code": "CY"},
-{"name": "Czech Republic", "code": "CZ"},
-{"name": "Denmark", "code": "DK"},
+{"name": "Cyprus", "code": "CY", "alt": ["Κύπρος - Kıbrıs"]},
+{"name": "Czech Republic", "code": "CZ", "alt": ["Czechia", "Česko"]},
+{"name": "Denmark", "code": "DK", "alt": ["Danmark"]},
{"name": "Djibouti", "code": "DJ"},
{"name": "Dominica", "code": "DM"},
{"name": "Dominican Republic", "code": "DO"},
{"name": "Ecuador", "code": "EC"},
-{"name": "Egypt", "code": "EG"},
+{"name": "Egypt", "code": "EG", "alt": ["مصر"]},
{"name": "El Salvador", "code": "SV"},
{"name": "Equatorial Guinea", "code": "GQ"},
{"name": "Eritrea", "code": "ER"},
-{"name": "Estonia", "code": "EE"},
+{"name": "Estonia", "code": "EE", "alt": ["Eesti"]},
{"name": "Ethiopia", "code": "ET"},
{"name": "Falkland Islands (Malvinas)", "code": "FK"},
{"name": "Faroe Islands", "code": "FO"},
{"name": "Fiji", "code": "FJ"},
-{"name": "Finland", "code": "FI"},
+{"name": "Finland", "code": "FI", "alt": ["Suomi"]},
{"name": "France", "code": "FR"},
{"name": "French Guiana", "code": "GF"},
{"name": "French Polynesia", "code": "PF"},
@@ -79,10 +79,10 @@
{"name": "Gabon", "code": "GA"},
{"name": "Gambia", "code": "GM"},
{"name": "Georgia", "code": "GE"},
-{"name": "Germany", "code": "DE"},
+{"name": "Germany", "code": "DE", "alt": ["Deutschland"]},
{"name": "Ghana", "code": "GH"},
{"name": "Gibraltar", "code": "GI"},
-{"name": "Greece", "code": "GR"},
+{"name": "Greece", "code": "GR", "alt": ["Ελλάδα"]},
{"name": "Greenland", "code": "GL"},
{"name": "Grenada", "code": "GD"},
{"name": "Guadeloupe", "code": "GP"},
@@ -98,24 +98,24 @@
{"name": "Honduras", "code": "HN"},
{"name": "Hong Kong", "code": "HK"},
{"name": "Hungary", "code": "HU"},
-{"name": "Iceland", "code": "IS"},
+{"name": "Iceland", "code": "IS", "alt": ["Ísland"]},
{"name": "India", "code": "IN"},
{"name": "Indonesia", "code": "ID"},
-{"name": "Iran, Islamic Republic Of", "code": "IR"},
+{"name": "Iran", "code": "IR", "alt": ["ایران", "ایران"]},
{"name": "Iraq", "code": "IQ"},
{"name": "Ireland", "code": "IE"},
{"name": "Isle of Man", "code": "IM"},
-{"name": "Israel", "code": "IL"},
-{"name": "Italy", "code": "IT"},
+{"name": "Israel", "code": "IL", "alt": ["ישראל"]},
+{"name": "Italy", "code": "IT", "alt": ["Italia"]},
{"name": "Jamaica", "code": "JM"},
-{"name": "Japan", "code": "JP"},
+{"name": "Japan", "code": "JP", "alt": ["日本"]},
{"name": "Jersey", "code": "JE"},
{"name": "Jordan", "code": "JO"},
-{"name": "Kazakhstan", "code": "KZ"},
+{"name": "Kazakhstan", "code": "KZ", "alt": ["Казахстан"]},
{"name": "Kenya", "code": "KE"},
{"name": "Kiribati", "code": "KI"},
{"name": "North Korea", "code": "KP"},
-{"name": "Korea", "code": "KR", "alt": ["대한민국"]},
+{"name": "South Korea", "code": "KR", "alt": ["대한민국", "Korea"]},
{"name": "Kuwait", "code": "KW"},
{"name": "Kyrgyzstan", "code": "KG"},
{"name": "Laos", "code": "LA"},
@@ -144,7 +144,7 @@
{"name": "Micronesia", "code": "FM"},
{"name": "Moldova", "code": "MD"},
{"name": "Monaco", "code": "MC"},
-{"name": "Mongolia", "code": "MN"},
+{"name": "Mongolia", "code": "MN", "alt": ["Монгол улс"]},
{"name": "Montserrat", "code": "MS"},
{"name": "Morocco", "code": "MA"},
{"name": "Mozambique", "code": "MZ"},
@@ -152,19 +152,19 @@
{"name": "Namibia", "code": "NA"},
{"name": "Nauru", "code": "NR"},
{"name": "Nepal", "code": "NP"},
-{"name": "Netherlands", "code": "NL"},
+{"name": "Netherlands", "code": "NL", "alt": ["Nederland"]},
{"name": "Netherlands Antilles", "code": "AN"},
{"name": "New Caledonia", "code": "NC"},
-{"name": "New Zealand", "code": "NZ"},
+{"name": "New Zealand", "code": "NZ", "alt": ["New Zealand/Aotearoa"]},
{"name": "Nicaragua", "code": "NI"},
{"name": "Niger", "code": "NE"},
{"name": "Nigeria", "code": "NG"},
{"name": "Niue", "code": "NU"},
{"name": "Norfolk Island", "code": "NF"},
{"name": "Northern Mariana Islands", "code": "MP"},
-{"name": "Norway", "code": "NO"},
+{"name": "Norway", "code": "NO", "alt": ["Norge"]},
{"name": "Oman", "code": "OM"},
-{"name": "Pakistan", "code": "PK"},
+{"name": "Pakistan", "code": "PK", "alt": ["پاکستان"]},
{"name": "Palau", "code": "PW"},
{"name": "Palestine", "code": "PS"},
{"name": "Panama", "code": "PA"},
@@ -173,13 +173,13 @@
{"name": "Peru", "code": "PE"},
{"name": "Philippines", "code": "PH"},
{"name": "Pitcairn", "code": "PN"},
-{"name": "Poland", "code": "PL"},
+{"name": "Poland", "code": "PL", "alt": ["RP"]},
{"name": "Portugal", "code": "PT"},
{"name": "Puerto Rico", "code": "PR"},
{"name": "Qatar", "code": "QA"},
{"name": "Reunion", "code": "RE"},
-{"name": "Romania", "code": "RO"},
-{"name": "Russian Federation", "code": "RU"},
+{"name": "Romania", "code": "RO", "alt": ["România"]},
+{"name": "Russia", "code": "RU", "alt": ["Russian Federation", "РФ"]},
{"name": "Rwanda", "code": "RW"},
{"name": "Saint Helena", "code": "SH"},
{"name": "Saint Kitts and Nevis", "code": "KN"},
@@ -191,50 +191,51 @@
{"name": "Sao Tome and Principe", "code": "ST"},
{"name": "Saudi Arabia", "code": "SA"},
{"name": "Senegal", "code": "SN"},
-{"name": "Serbia and Montenegro", "code": "CS"},
+{"name": "Serbia", "code": "CS", "alt": ["Serbia"]},
+{"name": "Montenegro", "code": "ME"},
{"name": "Seychelles", "code": "SC"},
{"name": "Sierra Leone", "code": "SL"},
{"name": "Singapore", "code": "SG"},
{"name": "Slovakia", "code": "SK"},
-{"name": "Slovenia", "code": "SI"},
+{"name": "Slovenia", "code": "SI", "alt": ["Slovenija"]},
{"name": "Solomon Islands", "code": "SB"},
{"name": "Somalia", "code": "SO"},
{"name": "South Africa", "code": "ZA"},
{"name": "South Georgia and the South Sandwich Islands", "code": "GS"},
-{"name": "Spain", "code": "ES"},
+{"name": "Spain", "code": "ES", "alt": ["España"]},
{"name": "Sri Lanka", "code": "LK"},
{"name": "Sudan", "code": "SD"},
{"name": "Suriname", "code": "SR"},
{"name": "Svalbard and Jan Mayen", "code": "SJ"},
{"name": "Swaziland", "code": "SZ"},
-{"name": "Sweden", "code": "SE"},
-{"name": "Switzerland", "code": "CH"},
+{"name": "Sweden", "code": "SE", "alt": ["Sverige"]},
+{"name": "Switzerland", "code": "CH", "alt": ["Schweiz/Suisse/Svizzera/Svizra"]},
{"name": "Syrian Arab Republic", "code": "SY"},
-{"name": "Taiwan", "code": "TW"},
+{"name": "Taiwan", "code": "TW", "alt": ["臺灣"]},
{"name": "Tajikistan", "code": "TJ"},
{"name": "Tanzania", "code": "TZ"},
-{"name": "Thailand", "code": "TH"},
+{"name": "Thailand", "code": "TH", "alt": ["ประเทศไทย"]},
{"name": "Timor-Leste", "code": "TL"},
{"name": "Togo", "code": "TG"},
{"name": "Tokelau", "code": "TK"},
{"name": "Tonga", "code": "TO"},
{"name": "Trinidad and Tobago", "code": "TT"},
{"name": "Tunisia", "code": "TN"},
-{"name": "Turkey", "code": "TR"},
+{"name": "Turkey", "code": "TR", "alt": ["Türkiye"]},
{"name": "Turkmenistan", "code": "TM"},
{"name": "Turks and Caicos Islands", "code": "TC"},
{"name": "Tuvalu", "code": "TV"},
{"name": "Uganda", "code": "UG"},
{"name": "Ukraine", "code": "UA"},
-{"name": "United Arab Emirates", "code": "AE"},
+{"name": "United Arab Emirates", "code": "AE", "alt": ["Abu Dhabi - United Arab Emirates"]},
{"name": "United Kingdom", "code": "GB", "alt": ["UK"]},
-{"name": "United States", "code": "US", "alt": ["USA"]},
+{"name": "United States", "code": "US", "alt": ["USA", "United States of America"]},
{"name": "United States Minor Outlying Islands", "code": "UM"},
{"name": "Uruguay", "code": "UY"},
{"name": "Uzbekistan", "code": "UZ"},
{"name": "Vanuatu", "code": "VU"},
{"name": "Venezuela", "code": "VE"},
-{"name": "Vietnam", "code": "VN"},
+{"name": "Vietnam", "code": "VN", "alt": ["Việt Nam"]},
{"name": "British Virgin Islands", "code": "VG"},
{"name": "US Virgin Islands", "code": "VI"},
{"name": "Wallis and Futuna", "code": "WF"},
diff --git a/scraper/pdf_dump_all.sh b/scraper/pdf_dump_all.sh
deleted file mode 100644
index a17c8d44..00000000
--- a/scraper/pdf_dump_all.sh
+++ /dev/null
@@ -1,20 +0,0 @@
-#!/bin/bash
-
-for i in datasets/s2/pdf/*/*/*.pdf
- do
- OUTPUT="${i%.*}.txt"
- OUTPUT="${OUTPUT/pdf/txt}"
- IMDIR=`dirname ${OUTPUT}`
- if [[ ! -e $OUTPUT ]]
- then
- pdf2txt.py -o "${OUTPUT}" -O "${IMDIR}" "${i}"
- if [ -s $OUTPUT ]
- then
- echo "found $OUTPUT"
- else
- echo "rm empty $OUTPUT"
- rm -f $OUTPUT
- fi
- fi
- done
-
diff --git a/scraper/pdf_dump_first_page.sh b/scraper/pdf_dump_first_page.sh
deleted file mode 100644
index 20e5182d..00000000
--- a/scraper/pdf_dump_first_page.sh
+++ /dev/null
@@ -1,17 +0,0 @@
-#!/bin/bash
-
-for i in datasets/s2/pdf/*/*/*.pdf
- do
- OUTPUT="${i%.*}.txt"
- if [[ ! -e $OUTPUT ]]
- then
- pdf2txt.py -p 1 $i > $OUTPUT
- if [ -s $OUTPUT ]
- then
- echo "found $OUTPUT"
- else
- echo "rm empty $OUTPUT"
- rm -f $OUTPUT
- fi
- fi
- done
diff --git a/scraper/reports/doi_institutions_geocoded.csv b/scraper/reports/doi_institutions_geocoded.csv
index b2db4fc1..55657a1d 100644
--- a/scraper/reports/doi_institutions_geocoded.csv
+++ b/scraper/reports/doi_institutions_geocoded.csv
@@ -6711,3 +6711,1376 @@ a08004ac0fac652d92a6c8bc6d7629f344db4d50,A framework for object class recognitio
78034811e1d0adcaf88e3dc4d08ae1e03dbfcd94,A hybrid fusion scheme for color face recognition,"Shenzhen Sunwin Intelligent Co., Ltd, China","Shenzhen Sunwin Intelligent Co., Ltd, China",China,35.86166000,104.19539700,company,
78358320d0319c9239c0379efc0e7827b9c948a2,Semantic Hough Transform based object detection with Partial Least Squares,Xiamen University,Xiamen University,"厦门大学, 思明南路 Siming South Road, 思明区, 思明区 (Siming), 厦门市 / Xiamen, 福建省, 361005, 中国",24.43994190,118.09301781,edu,
78611941ba25ea5e3d850a940c9e3a293798a08d,A Semi-Supervised Image Classification Model Based on Improved Ensemble Projection Algorithm,Xidian University,Xidian University,"Xidian University (New Campus), 266号, 银杏大道, 南雷村, 长安区 (Chang'an), 西安市, 陕西省, 710126, 中国",34.12358250,108.83546000,edu,
+<<<<<<< HEAD
+=======
+"Information Science School, Guangdong University of Finance and Economics, China",23.089479,113.356876,"21 Luntou Rd, Haizhu Qu, Guangzhou Shi, Guangdong Sheng, China"
+"College of Information Science and Technology Beijing Normal University, Beijing Beijing, China",39.9614831,116.3675134,"Bei Jing Shi Fan Da Xue Xin Xi Ke Xue Yu Ji Shu Xue Yuan, BeiTaiPingZhuang, Haidian Qu, Beijing Shi, China"
+"Wuhan Institute of Technology, Wuhan, China",30.5020376,114.3901822,"693 Xiongchu Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"American University of Sharjah, UAE",25.3120502,55.4927023,Sharjah - United Arab Emirates
+"The Johns Hopkins University Applied Physics Laboratory, Laurel, MD 20723, USA",39.1630996,-76.899428,"11100 Johns Hopkins Rd, Laurel, MD 20723, USA"
+"Gazi University Ankara, Turkey",39.94202190000001,32.823005,"Emniyet mah, Gazi Üniversitesi Rektörlüğü Teknik okulları, 06560 Yenimahalle/Ankara, Turkey"
+"Faculty of Education-Shabwa, University of Aden, Aden, Yemen",12.8121703,45.0391556,"Aden 2, Yemen"
+"Wuhan Institute of Technology, Wuhan, China, 430073",30.5020376,114.3901822,"693 Xiongchu Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"University of Missouri-St. Louis, St. Louis, USA",38.7092401,-90.30828,"1 University Blvd, St. Louis, MO 63121, USA"
+California State University Northridge,34.2410366,-118.5276745,"18111 Nordhoff St, Northridge, CA 91330, USA"
+"College of Information and Electrical Engineering, Ludong University, Yantai, China",37.517142,121.358532,"186 Hongqi W Rd, Zhifu Qu, Yantai Shi, Shandong Sheng, China, 264000"
+"Cairo University, 5 Ahmed Zewal St., Orman, Giza, Egypt",30.0312506,31.2104632,"5 Ahmed Zewail, Ad Doqi, Giza Governorate 12613, Egypt"
+"CyLab, Carnegie Mellon, Pittsburgh, USA",40.4437954,-79.9465522,"4720 Forbes Ave, Pittsburgh, PA 15213, USA"
+"University of Bucharest, 14 Academiei Street, Bucharest, Romania",44.4354633,26.0996883,"Strada Academiei 14, București 010014, Romania"
+"Sorbonne Universités, UPMC Univ Paris 06, UMR 7606, LIP6, Paris, France",48.8471036,2.357499,"4 Place Jussieu, 75005 Paris, France"
+"Dr. B.R. Ambedkar National Institute of Technology, Jalandhar, India",31.3961507,75.5353566,"Grand Trunk Road, Bye pass, Jalandhar, Punjab 144011, India"
+"University at Buffalo, The State University of New York, Buffalo, USA",43.0008093,-78.7889697,"Buffalo, NY 14260, USA"
+"orwegian Computing Center, P.O. Box 114 Blindern, NO-0314, OSLO, Norway",59.94359970000001,10.7172141,"Gaustadalléen 23A, 0373 Oslo, Norway"
+"University of Kansas, Lawrence, 66045-7621, USA",38.9543439,-95.2557961,"1450 Jayhawk Blvd, Lawrence, KS 66045, USA"
+"ERAU 3700 Willow Creek Rd Prescott, AZ 86314",34.6161042,-112.4507711,"3700 Willow Creek Rd, Prescott, AZ 86301, USA"
+"Indian Institute of Technology Delhi, India",28.5449756,77.19262839999999,"IIT Campus, Hauz Khas, New Delhi, Delhi 110016, India"
+"Indian Institute of Technology Roorkee, Roorkee, India-247667",29.8648599,77.89657869999999,"Roorkee - Haridwar Highway, Roorkee, Uttarakhand 247667, India"
+"Key Laboratory of Complex Systems Modeling and Simulation, Ministry of Education, Hangzhou, China",30.274084,120.15507,"Hangzhou, Zhejiang, China"
+"Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Union College, Schenectady, New York, sadilekt@union.edu",42.81771250000001,-73.9295987,"807 Union St, Schenectady, NY 12308, USA"
+"Computer Application Research Center, Harbin Institute of Technology ShenZhen Graduate School, Shenzhen, China",22.586752,113.96878,"China, Guangdong, Shenzhen, Nanshan, 平山一路"
+"Coimbra, Portugal",40.2033145,-8.4102573,"Coimbra, Portugal"
+"Universidad Nacional de San Agustín, Arequipa, Perú",-16.4054617,-71.5208291,"Arequipa, Peru"
+"Peking University Shenzhen Graduate School, Shenzhen, China",22.592813,113.974264,"2199 Lishui Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518055"
+"National Institute of Technology Silchar, India",24.7577144,92.79229289999999,"NIT Road, Fakiratilla, Silchar, Assam 788010, India"
+"S.J.B. Inst. of Tech., Bangalore-560060, INDIA",12.8998841,77.49578819999999,"No.67, Uttarahalli Main Road, Kengeri, BGS Health & Education City, Bengaluru, Karnataka 560060, India"
+"University of Minho, Guimarães, Portugal",41.5607319,-8.3962368,"R. da Universidade, 4710-057 Braga, Portugal"
+India,20.593684,78.96288,India
+"Computer Vision and Machine Learning Research Group, University of Central Lancashire, Preston, UK",53.7641378,-2.7092453,"Fylde Rd, Preston PR1 2HE, UK"
+7,37.09024,-95.712891,"7 South Street, Independence, KS 67301, United States"
+"SIANI, Universidad de Las Palmas de Gran Canaria (ULPGC), Las Palmas, Spain",28.0804491,-15.4525934,"35017 Las Palmas de Gran Canaria, Las Palmas, Spain"
+"Tencent Inc., Shenzhen 518060, China",22.5304926,113.9426006,"Nanshan, Shenzhen, Guangdong, China, 518060"
+"Kamaraj College Thoothukudi, Tamil Nadu, India",8.79206,78.1441862,"482, Tiruchendur Rd, CGE Colony, Thoothukudi, Tamil Nadu 628003, India"
+"Institute of Engineering and Technology, Lucknow, India",26.9143243,80.9410114,"Sitapur Rd, Sector F, Jankipuram, Lucknow, Uttar Pradesh 226021, India"
+"Mireo d.d., Buzinski prilaz 32, HR-10000 Zagreb, Croatia",45.746113,15.996763,"Buzinski prilaz 32, 10000, Zagreb, Croatia"
+"Netherlands Institute for Neuroscience, Amsterdam Zuidoost, The Netherlands",52.292381,4.957771999999999,"Meibergdreef 47, 1105 BA Amsterdam-Zuidoost, Netherlands"
+"Faculty of Science and Engineering, Macquarie University, Sydney, NSW, Australia",-33.774922,151.1157297,"E6A, 3 Eastern Rd, Macquarie Park NSW 2113, Australia"
+"Univ. of Turku, Finland",60.4562974,22.2851138,"20500 Turku, Finland"
+"Engineering Laboratory of Teaching Information Technology of Shaanxi Province, Xi’an, China",34.341574,108.93977,"Xi'an, Shaanxi, China"
+"South Asian University, New Delhi, India",28.5852015,77.1902593,"Akbar Bhawan, Satya Marg, Chanakyapuri, New Delhi, Delhi 110021, India"
+"Elektrik Elektronik Mühendisligi Bölümü Boğaziçi Üniversitesi, 34342, Bebek, Istanbul, Türkiye",41.0847571,29.0510399,"Bebek Mh., 34342 Beşiktaş/İstanbul, Turkey"
+"Center of Information Development and Management, Hefei University, Hefei 230061, China",31.8405068,117.2638057,"373 Huangshan Rd, Shushan Qu, Hefei Shi, Anhui Sheng, China, 230000"
+"Ahmet Yesevi University, Turkistan, Kazakhstan",43.2894111,68.3012696,"Mausoleum of Khoja Ahmed Yasawi, Туркестан, Kazakhstan"
+"Philips Innovation Group, Philips Research",42.37008470000001,-71.0763482,"2 Canal Park, Cambridge, MA 02141, USA"
+"Faculty of Science, Aswan University, Egypt",23.997867,32.858395,".، SAHARY، Aswan Governorate, Egypt"
+3,37.0375471,-95.6372785,"1314 W 7th St, Coffeyville, KS 67337, USA"
+"Manipal Institute Of Technology, Karnataka, India",13.3525321,74.79282239999999,"Udupi - Karkala Rd, Eshwar Nagar, Manipal, Karnataka 576104, India"
+"Chongqing Vocational Institute of Engineering, Chongqing, China",29.424755,106.536837,"Zoumaliang Rd, Banan Qu, Chongqing Shi, China"
+"MAmI Research Lab, University of Castilla-La Mancha, Ciudad Real, Spain",38.99404390000001,-3.9204979,"Avda. Camilo José Cela, s/n, 13071 Ciudad Real, Cdad. Real, Spain"
+"CSIR-CEERI, Pilani, India",28.3670171,75.5841356,"Central Electronics Engineering Research Institute, Pilani, Rajasthan 333031, India"
+"Texas A&amp;M University and Monash University, College Station, TX 77843",30.618531,-96.33649899999999,"400 Bizzell St, College Station, TX 77843, USA"
+"Federal University of Campina Grande, Av. Apríigio Veloso, 882, 58429-900 Campina Grande, PB, Brazil",-7.2171368,-35.9097543,"R. Aprígio Veloso, 882 - Universitário, Campina Grande - PB, 58429-900, Brazil"
+"Delhi Technological University, Delhi, India",28.7500749,77.11766519999999,"Bawana Rd, Delhi Technological University, Shahbad Daulatpur Village, Rohini, Delhi, 110042, India"
+"Harbin Inst. of Technol., China",45.7470436,126.6334306,"92 Xidazhi St, Nangang Qu, Haerbin Shi, Heilongjiang Sheng, China, 150006"
+"Hunan University of Science and Engineering, Yongzhou, Hunan China, 425006",26.206312,111.609275,"79 Yangzitang Rd, Lingling Qu, Yongzhou Shi, Hunan Sheng, China"
+"Shenyang University of Technology, Shenyang, China",41.731583,123.2492621,"Tiexi, Shenyang, China"
+"Center for Research in Intelligent Systems, University of California Riverside, Riverside, CA, 92521, USA",33.9737055,-117.3280644,"900 University Ave, Riverside, CA 92521, USA"
+"Jiaxing University, Jiaxing, China",30.747692,120.733223,"Nanhu, Jiaxing, China, 314000"
+"B.N.M Institute of Technology, Bangalore, India",12.9219509,77.56713909999999,"12th Main Road, 27th Cross, Banashankari Stage II, Banashankari, Bengaluru, Karnataka 560070, India"
+"Applied Science School, University of Science and Technology Beijing, 100083, China",39.989458,116.356945,"30 Xueyuan Rd, Haidian Qu, Beijing Shi, China, 100083"
+"S.J.B. Inst. of Tech., Bangalore - 560060, India",12.8998841,77.49578819999999,"No.67, Uttarahalli Main Road, Kengeri, BGS Health & Education City, Bengaluru, Karnataka 560060, India"
+"Univ. of California at Los Angeles, Los Angeles, CA 90095. zjxu@stat.ucla.edu",34.068921,-118.4451811,"Los Angeles, CA 90095, USA"
+"College of Computing Science &amp; Information Technology, Theerthankar Mahaveer University, Moradabad, India",28.8237002,78.661075,"TMU Medical College, Bagadpur, Uttar Pradesh 244102, India"
+"Luohu Branch, Shenzhen Municipal Public Security Bureau, Guangdong, China",22.542965,114.108743,"Caiwuwei, Luohu, Shenzhen, China, 518016"
+"Siirt University, Siirt, Turkey",37.9360072,41.9403985,"Yeni Mahallesi, Güreş Cad., 56100 Siirt Merkez/Siirt, Turkey"
+"Khalifa University of Science, Technology and Research, Abu Dhabi, United Arab Emirates",24.4473556,54.3949088,Abu Dhabi - United Arab Emirates
+"Shenzhen Sunwin Intelligent Corporation, Shenzhen, China",22.543096,114.057865,"Shenzhen, Guangdong, China"
+"Intelligent Fiber Optic Systems Corporation, Santa Clara, CA, USA",37.4094954,-121.9678402,"2363 Calle Del Mundo, Santa Clara, CA 95054, USA"
+"Centre de Visi&#x00F3; per Computador. Universitat Aut&#x00F2;noma de Barcelona, 08193, Spain",41.3850639,2.1734035,"Barcelona, Spain"
+"Computer and Mathematical Sciences, Auckland University of Technology, New Zealand",-36.8532194,174.7673188,"55 Wellesley St E, Auckland, 1010, New Zealand"
+"Hubei Province Key Laboratory of Intelligent Robot, Wuhan Institute of Technology, 430073, China",30.5020376,114.3901822,"693 Xiongchu Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"American University of Science &amp; Technology, Faculty of Engineering, Beirut, Lebanon",33.8845433,35.5229911,"Alfred Naccache Avenue، Beirut, Lebanon"
+"INRIA Sophia Antipolis - Méditerranée. 2004 Route des Lucioles - BP93, Sohpia Antipolis, 06902, France",43.6158131,7.068379999999999,"2004 Route des Lucioles, 06902 Valbonne, France"
+"Project Associate-TEQIP, Directorate of Technical Education, Chennai, India",13.0091577,80.23247990000002,"53, Sardar Patel Road, Guindy, Chennai, Tamil Nadu 600025, India"
+"Institute of Informatics and Graduate Programme on Electrical Engineering, Federal University of Rio Grande do Sul, Porto Alegre, Brazil",-30.0335969,-51.2198397,"Av. Paulo Gama, 110 - Farroupilha, Porto Alegre - RS, 90040-060, Brazil"
+"SKLOIS, IIE, CAS, Beijing, China",39.97426,116.21589,"Minzhuang Rd, Haidian Qu, Beijing Shi, China, 100042"
+"ICT-ISVISION Joint R&D Lab. for Face Recognition, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"National Laboratory of Pattern Recognition & University of Chinese Academy of Sciences, Beijing, China",39.979203,116.33287,"China, Beijing, Haidian, 中关村东路95号"
+"College of Information Engineering China Jiliang University, Hangzhou, China 310018",30.318764,120.363977,"China, Zhejiang Sheng, Hangzhou Shi, Jianggan Qu, XiaSha, Xueyuan St, 258号下沙开发区 邮政编码: 310018"
+"UESTC, Chengdu, China",30.788537,103.888902,"China, Sichuan, Chengdu, Pixian, 王桥路"
+"Lodz University of Technology, ul. Wolczanska 221/223, 90-924, Poland",51.7537146,19.4517176,"Stefana Żeromskiego 116, 90-924 Łódź, Poland"
+The Pennsylvania State University,40.7982133,-77.8599084,"Old Main, State College, PA 16801, USA"
+"IIT Madras, Chennai, India",12.9914929,80.2336907,"Indian Institute Of Technology, Chennai, Tamil Nadu 600036, India"
+"Yunnan Unversity, Yunnan, China",25.042549,102.705517,"219 Wuyi Rd, Wuhua Qu, Kunming Shi, Yunnan Sheng, China, 650221"
+"Giza, Egypt",30.0130557,31.2088526,"Giza, Al Omraneyah, Giza Governorate, Egypt"
+"University of Batna, Batna, Algeria",35.5396548,6.149767499999999,"Route de Biskra, Batna 05000, Algeria"
+"National Engineering Research Center for Multimedia Software, China",35.86166,104.195397,China
+"Tsinghua National Laboratory for Information Science and Technology, Beijing, China",39.9966928,116.3318625,"Qing Hua Xin Xi Ke Xue Yu Ji Shu Guo Jia Shi Yan Shi, Haidian Qu, Beijing Shi, China, 100083"
+"University of California Riverside, Riverside",33.9737055,-117.3280644,"900 University Ave, Riverside, CA 92521, USA"
+"Unit 75719 of the People's Liberation Army, Wuhan, China",30.592849,114.305539,"Wuhan, Hubei, China"
+"Center for Neuropsych Research of Traumatic Stress, Prague, Czech Republic",50.0755381,14.4378005,"Prague, Czechia"
+"SunYat-Sen (Zhongshan) University, Guangzhou 510275, China",23.0965384,113.298883,"135 Xingang W Rd, BinJiang Lu, Haizhu Qu, Guangzhou Shi, Guangdong Sheng, China"
+"Misrimal Navajee Munoth Jain Engineering College, Chennai, India",12.9460255,80.2450236,"Guru Marudhar Kesari Building, Subramanya Nagar St Rd, Thorapakkam, Jyothi Nagar, Chennai, Tamil Nadu 600097, India"
+"Institute for Technological Development and Innovation in Communications (IDeTIC), University of Las Palmas de Gran Canaria Las, Palmas de Gran Canaria, Spain",28.079733,-15.451658,"Parque Científico Tecnológico de la ULPGC, Polivalente II, Planta 2, 35017 Las Palmas de Gran Canaria, Spain"
+"CEA, LIST, Vision and Content Engineering Laboratory, Gif-sur-Yvette, France",48.701844,2.134078,"Gif-sur-Yvette, France"
+"Queen's University Belfast, Belfast",54.5844087,-5.9340493,"University Rd, Belfast BT7 1NN, UK"
+"JNTU College of Engineering, Hyderabad, India",17.4932742,78.39146389999999,"Kukatpally, Hyderabad, Telangana 500085, India"
+"Xi'an Jiaotong-Liverpool University, Suzhou, 215123, China",31.274822,120.738094,"Wuzhong, Suzhou, China, 215123"
+Northwest University,47.6576921,-122.1924837,"5520 108th Ave NE, Kirkland, WA 98033, USA"
+"Wroclaw Medical University, Wroclaw, Poland",51.1089147,17.0688865,"Rektorat, wybrzeże Ludwika Pasteura 1, 50-367 Wrocław, Poland"
+"Nooral Islam Centre for Higher Education, Kumaracoil, Kanyakumari District, Thuckalay, Tamil Nadu, India",8.2511782,77.35115689999999,"Thuckalay, Kumaracoil, Tamil Nadu 629180, India"
+"Bina Nusantara University, Jakarta, Indonesia",-6.200250200000001,106.785473,"Kemanggisan, Jl. Kyai H. Syahdan No.9, RT.6/RW.12, Palmerah, Kota Jakarta Barat, Daerah Khusus Ibukota Jakarta 11480, Indonesia"
+"Punjab University College of Information Technology, University of the Punjab, Lahore, Pakistan",31.5703595,74.30962939999999,"Katchery Road، Near Anarkali Bazar، Lahore, 54000, Pakistan"
+"University of Gadjah Mada, Indonesia",-7.7713847,110.3774998,"Bulaksumur, Caturtunggal, Kec. Depok, Kabupaten Sleman, Daerah Istimewa Yogyakarta 55281, Indonesia"
+"North Eastern Regional Institute of Science and Technology (NERIST), Nirjuli, India",27.1305429,93.7408016,"NERIST, Nirjuli, Arunachal Pradesh 791109"
+"Umm Al-Qura University, Makkah, Saudi Arabia",21.3298361,39.9488891,طريق الأمير سلطان بن عبد العزيز، Makkah Saudi Arabia
+"Fujian Engineering Research Center of Public Service Big Data Mining and Application, Fuzhou, China",26.074478,119.296482,"Fuzhou, Fujian, China"
+"Universidade Federal de Minas Gerais, Belo Horizonte, MG, Brazil\",-19.8690878,-43.9663841,"Av. Pres. Antônio Carlos, 6627 - Pampulha, Belo Horizonte - MG, 31270-901, Brazil"
+"Microsoft Bing, Sunnyvale",37.3941244,-122.0301843,"755 N Mathilda Ave, Sunnyvale, CA 94085, USA"
+"Chalmers University of Technology, Gothenburg, Sweden",57.6897063,11.9741654,"Chalmersplatsen 4, 412 96 Göteborg, Sweden"
+"Computer Science, King Mongkut's University of Technology Thonburi, Bangkok, Thailand",13.2311474,100.9584579,"Bang Phra, Si Racha District, Chon Buri 20110, Thailand"
+"Haldia Institute of Technology, Haldia, India",22.0505921,88.0722126,"P.O HIT, HIT College Rd, Kshudiram Nagar, Haldia, West Bengal 721657, India"
+"Tianjin Polytechnic University, Tianjin, China",39.06694,117.111382,"Xiqing, China, 300384"
+"Intel Labs China, Intel Corporation, 100090, Beijing, China",39.9674488,116.4098063,"36 N 3rd Ring Rd Middle, AnDingMen, Dongcheng Qu, Beijing Shi, China, 100013"
+"Budapest, Hungary",47.497912,19.040235,"Budapest, Hungary"
+"The Johns Hopkins University, Baltimore, MD 21218, USA",39.3299013,-76.6205177,"Baltimore, MD 21218, USA"
+"College of Engineering Munnar, Idukki, Kerala, India",10.0929689,77.06823349999999,"PB.No:45, County Hills, Munnar, Kerala 685612, India"
+University of Klagenfurt,46.616079,14.2652899,"Universitätsstraße 65-67, 9020 Klagenfurt am Wörthersee, Austria"
+"University of Mauritius, Reduit, Mauritius",-20.2338121,57.4975177,"Moka, Mauritius"
+"State Key Laboratory of Software Engineering, Wuhan, People’s Republic of China",30.5389776,114.3582037,"Xiaoyuan N Rd, Wuchang Qu, Wuhan Shi, Hubei Sheng, China, 430072"
+"University of Wisconsin–Milwaukee , Milwaukee, WI, USA",43.078263,-87.8819686,"Milwaukee, WI 53211, USA"
+"Academy of Broadcasting science, Beijing, China, 100866",39.90419989999999,116.4073963,"Beijing, China"
+"ChongQing YuBei Experimental Primary School, Chongqing, China",29.562459,106.546451,"11 Zhongshan 4th Rd, DaXiGou, Yuzhong Qu, Chongqing Shi, China, 400065"
+"Bah&#x00E7;e&#x015F;ehir University, Istanbul, Turkey",41.2053107,29.0724578,"Rumelifeneri Mahallesi, Sarıyer Rumeli Feneri Yolu, 34450 Sarıyer/İstanbul, Turkey"
+"Indiana Univ., Indianapolis, IN, USA",39.7815613,-86.16517139999999,"340 W 10th St #6200, Indianapolis, IN 46202, USA"
+"Jaypee University of Engineering and Technology, Guna, India",24.4348466,77.1605994,"Mumbai - Agra National Hwy, Raghogarh -Vijaypur, Madhya Pradesh 473226, India"
+"Pakuan University, Bogor, Indonesia",-6.5997119,106.812015,"Jl. Pakuan Utara, Tegallega, Bogor Tengah, Kota Bogor, Jawa Barat 16143, Indonesia"
+"Federal University of Ceará, Fortaleza, Brazil",-3.741741499999999,-38.53868620000001,"R. Cinco, 100 - Pres. Kennedy, Fortaleza - CE, 60355-636, Brazil"
+"Pakistan Navy Engineering College, Karachi National University of Science and Technology, Islamabad Pakistan",24.8895932,67.08875669999999,"PNS Jauhar Karsaz Faisal Cantonment, Karachi, Karachi City, Sindh, Pakistan"
+"University of Padua, Italy. enrico.grisan@unipd.it",45.406766,11.8774462,"Via 8 Febbraio 1848, 2, 35122 Padova PD, Italy"
+"Coimbatore Institute of Technology, Coimbatore, India",11.0283259,77.0272806,"Avinashi Rd, Civil Aerodrome Post, Peelamedu, Coimbatore, Tamil Nadu 641014, India"
+"Huanggang Normal University, China",30.447561,114.927401,"China, Hubei, Huanggang, Huangzhou, Xingang 2nd Rd, 新港二路"
+"GIPSA Laboratory, Grenoble Institute of Technology, Grenoble, France",45.1934415,5.7663115,"11 Rue des Mathématiques, 38400 Saint-Martin-d'Hères, France"
+"Beijing Institute of Technology, China",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"UB, Barcelona, Spain",41.386608,2.16402,"Gran Via de les Corts Catalanes, 585, 08007 Barcelona, Spain"
+"EMMi - Entertainment and Media Management Lab., Tampere University of Technology (TUT), Tampere, Finland",61.44897999999999,23.8590618,"Korkeakoulunkatu 6, 33720 Tampere, Finland"
+"KCT's Late G.N. Sapkal college of Engineering, Nashik, India",19.944184,73.600383,"Sapkal Knowledge Hub, Kalyani Hills, Anjaneri, Trimbakeshwar Road, Nashik, Maharashtra 422213, India"
+"University of Engineering and Technology, Peshawar, Pakistan",34.0026514,71.4858934,"Warsak Dam Rd, Rahat Abad, Peshāwar, Peshawar, Khyber Pakhtunkhwa, Pakistan"
+"University of California at Los Angeles, Los Angeles",34.068921,-118.4451811,"Los Angeles, CA 90095, USA"
+"United Technologies Research Center, Cork, Ireland",41.7580501,-72.6248336,"411 Silver Ln, East Hartford, CT 06108, USA"
+"University of Michigan 1301 Beal Avenue, Ann Arbor, MI 48109-2122",42.292322,-83.71327199999999,"1301 Beal Ave, Ann Arbor, MI 48109, USA"
+"Dalian Key Lab of Digital Technology for National Culture, Dalian MinZu University, Dalian, 116600, China",39.0509565,121.7891081,"Jinzhou, Dalian, Liaoning, China, 116600"
+"Ben-Gurion University, Beersheba, Israel",31.262218,34.801461,"שד' בן-גוריון 1, באר שבע, Israel"
+"Newark, DE, U.S.A.",39.6837226,-75.74965720000002,"Newark, DE, USA"
+"The Institute of Artificial Intelligence and Robotic, Xi’an Jiaotong University, Shaanxi, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"Mississippi State University, Mississippi State, MS, USA",33.4551742,-88.79437659999999,"75 B. S. Hood Road, Mississippi State, MS 39762, USA"
+"Broadcast Research and Application Center, Ho Chi Minh City, Vietnam",10.7775554,106.6983528,"5th Floor, Resco Tower, Street, Ward,, 94-96 Nguyễn Du, Bến Nghé, Quận 1, Hồ Chí Minh, Vietnam"
+"IN, United States",37.09024,-95.712891,United States
+Tottori University,35.5152072,134.1733553,"4丁目-101 南 湖山町 Tottori, Tottori Prefecture 680-8550, Japan"
+"Turgut Özal University, Ankara, Turkey",39.9295608,32.8163392,"Çamlıca Mh., Anadolu Blv, 06560, Turkey"
+"Xi’an Jiaotong University, Xi’an, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"College of Computer Engineering, Yangtze Normal University, Chongqing, China",29.750852,107.262769,"Fuling, Chongqing, China"
+"Hyderabad, India",17.385044,78.486671,"Hyderabad, Telangana, India"
+"Pontifical Catholic University of Rio Grande do Sul, PUCRS - Porto Alegre, Brazil",-30.0593446,-51.1734912,"Av. Ipiranga, 6681 - Partenon, Porto Alegre - RS, 90619-900, Brazil"
+"College of Informatics, Huazhong Agricultural University, Wuhan P.R. China 430070",30.475126,114.353035,"China, Hubei, Wuhan, Hongshan, 南湖路"
+"Faculty of Engineering, King Mongkut's Institute of Technology Ladkrabang, Bangkok, Thailand 10520",13.7269978,100.7763846,"3 Thanon Chalong Krung, Khwaeng Lat Krabang, Khet Lat Krabang, Krung Thep Maha Nakhon 10520, Thailand"
+"Visual Information Processing, Imperial College, London, UK",51.49879970000001,-0.1748772,"Kensington, London SW7 2AZ, UK"
+"MTA SZTAKI, Institute for Computer Science and Control, Budapest University of Technology",47.4782828,19.0521075,"Budapest, Kende u. 13, 1111 Hungary"
+"Siliguri Institute of Technology, Siliguri, India",26.7692922,88.3762014,"Hill Cart Road, Salbari, District Darjeeling, Sukna, West Bengal 734009, India"
+"Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Ben-Gurion University of the Negev, Beersheba, Israel",31.262218,34.801461,"שד' בן-גוריון 1, באר שבע, Israel"
+"College of William and Mary, Williamsburg, VA",37.271674,-76.71337799999999,"Sadler Center, 200 Stadium Dr, Williamsburg, VA 23185, USA"
+"Indiana University-Purdue University Indianapolis, Indianapolis, IN 46202 USA",39.7738832,-86.1763393,"420 University Blvd, Indianapolis, IN 46202, USA"
+"the People’s Bank of China, Zhengzhou Central Sub-Branch, Zhengzhou, China",34.783236,113.677268,"55 Fengchan Rd, Jinshui Qu, Zhengzhou Shi, Henan Sheng, China, 450000"
+"Computer and Biomedical Engineering, University of Rhode Island, Kingston, RI 02881",41.4860647,-71.5308537,"45 Upper College Rd, Kingston, RI 02881, USA"
+"People’s Public Security University of China, Beijing, China",40.127948,116.278102,"Changping, Beijing, China, 102202"
+"Nanjing University of Science of Science and Technology, Nanjing, China",32.035225,118.855317,"China, Jiangsu, Nanjing, Xuanwu, 中山门外大街"
+"Dorodnicyn Computing Centre, Russian Academy of Sciences, Moscow, Russia",55.693995,37.564256,"Ulitsa Vavilova, 42, Moskva, Russia, 119991"
+"Indian institute of Technology Roorkee, Roorkee, UA-247667, India e-mail: ankumfec@iitr.ernet.in",29.8648599,77.89657869999999,"Roorkee - Haridwar Highway, Roorkee, Uttarakhand 247667, India"
+"PSIT COE, Kanpur (India)",26.4964387,80.28912129999999,"Zoo Rd, Vikas Nagar, Khyora, Kanpur, Uttar Pradesh 208002, India"
+"Tampere University, Finland, Tampere, Finland",61.4936494,23.7788528,"Kalevantie 4, 33100 Tampere, Finland"
+"Alibaba Group R&D, Hangzhou, P.R. China",30.274084,120.15507,"Hangzhou, Zhejiang, China"
+"Universidad Carlos III de Madrid, C/ Butarque 15, Leganes, Spain",40.3331741,-3.765274199999999,"Universidad Carlos III de Madrid, Av. de la Universidad, 30, 28911 Leganés, Madrid, Spain"
+"JD.com, Beijng, China",39.90419989999999,116.4073963,"Beijing, China"
+"Nanjing University of Information Science & Technology, Nanjing, China",32.20541,118.726956,"Pukou, Nanjing, China, 210044"
+"Indian Institute of Technology Delhi, New Delhi 110016",28.5449756,77.19262839999999,"IIT Campus, Hauz Khas, New Delhi, Delhi 110016, India"
+"North Eastern Regional Institute of Science and Technology (NERIST), Nirjuli, India",27.1305429,93.7408016,"NERIST, Nirjuli, Arunachal Pradesh 791109"
+"ABV-Indian Institute of Information Technology &amp; Management, Gwalior, India",26.2494532,78.1739833,"Morena Link Rd, IIITM Campus, Gwalior, Madhya Pradesh 474015, India"
+4,37.2252928,-95.7104789,"Independence, KS 67301, USA"
+"Comput. Sci., State Univ. of New York, NY, USA",40.72951339999999,-73.9964609,"New York, NY 10003, USA"
+USA,37.09024,-95.712891,United States
+"CSE, VIT University, Vellore 632014, Tamilnadu, India",12.972067,79.1595619,"Gorbachev Rd, Vellore, Tamil Nadu 632014, India"
+"Gharuan Mohali, Chandigarh",30.7727958,76.557493,"Gharuan, Punjab, India"
+"Computer, Electronic and Security Research Group, University of Northumbria",55.2082542,-2.0784138,"Northumberland, UK"
+"Faculty of Engineering, King Mongkut's Institute of Technology Ladkrabang, Bangkok 10520, Thailand",13.7269978,100.7763846,"3 Thanon Chalong Krung, Khwaeng Lat Krabang, Khet Lat Krabang, Krung Thep Maha Nakhon 10520, Thailand"
+MD 20742,38.9908487,-76.944141,"College Park, MD 20742, USA"
+China,35.86166,104.195397,China
+"Qingdao University, Qingdao, China",36.068847,120.428165,"308 Ningxia Rd, Laoshan Qu, Qingdao Shi, Shandong Sheng, China, 266071"
+"University of California at San Diego, La Jolla, CA, USA",32.8800604,-117.2340135,"9500 Gilman Dr, La Jolla, CA 92093, USA"
+"The Johns Hopkins University Baltimore, MD, USA",39.3299013,-76.6205177,"Baltimore, MD 21218, USA"
+"National Laboratory of Pattern Recognition, (NLPR), Institute of Automation, CAS, Beijing, China",39.979203,116.33287,"China, Beijing, Haidian, 中关村东路95号"
+"DIEI, University of Cassino and of Southern Lazio, (FR) - Italy",41.471875,13.828328,"Viale dell'Università, 03043 Cassino FR, Italy"
+"Zhejiang Gongshang University, Hangzhou, China",30.308752,120.388529,"18 Xuezheng St, Jianggan Qu, Hangzhou Shi, Zhejiang Sheng, China, 310018"
+"Abdul Wali Khan University, Mardan, Pakistan",34.1897214,72.0370018,"Naushera، Road, College Chowk، Muslimabad, Mardan, Khyber Pakhtunkhwa 23200, Pakistan"
+"Northwestern Polytechinical University, Xi’an, China",34.2416608,108.9367387,"127 Youyi W Rd, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+"Anhui Province Key Laboratory of Affective Computing and Advanced Intelligent Machine, Hefei, Anhui, China and Anhui Institute ...",31.820591,117.227219,"Hefei, Anhui, China"
+"University of Alcalá (UAH), Alcalá de Henares, Spain",40.4824722,-3.3628674,"Plaza de San Diego, s/n, 28801 Alcalá de Henares, Madrid, Spain"
+"PARC, a Xerox Company, Webster, NY, USA",43.2224437,-77.4190595,"800 Phillips Rd # 147, Webster, NY 14580, USA"
+"University of Colombo School aof Computing, University of Colombo ∗No 35, Reid Avenue, Colombo 7",6.9021924,79.86113859999999,"UCSC Building Complex, 35 Reid Ave, Colombo 00700, Sri Lanka"
+"PLA Army Engineering University, College of Communication Engineering, China",35.86166,104.195397,China
+"Visual Learning and Intelligence Group, IIT Hyderabad, Hyderabad, India",17.5947033,78.1231054,"IITH Main Road, Near NH-65, Sangareddy, Kandi, Telangana 502285, India"
+"China Mobile IOT Company Limited, Chongqing, China",29.4315861,106.912251,"Chongqing, China"
+"Institute of Logic and Intelligence, Southwest China University, Chongqing, China",29.8195959,106.4266239,"Bayi Rd, Beibei Qu, Chongqing Shi, China, 400716"
+"Center for Imaging Science, The Johns Hopkins University, Baltimore, MD 21218, USA",39.3268341,-76.62226749999999,"3400 N Charles St, Baltimore, MD 21218, USA"
+"University of North Dakota, Grand Forks, North Dakota 58202",47.922891,-97.0768014,"Grand Forks, ND 58202, USA"
+"ZTE Corporation, Shenzhen, China",22.536867,113.948204,"28 Gaoxin South 4th Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518057"
+"University of Alicante, Spain",38.3852446,-0.5143160999999999,"Carretera de San Vicente del Raspeig, s/n, 03690 San Vicente del Raspeig, Alicante, Spain"
+"IIT Hyderabad, Kandi, Telangana, 502285, India",17.5947033,78.1231054,"IITH Main Road, Near NH-65, Sangareddy, Kandi, Telangana 502285, India"
+"College of Applied Science and Technology, Hainan University, China",20.058432,110.330623,"Qunxian N Rd, Meilan Qu, Haikou Shi, Hainan Sheng, China, 570208"
+Bergischen Universitat Wuppertal,51.245,7.149500000000001,"Gaußstraße 20, 42119 Wuppertal, Germany"
+"Shanghai Jiao Tong University & Alibaba Group, Shanghai, China",31.0252201,121.4337784,"China, Shanghai, Minhang, 东川路 邮政编码: 200240"
+"Nanjing, China",32.060255,118.796877,"Nanjing, Jiangsu, China"
+"Jiangxi University of Finance and Economics, Nanchang, China",28.727339,115.816633,"Qingshanhu, Nanchang, China, 330000"
+"TCS Innovation Labs, TATA Consultancy Services, Hyderabad, India",17.4471204,78.3518308,"Premises No 2-56/1/36, Phase II, Synergy Park Gachibowli, Serilingampally, Hyderabad, Telangana 500019, India"
+"DISCo (Dipartimento di Informatica, Sistemistica e Comunicazione), Universitá degli Studi di Milano-Bicocca, Via Bicocca degli Arcimboldi 8, 20126 Milano, Italy. schettini@disco.unimib.it",45.52369239999999,9.2194907,"Viale Sarca, 336, 20125 Milano MI, Italy"
+"LGB Université Mohamed Khider, Biskra, Algérie",34.8455802,5.7481915,"BP 145 RP، بسكرة 07000, Algeria"
+"Engineering in Wuhan University of Technology, Wuhan, China",30.542755,114.292403,"China, Hubei, Wuhan, Wuchang, 临江大道"
+"Notre Dame Univ., USA",41.7001908,-86.23793280000001,"Notre Dame, IN 46556, USA"
+"Nanjing University of Posts and Telecommunications, Nanjing, 210003, China",32.08025800000001,118.768159,"38 Guangdong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"Data Mining and Text Mining Lab, Bharathiar University, Coimbatore, Tamilnadu, India",11.0390221,76.87642,"Bharathiyar University, Coimbatore, Tamil Nadu 641046, India"
+"Ind. Technol., Purdue Univ., West Lafayette, IN, USA",40.4237054,-86.92119459999999,"610 Purdue Mall, West Lafayette, IN 47907, USA"
+"Hebei University of Technology, Guangrong Road No.8, Hongqiao District, Tianjin, China",39.179635,117.165882,"8 Dingzigu 1st Rd, Hongqiao Qu, China, 300131"
+"Statistics and Computer Science University of KwaZulu-Natal Durban, South Africa",-29.8674219,30.9807272,"238 Mazisi Kunene Rd, Glenwood, Durban, 4041, South Africa"
+"University of St. Andrews, UK",56.3416934,-2.7927522,"St Andrews KY16 9AJ, UK"
+"Institute of Automation Chinese Academy of Sciences, Beijing, China 100190",39.979456,116.3284567,"China, Beijing, Haidian, Zhongguancun South 3rd St, 中关村"
+"Zhongnan University of Economics and Law, Wuhan, China",30.475063,114.394079,"Nanhu Ave, Hongshan, Wuhan Shi, Hubei Sheng, China, 430073"
+"CIDIS - FIEC, Escuela Superior Politecnica del Litoral. Guayaquil, Ecuador",-2.1444452,-79.9677256,"Guayaquil, Ecuador"
+"University of Hyderabad, Hyderabad, India",17.4567372,78.32638399999999,"CUC, Professor CR Rao Rd, P O, Central University, Gachibowli, Hyderabad, Telangana 500046, India"
+"Office of Safety Research and Development, Federal Highway Administration, Virginia, USA",39.0307221,-77.410195,"21400 Ridgetop Cir # 300, Sterling, VA 20166, USA"
+"Technische Universit&#228;t M&#252;nchen (TUM), Germany phone: +49",48.14966,11.5678602,"Arcisstraße 21, 80333 München, Germany"
+"University of Melbourne, Melbourne, Australia",-37.7963689,144.9611738,"Parkville VIC 3010, Australia"
+"Union Visual Innovation Technology Co., Ltd., Shenzhen, China",22.543096,114.057865,"Shenzhen, Guangdong, China"
+"P A College of Engineering, Mangalore, India",12.806886,74.932597,"Near Mangalore University, Kudla, Konaje, Karnataka 574153, India"
+"Hubei University of Technology, Wuhan, China",30.481761,114.31096,"Hongshan, Wuhan, China"
+"Xi'an University of Science and Technology, China",34.234489,108.962256,"China, Shaanxi Sheng, Xian Shi, Beilin Qu, YanTa IT ShangQuan, 雁塔中路58号"
+"Srinakharinwirot University, Ongkharak, Thailand",14.1074545,100.9820801,"63 หมู่ที่ 7 Rangsit - Nakhon Nayok Rd, Ongkharak, Ongkharak District, Nakhon Nayok 26120, Thailand"
+"Gaziantep University, Gaziantep, Turkey",37.0376884,37.3123803,"Osmangazi Mahallesi, Üniversite Blv., 27310 Şehitkamil/Gaziantep, Turkey"
+"Centre for Cognitive Science, IIT Gandhinagar, Gandhinagar, Gujarat, India-382355",23.2114604,72.6841857,"Gandhinagar, Gujarat 382355, India"
+"University of Alabama at Birmingham, USA",33.5021227,-86.8064447,"1720 2nd Ave S, Birmingham, AL 35294, USA"
+"CAAC Academy of Flight Technology and Safety, Civil Aviation Flight University of China, Guanghan, China",30.95188,104.307843,"46 Nanchang Rd 4th Section, Guanghan Shi, Deyang Shi, Sichuan Sheng, China"
+"Algılayıcılar, Görüntü ve Sinyal İşleme Grubu, HAVELSAN A.Ş. Ankara, Türkiye",39.9333635,32.8597419,"Ankara, Turkey"
+"City Univ. of Hong Kong, China",22.3376185,114.1714132,"83 Tat Chee Ave, Kowloon Tong, Hong Kong"
+"University of Orléans, Orléans, France",47.8445744,1.9336965,"Château de la Source, 45100 Orléans, France"
+"Changchun University of Technology, Changchun China",43.834677,125.303135,"7989 Weixing Rd, Chaoyang Qu, Changchun Shi, Jilin Sheng, China, 130012"
+"G. H. Raisoni Academy of Engineering and Technology, Nagpur, India",21.1243533,79.00218869999999,"B-37/39, Shradha Park, MIDC, Hingna Rd, Nagpur, Maharashtra 440016, India"
+"Hebei University of Technology, Tianjin, China",39.179635,117.165882,"8 Dingzigu 1st Rd, Hongqiao Qu, China, 300131"
+"Institute of Information Engineering, CAS, Beijing, China",39.97426,116.21589,"Minzhuang Rd, Haidian Qu, Beijing Shi, China, 100042"
+"Jiangxi University of Science and Technology, Ganzhou 341000, China",25.853708,114.931526,"86 Hongqi Ave, Zhanggong Qu, Ganzhou Shi, Jiangxi Sheng, China, 341000"
+"American University of Science &amp; Technology, Faculty of Engineering, Beirut, Lebanon",33.8845433,35.5229911,"Alfred Naccache Avenue، Beirut, Lebanon"
+"Motilal Nehru National Institute of Technology, Allahabad, India",25.4920102,81.8639163,"Barrister Mullah Colony, MNNIT Allahabad Campus, Teliarganj, Prayagraj, Uttar Pradesh 211004, India"
+"Mount Sinai West, New York, USA",40.7699062,-73.9872926,"1000 10th Ave, New York, NY 10019, USA"
+"BILGEM - Ulusal Elektronik ve Kriptoloji Ara&#x015F;t&#x0131;rma Enstit&#x00FC;s&#x00FC; (UEKAE), T&#x00DC;BITAK, Kocaeli, T&#x00FC;rkiye",40.7859799,29.4471021,"Barış Mahallesi, 1802. Sk. No:1, 41400 Gebze/Kocaeli, Turkey"
+"Shri Shankaracharya Technical Campus, Bhilai, District-Durg, India",21.2161986,81.3077697,"Shri Shankaracharya Group of Institution, Junwani, Bhilai, Chhattisgarh 490020, India"
+"Fullerton, California, US",33.8703645,-117.9242123,"Fullerton, CA, USA"
+"National Institute of Technology Surathkal, Mangalore, India",13.0108387,74.7943104,"NH 66, Srinivas Nagar, Surathkal, Mangaluru, Karnataka 575025, India"
+"ShenZhen Polytechnic, 518055,China",22.580973,113.940407,"China, Guangdong, Shenzhen, Nanshan, 留仙大道"
+"National University of Defense Technology (NUDT), Changsha, China",28.228209,112.938814,"Changsha, Hunan, China"
+"Xi'an University of Posts and Telecommunications, Shaanxi Province, China",34.152462,108.903484,"W Chang'an Ave, ChangAnQu XiBu DaXueCheng ShangQuan, Changan Qu, Xian Shi, Shaanxi Sheng, China"
+"Tsinghua National Laboratory for Information Science and Technology, Tsinghua Uinversity, Beijing 100084, China",39.9967458,116.3322946,"Shuangqing Rd, Haidian Qu, Beijing Shi, China, 100083"
+"B. Tech Graduate, ECE, MSIT, C-4 Janakpuri, New Delhi, India",28.6210152,77.0926258,"C-4 MARKET, Janakpuri, New Delhi, Delhi 110058, India"
+"Indian Institute of Technology (IIT) Guwahati, Guwahati, India",26.187859,91.6915834,"Surjyamukhi Road, North, Amingaon, Guwahati, Assam 781039, India"
+"Qing Dao University, Qingdao, China",36.068847,120.428165,"308 Ningxia Rd, Laoshan Qu, Qingdao Shi, Shandong Sheng, China, 266071"
+"George Mason Univerisity, Fairfax, VA 22030, USA",38.8314936,-77.3114889,"4400 University Dr, Fairfax, VA 22030, USA"
+"Institute of Energy, Jiangxi Academy of Sciences, Nanchang, China",28.683529,115.937347,"Qingshanhu, Nanchang, China, 330000"
+"Graduate University of Chinese Academy of Sciences, Beijing 100049, China",39.98177,116.330086,"China, Beijing, Haidian, Zhongguancun South 1st Alley, 中关村南一条"
+"IMAGO Research Group - Universidade Federal do Paraná, Caixa Postal 19081, 81.531-980, Curitiba - PR - Brazil. ccqs03@inf.ufpr.br",-25.4269081,-49.2617658,"Rua XV de Novembro, 1299 - Centro, Curitiba - PR, 80060-000, Brazil"
+"Division of Advanced Information Technology & Computer Science, Tokyo University of Agriculture and Technology, 2-24-16 Naka-cho, Koganei, 184-8588 Japan",35.683986,139.4787203,"3 Chome-8-１ Harumicho, Fuchu, Tokyo 183-8538, Japan"
+"College of Information Engineering China Jiliang University, HangZhou, China 310018",30.318764,120.363977,"China, Zhejiang Sheng, Hangzhou Shi, Jianggan Qu, XiaSha, Xueyuan St, 258号下沙开发区 邮政编码: 310018"
+"Digital Performance and Simulation Key Laboratory, Beijing Institute of Technology, Beijing 100081, China",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"Maharashtra Institute of Technology, Pune",18.5183671,73.8147226,"Survey No. 124, MIT College Campus, Paud Rd, Kothrud, Pune, Maharashtra 411038, India"
+"Erode, Tamilnadu 638316, INDIA",11.4379783,77.6593394,"Tamil Nadu 638316, India"
+"Information and Science Technology Institute, Peking University Shenzhen Graduate School, Shenzhen, China",22.592813,113.974264,"2199 Lishui Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518055"
+"Kunming University of Science and Technology, Kunming, China",25.023088,102.682988,"Xishan, Kunming, China, 650221"
+"University of Shanghai for Science and Technology, China",31.29043,121.551957,"China, Shanghai Shi, Yangpu Qu, 军工路516号 邮政编码: 200093"
+"Faculty of Electronic Engineering, Taishan University, Tai’an, China",36.13220020000001,117.1022833,"Changcheng Rd, Daiyue Qu, Taian Shi, Shandong Sheng, China"
+"Minzu University of China, Beijing, China",39.950878,116.320185,"27 Zhongguancun S St, Haidian Qu, Beijing Shi, China"
+"University of Louisiana at Lafayette, Lafayette, LA",30.2114404,-92.0204121,"104 East University Avenue, Lafayette, LA 70504, USA"
+"Jiangsu, China",33.1401715,119.7889248,"Jiangsu, China"
+"Key Lab of Broadband Wireless Communication and Sensor Network Technology, Ministry of Education, Nanjing, China",32.060255,118.796877,"Nanjing, Jiangsu, China"
+"Indian Institute of Technology (ISM), Dhanbad, India",23.8143819,86.44120219999999,"Police Line, Sardar Patel Nagar, Hirapur, Dhanbad, Jharkhand 826004, India"
+"Sichuan Fine Arts Institute, Chongqing, China",29.4878707,106.5426937,"Huangjueping Main St, HuangJuePing, Jiulongpo Qu, Chongqing Shi, China, 400060"
+"Southwest Forestry University, Kunming, People’s Republic of China",25.063993,102.754576,"Bohai Rd, Panlong Qu, Kunming Shi, Yunnan Sheng, China, 650000"
+"Helsinki Institute for Information Technology HIIT, University of Helsinki, Helsinki, Finland",60.18547799999999,24.812257,"Tekniikantie 14, 02150 Espoo, Finland"
+"University of California at Riverside, Riverside, CA, USA",33.9737055,-117.3280644,"900 University Ave, Riverside, CA 92521, USA"
+"Bannari Amman Inst of Technology, Sathyamangalam, Erode, India",11.496197,77.27676,"Alathukombai Post, Erode District, Sathyamangalam, Tamil Nadu 638401, India"
+"Institute of Applied Mathematics, Academy of Science, Beijing, 100190, China",39.90419989999999,116.4073963,"Beijing, China"
+"People's Public Security University of China, Bejing, China",40.127948,116.278102,"Changping, Beijing, China, 102202"
+IIIT Guwahati,26.1479213,91.8299639,"Shine Heaven Apartments, Baghorbori Road, Link Road, Satgaon, Guwahati, Assam 781023, India"
+"Institute of Space Science, Bucharest, ISS, Romania",44.3476001,26.0290945,"Măgurele 077125, Romania"
+"Sorbonne Universités, Université de Technologie de Compiègne, CNRS, Heudiasyc Laboratory, France",49.40075299999999,2.7952808,"57 Avenue de Landshut, 60200 Compiègne, France"
+"Faculty of Engineering, Ain Shams University, Cairo, Egypt",30.0645657,31.2788608,"1 El Sarayat St.، ABBASSEYA، Al Waili, Cairo Governorate 11535, Egypt"
+"South Base, China Mobile, Guangzhou, China",23.12911,113.264385,"Guangzhou, Guangdong, China"
+"University of California Irvine, CA",33.6404952,-117.8442962,"Irvine, CA 92697, USA"
+"Discipline of Computer Science &amp; Engineering, Indian Institute of Technology Indore, Indore-452020 India",22.5203597,75.9207231,"Khandwa Rd, Simrol, Madhya Pradesh 453552, India"
+"Beijing Laboratory of Intelligent Information Technology, Beijing Institute of Technology",39.9727489,116.4240757,"Yinghuayuan E St, Chaoyang Qu, Beijing Shi, China, 100029"
+"Maimonides Institute for Biomedical Research (IMIBIC), University of Córdoba, Córdoba, Spain",37.8680528,-4.795846699999999,"Edificio IMIBIC, Hospital Universitario Reina Sofía, Av. Menéndez Pidal, s/n, 14004 Córdoba, Spain"
+"University of Nevada at Reno, USA",39.5441917,-119.816397,"1664 N Virginia St, Reno, NV 89557, USA"
+"Electronics and Instrumentation Engineering, Seemanta Engineering College, Mayurbhanj, Odisha, India, 757086",22.17084,86.60754910000001,"Mayurvihar, P.O. - Jharpokharia, Dist: Mayurbhanj, Kandalia, Odisha 757086, India"
+"Minnesota Univ., Minneapolis, MN, USA",44.97399,-93.2277285,"Minneapolis, MN 55455, USA"
+"College of Command Information Systems, PLA University of Science & Technology, Nanjing, China",31.97090699999999,118.8128989,"China, 双龙街60号"
+"Walmart Labs, Bengaluru, India",12.9371538,77.6905704,"Salarpuria Touchstone, Block B, 3rd Floor, Outer Ring Rd, Kaverappa Layout, Kadubeesanahalli, Bengaluru, Karnataka 560103, India"
+"KULeuven, EAVISE",50.87795449999999,4.7002953,"Oude Markt 13, 3000 Leuven, Belgium"
+"NPU-VUB Joint AVSP Research Lab, Northwestern Polytechnical, University (NPU) Shaanxi Key Lab on Speech and Image Information Processing 127 Youyi Xilu, Xi’an, 710072, China",34.2416608,108.9367387,"127 Youyi W Rd, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+"Yildiz Technical University, Istanbul, TR",41.0520861,29.0106553,"Yıldız Mh., 34349 Beşiktaş/İstanbul, Turkey"
+"The Pennsylvania State University, University Park, PA, USA",40.8147955,-77.86531260000001,"University Park, State College, PA, USA"
+"Intel, Nizhny Novgorod, Russia",56.3194982,44.0412388,"Ulitsa Turgeneva, 30, Nizhnij Novgorod, Nizhegorodskaya oblast', Russia, 603024"
+Zürich University Hospital,47.3766843,8.5491457,"Rämistrasse 100, 8091 Zürich, Switzerland"
+"College of software, University of Science and Technology Liaoning, Anshan, 114051, China",41.103621,123.068774,"Lishan, Anshan, China"
+Chair of Materials Handling and Warehousing,42.2244719,-91.18953359999999,"1052 S Main St, Monticello, IA 52310, USA"
+"Texas A & M University at Qatar, Doha, Qatar",25.3147906,51.4393332,"Education City Student Center, Doha, Qatar"
+"ODT&#x00DC; G&#x00F6;r&#x00FC;nt&#x00FC; Analizi Uygulama ve Ara&#x015F;t&#x0131;rma Merkezi (OGAM), Ankara, T&#x00FC;rkiye",39.9333635,32.8597419,"Ankara, Turkey"
+"Imense Ltd, Cambridge, UK",52.589882,-0.197895,"Unit 3 Oxney Road, Eastern Industry, Peterborough PE1 5YW, United Kingdom"
+"Guangxi Key Laboratory of MIMS and the College of Computer Science and Information Technology, Guangxi Normal University, Guilin, China",25.284448,110.299584,"Diecai, Guilin, Guangxi, China, 541001"
+"Western Michigan University, USA",42.2837336,-85.6102507,"1903 Western Michigan Avenue, Kalamazoo, MI 49008, USA"
+"Tripura University (A Central University), Suryamaninagar, Tripura, India",23.7609757,91.2658244,"Suryamani Nagar, Bikramnagar, Tripura 799022, India"
+"ESAT - PSI, iMinds, KU Leuven, Leuven, Belgium",50.86204180000001,4.6858954,"Kasteelpark Arenberg 10, 3001 Leuven, Belgium"
+"Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technoloy, Guilin, China",25.28164,110.337304,"1 Jinji Rd, Qixing Qu, Guilin Shi, Guangxi Zhuangzuzizhiqu, China"
+"Ramaiah Institute of Technology, Bangalore",13.0304619,77.5646862,"MSRIT Post, M S Ramaiah Nagar, MSR Nagar, Bengaluru, Karnataka 560054, India"
+"University of São Paulo, São Carlos, Brazil",-22.0027046,-47.8986178,"Av. Trab. São Carlense, 400 - Parque Arnold Schimidt, São Carlos - SP, 13566-590, Brazil"
+"Faculty of Electrical &amp; Electronics Engineering, Shijiazhuang Vocational Technology Institute, 050081, China",38.0432425,114.4339608,"Qiaoxi, Shijiazhuang, Hebei, China, 050081"
+"University of Texas, San Antonio, TX, USA",29.5829699,-98.61972,"1 UTSA Circle, San Antonio, TX 78249, USA"
+"Xi An Jiaotong University, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"Teacher Training in Mathematics, Gazi Faculty of Education, Gazi University, Ankara, Turkey",39.94202190000001,32.823005,"Emniyet mah, Gazi Üniversitesi Rektörlüğü Teknik okulları, 06560 Yenimahalle/Ankara, Turkey"
+"Robotics and Computer Vision Research Laboratory, ADSIP Research Centre, Engineering and Physical Sciences, University of Central Lancashire, Preston, UK",53.763201,-2.70309,"Preston, UK"
+"College of Information Science and Technology, Hainan University, Haikou, China",20.060049,110.32472,"Haiyun Middle Rd, Meilan Qu, Haikou Shi, Hainan Sheng, China, 570208"
+"IUPUI, USA",39.7738832,-86.1763393,"420 University Blvd, Indianapolis, IN 46202, USA"
+"Jaypee Institute of I.T., Noida, India",28.6297291,77.3720556,"A 10, A Block, Block A, Industrial Area, Sector 62, Noida, Uttar Pradesh 201309, India"
+"Shenyang, China",41.805699,123.431472,"Shenyang, Liaoning, China"
+"Atlanta, 30332, USA",33.7700012,-84.3811458,"Atlanta, GA 30332, USA"
+"Universitas International Batam, Indonesia",1.1195431,104.0030429,"Jalan Gajah Mada Baloi, Sei Ladi, Sekupang, Kota Batam, Kepulauan Riau 29442, Indonesia"
+"University of California at San Diego, La Jolla, CA, USA",32.8800604,-117.2340135,"9500 Gilman Dr, La Jolla, CA 92093, USA"
+"PEC University of Technology, Chandigarh, India",30.7672804,76.78698349999999,"Vidya Path, Sector 12, Chandigarh, 160012, India"
+"Indiana University Purdue University Indianapolis, USA",39.7738832,-86.1763393,"420 University Blvd, Indianapolis, IN 46202, USA"
+"SUST Sylhet, Bangladesh",24.9172232,91.8319132,"University Ave, Sylhet 3114, Bangladesh"
+"LI3C Laboratory, University of Biskra, BP 145 RP, 07000 Biskra., Algeria",34.8454509,5.7496013,"Université Mohamed Khider BP 145 RP, 07000, Biskra, Algeria"
+"Technion Israel Institute of Technology, Haifa, Israel",32.7767783,35.0231271,"Haifa, 3200003, Israel"
+"Key Laboratory of Ministry of Education for Broad Band Communication and Sensor Network Technology, Nanjing University of Posts and Telecommunications, Nanjing, China",32.08025800000001,118.768159,"38 Guangdong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"Beijing Institute of Technology, Beijing, 100081, P.R. China",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"Nanjing Forestry University, China",32.080904,118.812736,"159 Longpan Rd, Xuanwu Qu, Nanjing Shi, Jiangsu Sheng, China, 210037"
+"Toyota InfoTechnology Center, U.S.A., Inc.",37.3890499,-122.0495633,"465 N Bernardo Ave, Mountain View, CA 94043, USA"
+"Institute of Image Processing and Pattern Recognition, Henan University, Kaifeng, China",34.808921,114.369752,"Minglun St, Shunhe Huizuqu, Kaifeng Shi, Henan Sheng, China, 475001"
+"College of Communications Engineering, PLA University of Science and Technology, Nanjing, China",32.035225,118.855317,"China, Jiangsu, Nanjing, Xuanwu, 中山门外大街"
+"University of Nevada Reno, USA",39.5441917,-119.816397,"1664 N Virginia St, Reno, NV 89557, USA"
+"Amrita Vishwa Vidyapeetham, Amritapuri Campus, Kollam, India",9.0938349,76.4918814,"Clappana P.O Amritapuri,, Vallikavu, Kerala 690525, India"
+"Universidad Tecnica Federico Santa Maria, Valparaiso, Chile",-33.0352386,-71.5967794,"1680 - Av. España, Valparaíso, Región de Valparaíso, Chile"
+"College of Information Engineering, Nanchang University, Nanchang, China",28.683529,115.937347,"Qingshanhu, Nanchang, China, 330000"
+"Networking Biomedical Research Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Barcelona, Spain",41.3850639,2.1734035,"Barcelona, Spain"
+"Faculty of Engineering, Aswan University, Egypt",24.1285829,32.89943,"Red Sea Governorate, Egypt"
+"Mangaluru 575007, India",12.8623604,74.89164579999999,"Karnataka 575007, India"
+"Shanghai University of Engineering Science, Shanghai, China",31.05723,121.208437,"333 Longteng Rd, Songjiang Qu, Shanghai Shi, China"
+"Universidade Federal de Minas Gerais, Belo Horizonte-MG, Brazil, 31270-901",-19.8690878,-43.9663841,"Av. Pres. Antônio Carlos, 6627 - Pampulha, Belo Horizonte - MG, 31270-901, Brazil"
+"Zhejiang University of Technology 288 Liuhe Rd. Hangzhou, P. R. China, 310023",30.225796,120.039175,"288 Liuhe Rd, Xihu Qu, Hangzhou Shi, Zhejiang Sheng, China, 310023"
+"Birla Institute of Technology and Science (BITS), Pilani, India",28.3588163,75.58802039999999,"Pilani, Rajasthan 333031, India"
+"Federal University of Campina Grande, Paraiba, Brazil",-7.2171368,-35.9097543,"R. Aprígio Veloso, 882 - Universitário, Campina Grande - PB, 58429-900, Brazil"
+"Winship Cancer Institute, Atlanta, USA",33.792872,-84.31940900000001,"1365 Clifton Rd, Atlanta, GA 30322, USA"
+"CASIA, China",39.980196,116.333305,"Haidian, China, 100080"
+"Mirpur University of Science and Technology, (AJK), Pakistan",33.1506182,73.7452115,"College Rd, New Mirpur City, Azad Jammu and Kashmir 10250"
+"Central China Normal University, Wuhan, China",30.518801,114.358401,"152 Luoyu Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430072"
+"Eedoo Inc, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Faculty of Engineering, Al-Azhar University, Cairo, Egypt",30.0645214,31.2861067,"صلاح سالم تقاطع شارع السكة البيضاء، Cairo Governorate, Egypt"
+"Instituto Universitario SIANI, Universidad de Las Palmas de Gran Canaria - Spain",28.0804491,-15.4525934,"35017 Las Palmas de Gran Canaria, Las Palmas, Spain"
+"College of Engineering, Huazhong Agricultural University, Wuhan P.R. China 430070",30.475126,114.353035,"China, Hubei, Wuhan, Hongshan, 南湖路"
+"Harbin University of Commerce, Harbin, China",45.7372232,126.6056072,"Kang'an Rd, Daoli Qu, Haerbin Shi, Heilongjiang Sheng, China"
+"Anyang Normal University, Anyang, China",36.058736,114.370738,"436 Xiange Ave, Wenfeng Qu, Anyang Shi, Henan Sheng, China"
+"East China University of Science and Technology, Shanghai, People’s Republic of China",31.140897,121.425248,"130 Meilong Rd, Xuhui Qu, Shanghai Shi, China, 200237"
+"University of Benghazi, Faculty of Information Technology(IT), Libya",32.0744201,20.0997236,"Benghazi, Libya"
+"SNS College of Technology, Coimbatore, India",11.1000102,77.0265623,"Sathy Rd, SNS Kalvi Nagar, Vazhiyampalayam, Coimbatore, Tamil Nadu 641035, India"
+"University of Biskra, Biskra, Algeria",34.8455802,5.7481915,"BP 145 RP، بسكرة 07000, Algeria"
+"Key Laboratory of Information Security and Intelligent Control of Shandong Province, Shandong Youth University of Political Science, Jinan, China",36.670734,117.239527,"31699 Longitude 10th E Rd, Licheng Qu, Jinan Shi, Shandong Sheng, China, 250102"
+"Batman University, Batman, Turkey",37.7873005,41.06279139999999,"Yenişehir Mahallesi, Batman Üniversitesi Merkez Kampüsü, 72000 Merkez/Batman Merkez/Batman, Turkey"
+"CNRS UMR7222, Sorbonne Université, Institut des Systèmes Intelli-gents et de Robotique, Paris, France",48.8457981,2.3567236,"UPMC, 75005 Paris, France"
+"Honors College, Nanjing Normal University Nanjing, Jiangsu, 210023, China",32.054943,118.764947,"122 Ninghai Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210097"
+"Beijing Institute of Technology, China",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"University of Thiqar, Iraq",31.0510489,46.2196997,"Nasiriyah, Iraq"
+"Birla Institute of Technology, Mesra, Ranchi, India",23.4122599,85.4399411,"Mesra, Jharkhand 835215, India"
+"Research Center for Informatics, Indonesian Institute of Sciences, Jl. Jend. Gatot Subroto 10, Jakarta, Indonesia",-6.2287477,106.8180382,"Jl. Gatot Subroto No.10, RT.6/RW.1, Kuningan Bar., Mampang Prpt., Kota Jakarta Selatan, Daerah Khusus Ibukota Jakarta 12710, Indonesia"
+"Institute of Engineering and Technology, Lucknow - 226 021, India",26.9143243,80.9410114,"Sitapur Rd, Sector F, Jankipuram, Lucknow, Uttar Pradesh 226021, India"
+"Institute of Information Technology and Network Security, People’s Public Security University of China, Beijing, China",40.127948,116.278102,"Changping, Beijing, China, 102202"
+"Universidad Simón Bolívar, Caracas, Venezuela",10.408363,-66.8755735,"Sartenejas, Caracas, Miranda, Venezuela"
+"Computer and Electrical Engineering, Sweden",42.36103230000001,-71.09231729999999,"50 Vassar St, Cambridge, MA 02142, USA"
+"Elektrik ve Elektronik Mühendisliği Bölümü, Boğaziçi Üniversitesi, İstanbul, Turkey",41.0847571,29.0510399,"Bebek Mh., 34342 Beşiktaş/İstanbul, Turkey"
+"Turkcell İletişim Hizmetleri A.Ş., Ankara, Türkiye",39.9417458,32.8560472,"ATILIM ILETISIM HIZMETLERI REK.ELEK.INS.SAN.TIC.LTD., ANAFARTALAR CAD. ANAFARTALAR CARSISI 74. BAGIMSIZ BOLUM ULUS, 06520 ALTINDAĞ/Ankara, Turkey"
+"Liaocheng University, Liaocheng, China",36.427729,115.995122,"China, Shandong, Liaocheng, Dongchangfu, Hunan Rd, 湖南东路1"
+"Thiruvannamalai, Tamilnadu, INDIA",12.2252841,79.07469569999999,"Tiruvannamalai, Tamil Nadu, India"
+"Signal Processing Laboratory (LTS4) EPFL-FSTI-IEL-LTS4, Lausanne",46.5190557,6.5667576,"Route Cantonale, 1015 Lausanne, Switzerland"
+"Computer Science and Engineering, G. H. Raisoni College of Engineering, Nagpur (MS), India",21.1052484,79.0034903,"CRPF Gate, No.3, Hingna Rd, Digdoh Hills, Nagpur, Maharashtra 440016, India"
+"Fundació Privada Sant Antoni Abat, Vilanova i la Geltrú, Spain",41.2288009,1.7219495,"Carrer de Sant Josep, 21, 23, 08800 Vilanova i la Geltrú, Barcelona, Spain"
+"R. V. College of Engineering, Bengaluru, India",12.9237228,77.4987012,"Mysore Rd, RV Vidyaniketan, Post, Bengaluru, Karnataka 560059, India"
+"Atlanta, GA 30308, USA",33.7717008,-84.3726049,"Atlanta, GA 30308, USA"
+"EEECS/ECIT, Queen’s University Belfast, Belfast, U.K.",54.6141723,-5.9002151,"Queen's University of Belfast Northern Ireland Science Park, Queens Road, Queen's Island, Belfast BT3 9DT, UK"
+"Shanghai University of Electric Power, 200090, China",31.274773,121.547575,"1193 Hejian Rd, Yangpu Qu, Shanghai Shi, China, 200093"
+"A.D. Patel Institute of Technology, New V.V. Nagar, Anand, India",22.5215561,72.9164636,"New Vallabh Vidhyanagar, Vitthal Udyognagar, Anand, Gujarat 388121, India"
+"Anhui Keli Information Industry Co. Ltd., Hefei, China",31.820591,117.227219,"Hefei, Anhui, China"
+"Bosphorus University, Istanbul, TR",41.0847571,29.0510399,"Bebek Mh., 34342 Beşiktaş/İstanbul, Turkey"
+"Tianjin Key Laboratory of Intelligence Computing and Novel Software Technology, Tianjin University of Technology, Tianjin, China",39.086807,117.152014,"263 Hongqi S Rd, Nankai Qu, Tianjin Shi, China, 300381"
+"University of Texas, Arlington, TX, USA",32.7298718,-97.1140116,"701 W Nedderman Dr, Arlington, TX 76019, USA"
+"IBM Research - Haifa, Israel",32.7652622,35.0157613,"קמפוס אוניברסיטה חיפה, חיפה, Israel"
+"Mansoura University, Mansoura, Egypt",31.047335,31.380586,"25 El Gomhouria St, Mansoura, Dakahlia Governorate 35516, Egypt"
+"College of Economics and Management, Northeast Agricultural University, Harbin, China",45.73547,126.725765,"59 Mucai St, Xiangfang Qu, Haerbin Shi, Heilongjiang Sheng, China, 150038"
+"College of Science, Diyala University, Diyala, 32001, Iraq",33.757893,44.6064003,"Baqubah 32001, Iraq"
+"University of Zaragoza, Escuela Universitaria Politécnica de Teruel, Teruel, Spain",40.3518013,-1.1091666,"Calle Atarazana, 2, 44003 Teruel, Spain"
+"Jawaharlal Nehru University, New Delhi, India",28.540214,77.1661949,"New Mehrauli Road, Delhi 110067, India"
+"Linköping, Sweden",58.41080700000001,15.6213728,"Linköping, Sweden"
+"Institute of Engineering & Technology, Dr APJ Abdul Kalam Technical University, Uttar Pradesh, Lucknow, India",26.9443029,80.9396275,"Sector 11, Jankipuram Vistar, Lucknow, Uttar Pradesh 226031, India"
+"Faculty of Engineering, Akdeniz University, Dumlupinar Bulvari, Turkey",36.8945335,30.655353,"Pınarbaşı Mahallesi, Akdeniz Ünv., 07070 Konyaaltı/Antalya, Turkey"
+"University of Shanghai for Science and Technology, Shanghai, People’s Republic of China",31.29043,121.551957,"China, Shanghai Shi, Yangpu Qu, 军工路516号 邮政编码: 200093"
+"Chandubhai S Patel Institute of Technology (CSPIT), Charotar University of Science And Technology, Changa - 388421, Gujarat, India",22.599589,72.8205,"CHARUSAT Campus, Highway 139, Off, Nadiad - Petlad Road, Changa, Gujarat 388421, India"
+"Islamic University of Technology, Gazipur-1704, Bangladesh",23.947261,90.3799325,"Board Bazar, Dhaka- Mymensingh Highway, Gazipur 1704, Bangladesh"
+"VISILAB Group, E. T. S. I. Industriales, University of Castilla–La Mancha, Ciudad Real, Spain",38.99404390000001,-3.9204979,"Avda. Camilo José Cela, s/n, 13071 Ciudad Real, Cdad. Real, Spain"
+"WaveLab - The Multimedia Signal Processing and Security Lab, Universität Salzburg, Austria",47.79722959999999,13.0479826,"Kapitelgasse 4/6, 5020 Salzburg, Austria"
+"Aswan University, 81542 Aswan, Egypt",24.0866403,32.9078761,"Kasr Al Hager, Aswan Governorate, Egypt"
+"Southern Illinois University Carbondale, IL, USA",37.7100209,-89.2225941,"1263 Lincoln Dr, Carbondale, IL 62901, USA"
+"Central China Normal University, Wuhan, China",30.518801,114.358401,"152 Luoyu Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430072"
+"Callaghan, NSW 2308, Australia",-32.8930342,151.7034879,"Callaghan NSW 2308, Australia"
+"Academy of Broadcasting Science, China",35.86166,104.195397,China
+"Nat. Lab. of Pattern Recognition, Chinese Acad. of Sci., Beijing, China",39.979203,116.33287,"China, Beijing, Haidian, 中关村东路95号"
+"Ural Federal University, Yekaterinburg, Russia",56.8404249,60.6161195,"Lenin Ave, 51, Yekaterinburg, Sverdlovskaya oblast', Russia, 620075"
+"College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou, China",36.0477699,103.8585624,"222 Tianshui S Rd, Chengguan Qu, Lanzhou Shi, Gansu Sheng, China"
+"University of Ulsan, Korea 680-749",35.5437411,129.2562843,"93 Daehak-ro, Mugeo-dong, Nam-gu, Ulsan, South Korea"
+"Memorial Sloan Kettering Cancer Center, New York, NY, USA-10022",40.7588931,-73.9696105,"641 Lexington Ave, New York, NY 10022, USA"
+"Jiaying University, Guangdong, China",24.325387,116.128732,"China, Guangdong, Meizhou, Meijiang, 梅松路100号"
+"Prime University, Dhaka, Bangladesh",23.7906572,90.34819089999999,"114, 116 Mazar Rd, Dhaka 1216, Bangladesh"
+"SINOPEC Petroleum Exploration and Production Research Institute, Beijing 100083, China",39.9783721,116.3665936,"China, Beijing, Haidian, Huayuan Rd, 2号牡丹科技楼A座6层"
+"Yahoo! Research, Haifa, Israel",32.7940463,34.989571,"Haifa, Israel"
+"VIT University, India",12.972067,79.1595619,"Gorbachev Rd, Vellore, Tamil Nadu 632014, India"
+"National University of Ireland, Maynooth, Ireland",53.38447799999999,-6.6011155,"Mariavilla, Maynooth, Co. Kildare, Ireland"
+"The University of Southern Mississippi, Hattiesburg, MS, USA",31.3300115,-89.3340423,"118 College Dr, Hattiesburg, MS 39406, USA"
+"Jiangsu Province Key Laboratory on Image Processing and Image Communications, Nanjing University of Posts and Telecommunications, Nanjing, China",32.08025800000001,118.768159,"38 Guangdong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"IIT Guwahati, India",26.187859,91.6915834,"Surjyamukhi Road, North, Amingaon, Guwahati, Assam 781039, India"
+"College of Computer Science, Chongqing University Chongqing, China",29.56394199999999,106.471349,"Songlin Rd, ChongQing DaXue, Shapingba Qu, Chongqing Shi, China"
+"University of Alabama at Birmingham, 35294, USA",33.5021227,-86.8064447,"1720 2nd Ave S, Birmingham, AL 35294, USA"
+"University of Chittagong, Bangladesh",22.471038,91.78846569999999,"Chittagong University Road,suburban area of Hathazari, Chittagong, Bangladesh"
+"Institute for Building Informatics, Graz University of Technology (TU Graz), Graz, Austria",47.070714,15.439504,"Graz, Austria"
+"University of Zilina, Zilina, Slovakia",49.2040671,18.7548664,"Univerzitná 8215/1, 010 26 Žilina, Slovakia"
+"Tsinghua Univ., Beijing, China",39.9996674,116.3264439,"30 Shuangqing Rd, Haidian Qu, Beijing Shi, China"
+"Wrocław University of Technology, Wrocław, Poland",51.1073907,17.0619712,"wybrzeże Stanisława Wyspiańskiego 27, 50-370 Wrocław, Poland"
+"NPU-VUB Joint AVSP Lab, Northwestern Polytechnical University (NPU), Xi’an, China",34.2416608,108.9367387,"127 Youyi W Rd, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+University of California Los Angeles,34.068921,-118.4451811,"Los Angeles, CA 90095, USA"
+"College of Artificial Intelligenge and Big Data, ChongQing University of Electronic Engineering, Chongqing, China",29.56463699999999,106.46608,"Chongqing University, Shapingba, Chongqing, China"
+"Indiana University Purdue University Indianapolis, 723 W. Michigan St., IN46202, USA",39.7739479,-86.1707496,"723 W Michigan St, Indianapolis, IN 46202, USA"
+"University of Rhode Island, Kingston, RI, 02881",41.4860647,-71.5308537,"45 Upper College Rd, Kingston, RI 02881, USA"
+"Public Service Platform of Mobile Internet Application Security Industry, Shenzhen, China",22.543096,114.057865,"Shenzhen, Guangdong, China"
+"DCC, Pontificia Universidad Católica de Chile, Santiago, Chile",-33.4992405,-70.61513599999999,"Vicuña Mackenna 4860, Macul, Región Metropolitana, Chile"
+10,36.6629646,-94.8385347,"24451 S 580 Rd, Afton, OK 74331, USA"
+"The Image Processing and Analysis Laboratory, LAPI, University “Politehnica” of Bucharest, Romania",44.4386064,26.0494925,"Splaiul Independenței 313, București 060042, Romania"
+"British Malaysian Institute, Universiti Kuala Lumpur, Selangor",3.2511277,101.7279981,"8, Jalan Sungai Pusu, 53100 Gombak, Selangor, Malaysia"
+"Hunan University of Humanities, Science and Technology, China",27.712328,112.006373,"China, Hunan Sheng, Loudi Shi, Louxing Qu, 育才路 邮政编码: 417000"
+"Rey Juan Carlos University, C. Tulipán, S/N, Móstoles, Madrid, Spain, 28933",40.3358661,-3.8769432,"Calle Tulipán, s/n, 28933 Móstoles, Madrid, Spain"
+"Jiujiang University, Jiujiang, China",29.720049,115.998825,"17 Lufeng Rd, Xunyang Qu, Jiujiang Shi, Jiangxi Sheng, China, 332000"
+"P.P.G. Institute of Technology, Coimbatore, India",11.0900655,77.01843559999999,"209 Vilankurichi t - Sathy Road Road Villankurichi Saravanampatti P.O, Coimbatore, Tamil Nadu 641035, India"
+"Kimmel School, Western Carolina University, Cullowhee, NC 28723 U.S.A.",35.3073627,-83.1827358,"Belk Bldg, Cullowhee, NC 28723, USA"
+"Liaoning Shihua University, China",41.856358,123.791387,"1 Dandong Rd West Section, Wanghua Qu, Fushun Shi, Liaoning Sheng, China, 113000"
+"SK Telecom, Seoul, Republic of Korea",37.6122781,126.9148077,"198-3 Gusan-dong, Eunpyeong-gu, Seoul, South Korea"
+"Vilnius Gediminas Technical University, Vilnius, LT-03227, Lithuania",54.7224678,25.3376688,"Saulėtekio al. 11, Vilnius 10221, Lithuania"
+"Dr. Babasaheb Ambedkar Marathwada University, Aurangabad",19.9027409,75.3104728,"University Campus, Near Soneri Mahal, Jaisingpura, Aurangabad, Maharashtra 431004, India"
+"Universitat Politècnica de Catalunya, Vilanova i la Geltrú, Spain",41.22311029999999,1.7356471,"Carrer Metaŀlúrgia, 11, 08800 Villanueva y Geltrú, Barcelona, Spain"
+"IIT Roorkee, India",29.8648599,77.89657869999999,"Roorkee - Haridwar Highway, Roorkee, Uttarakhand 247667, India"
+"Erciyes University, Engineering Faculty, 38039 Kayseri, Turkey",38.7080471,35.5242384,"Köşk Mahallesi, Talas Yolu, 38030 Melikgazi/Kayseri, Turkey"
+"California State University, Bakersfield, CA, USA",35.3491173,-119.1029544,"9001 Stockdale Hwy, Bakersfield, CA 93311, USA"
+"Fujian Provincial Key Laboratory of Information Processing and Intelligent Control (Minjiang University), Fuzhou, China",26.064704,119.169116,"1 Wenxian Rd, Minhou Xian, Fuzhou Shi, Fujian Sheng, China"
+"Center for Information Technology, UPES, Dehradun, India",30.317269,78.0277816,"47, 2nd Floor Meedo Complex, Opposite Shivaji Dharamshala, Saharanpur Rd, Saharanpur Chowk, Dehradun, Uttarakhand 248001, India"
+"Leganés (Madrid), Spain",40.3319506,-3.7686545,"Leganés, Madrid, Spain"
+"College of Machanical Engineering, Jiangsu Institute of Commerce, Qinhuai District Nanjing, China",32.043846,118.774763,"140 Hanzhong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210029"
+"A.G. Patil Institute of Technology, Solapur, India",17.613615,75.89137769999999,"Vijapur Rd, Opp. SRP Camp, Soregaon, Solapur, Maharashtra 413008, India"
+"Centre for Artificial and Machine Intelligence, Manipal University, Karnataka-576104, India",13.3533424,74.7849078,"Tiger Circle Road, Madhav Nagar, Manipal, Karnataka 576104, India"
+"New York, NY 10029",40.79164069999999,-73.9447994,"New York, NY 10029, USA"
+"Huazhong Univ. of Science and Technology, China",30.508964,114.410577,"Yingbin Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"NY 14627, USA",43.1318593,-77.623931,"Rochester, NY 14627, USA"
+"King Abdulaziz University, Jeddah, Saudi Arabia",21.494102,39.232617,"Al Ehtifalat St, Jeddah 21589, Saudi Arabia"
+"University at Albany, State University of New York, Albany, USA",42.6480516,-73.74957599999999,"353 Broadway, Albany, NY 12207, USA"
+"University of California at Irvine, Irvine, CA, USA",33.6404952,-117.8442962,"Irvine, CA 92697, USA"
+"Landran, Mohali, India",30.69449079999999,76.6650946,"Landran, Punjab 140307, India"
+"Belarusian State University of Informatics and Radioelecrtronics, 6 P. Brovka st, Minsk, Belarus",53.9188117,27.5937053,"vulica Pietrusia Broŭki 6, Minsk 220013, Belarus"
+"Indian Institute of Technology Roorkee, Roorkee, India",29.8648599,77.89657869999999,"Roorkee - Haridwar Highway, Roorkee, Uttarakhand 247667, India"
+"Chengdu University of Information Technology, Chengdu, China",30.583053,103.99106,"24 Xuefu Rd 1st Section, 西南航空港经济开发区 Chengdu Shi, Sichuan Sheng, China, 610225"
+"Toros University, Mersin, Turkey",36.7947417,34.5915882,"Bahçelievler Mahallesi, 33140 Yenişehir/Mersin, Turkey"
+"Yahoo! Research, Haifa",32.7940463,34.989571,"Haifa, Israel"
+"Murdoch University, Murdoch, WA, Australia",-32.0665135,115.8358313,"90 South St, Murdoch WA 6150, Australia"
+"State Key Laboratory of Information Security, Institute of Information Engineering, CAS, Beijing, China",39.97426,116.21589,"Minzhuang Rd, Haidian Qu, Beijing Shi, China, 100042"
+"Redpine Signals Inc., Hyderabad, India",17.4445041,78.3794559,"9th Floor, 2B Maximus, Mindspace, HITEC City, Hyderabad, Telangana 500081, India"
+"Face Aging Group, UNC Wilmington, Wilmington, USA",34.2239869,-77.8701325,"601 S College Rd, Wilmington, NC 28403, USA"
+"Robert Bosch Engineering and Business Solutions Limited, Bangalore, India",12.9019339,77.6326668,"690, Gold Hill Square, Hosur Road, Bommanahalli, Bengaluru, Karnataka 560068, India"
+"Chengdu University of Information Technology, Chengdu, China",30.583053,103.99106,"24 Xuefu Rd 1st Section, 西南航空港经济开发区 Chengdu Shi, Sichuan Sheng, China, 610225"
+"Smart Surveillance Interest Group, Universidade Federal de Minas Gerais, Minas Gerais, Brazil",-19.8690878,-43.9663841,"Av. Pres. Antônio Carlos, 6627 - Pampulha, Belo Horizonte - MG, 31270-901, Brazil"
+"Peking University Shenzhen Graduate School, Shenzhen, China",22.592813,113.974264,"2199 Lishui Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518055"
+"Huaibei Normal University, Huaibei 235000, China",33.9818343,116.8108357,"Xuehai Rd, Xiangshan Qu, Huaibei Shi, Anhui Sheng, China, 235000"
+"Missouri University of Science and Technology, Rolla, MO, USA",37.9537078,-91.7756271,"106, Parker Hall, 300 W 13th St, Rolla, MO 65409, United States"
+"Shandong Jianzhu University, Jinan 250101, China",36.679158,117.179382,"China, Shandong, Jinan, Lixia, 世纪大道"
+"UIET, CSJMU Kanpur (India)",26.5033004,80.2686483,"208024, Rawatpur Main Rd, Kanpur University, Uttar Pradesh, India"
+DELPHI Automotive,32.4390303,-89.1083912,"Decatur, MS 39327, USA"
+"Xi¿an University of Techonology, China",34.251836,108.993218,"China, Shaanxi, Xi'an, Beilin, Jinhua S Rd, 金花南路5号 邮编 710048"
+"Institut TELECOM, T&M SudParis, 9 Rue Charles Fourrier, Evry, FRANCE; mohamed.anouar_mellakh@it-sudparis.eu",48.6246883,2.4432511,"Courcouronnes, 9 Rue Charles Fourier, 91000 Évry, France"
+"University of Science & Technology, Bannu, Pakistan",33.0282503,70.70049139999999,"Bannu, Khyber Pakhtunkhwa, Pakistan"
+"Kitware Inc., Clifton Park, NY, USA 12065",42.8646263,-73.77036009999999,"1712 U.S. 9 Suite 300, Clifton Park, NY 12065, USA"
+"Bilgisayar Mühendisliği Bölümü, Bilkent Üniversitesi, Ankara, Türkiye",39.8746147,32.7475962,"Üniversiteler Mh., 06800 Çankaya/Ankara, Turkey"
+"Laboratoire de Télécommunications et Télédétection, UCL, Louvain-La-Neuve, Belgium",50.66968749999999,4.6155909,"Place de l'Université 1, 1348 Ottignies-Louvain-la-Neuve, Belgium"
+"Nanjing University of Posts and Telecommunications, China",32.08025800000001,118.768159,"38 Guangdong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"New Jersey, Institute of Technology, Newark, 07102, USA",40.7423345,-74.1793409,"323 Dr Martin Luther King Jr Blvd, Newark, NJ 07102, USA"
+"Lappeenranta University of Technology, Lappeenranta, Finland",61.06456790000001,28.093246,"Yliopistonkatu 34, 53850 Lappeenranta, Finland"
+"King Fahd University of Petroleum and Minerals, Dhahran, Saudi Arabia",26.3071046,50.14594229999999,"University Blvd, King Fahd University of Petroleum and Minerals, Az Zahran Saudi Arabia"
+"Center of Machine/Human Intelligence, Networking and Distributed Systems (CMINDS), University of Massachusetts Lowell, 01854, USA",42.6552587,-71.3247164,"220 Pawtucket St, Lowell, MA 01854, USA"
+"College of Computing and Information Technology, Arab Academy for Science, Technology, and Maritime Transport, Alexandria, Egypt",31.2655074,29.998219,"Branched from Gamal Abd Al Naser- No9, Sidi Beshr Bahri, Qism El-Montaza, Alexandria Governorate, Egypt"
+"Moscow, Russia",55.755826,37.6172999,"Moscow, Russia"
+"Institute of Statistical Studies and Research, Cairo University, Cairo, Egypt",30.0312763,31.2105677,"مبنى، 5 Al Mdars, Ad Doqi, Giza Governorate 12613, Egypt"
+"Rutgers Univ., Piscataway, NJ, USA",40.5008186,-74.44739910000001,"New Brunswick, NJ, USA"
+"University of Petroleum (East China), Shandong, China",37.4623077,118.5005322,"Jinan Rd, Dongying Qu, Dongying Shi, Shandong Sheng, China, 257000"
+"Zhejiang University & Alibaba Group, Hangzhou, China",30.263944,120.123279,"38 Zheda Rd, Xihu Qu, Hangzhou Shi, Zhejiang Sheng, China, 310027"
+"Telecommunications and Informatics Gdansk University of Technology, Gdansk, Poland",54.3716751,18.6163277,"Gabriela Narutowicza 11/12, 80-233 Gdańsk, Poland"
+"Liaoning Normal University, Dalian, China",38.918088,121.561079,"850 Huanghe Rd, Shahekou Qu, Dalian Shi, Liaoning Sheng, China, 116021"
+"Data and Knowledge Engineering Laboratory, King Mongkut's University of Technology Thonburi, Bangkok, Thailand",13.6510248,100.4953802,"126 Pracha Uthit Rd, Khwaeng Bang Mot, Khet Thung Khru, Krung Thep Maha Nakhon 10140, Thailand"
+"Curtin University of Technology, GPO Box U1987, Perth, WA 6845, Australia. wanquan@cs.curtin.edu.au",-32.0061951,115.8944182,"Kent St, Bentley WA 6102, Australia"
+"College of Command Information Systems, PLA University of Science and Technology, Nanjing, China",31.97090699999999,118.8128989,"China, 双龙街60号"
+"Polytechnic School, University of Madrid, Spain",40.3994558,-3.83537,"Urbanización Montepríncipe, s/n, 28668 Alcorcón, Madrid, Spain"
+"Zhejiang University & Carnegie Mellon University, Hangzhou, China",30.263944,120.123279,"38 Zheda Rd, Xihu Qu, Hangzhou Shi, Zhejiang Sheng, China, 310027"
+"Library, Zhejiang Wanli University, Ningbo, China",29.819014,121.567337,"8 Qianhu S Rd, Yinzhou Qu, Ningbo Shi, Zhejiang Sheng, China, 315000"
+"Air Force Research Lab, USA",43.2213516,-75.4085577,"26 Electronics Parkway, Rome, NY 13441, USA"
+"Jiangxi University of Finance and Economics, Nanchang, Jiangxi, 330013, China",28.727339,115.816633,"Qingshanhu, Nanchang, China, 330000"
+"Innovative Information Industry Research Institute, Fujian Normal University, Fuzhou, 350300, China",26.0252776,119.2117845,"1 Guangxian Rd, Minhou Xian, Fuzhou Shi, Fujian Sheng, China"
+"IBM T.J. Watson Research Center, Hawthorne",41.2097516,-73.8026467,"1101 Kitchawan Rd, Yorktown Heights, NY 10598, USA"
+"Visual Analysis of People Laboratory, Aalborg University (AAU), Aalborg, Denmark",57.0145665,9.9818527,"Fredrik Bajers Vej 5, 9100 Aalborg, Denmark"
+"Intelligent Systems Laboratory (LSI), Universidad Carlos III de Madrid, Leganés, Spain",40.31705720000001,-3.7274678,"Calle Madrid, 126, 28903 Getafe, Madrid, Spain"
+"no.1 tanhu 2nd road, canglong island, jiangxia district, Wuhan, China",30.4261876,114.4212012,"Tan Hu Lu, Jiangxia Qu, Wuhan Shi, Hubei Sheng, China"
+"College of Computer Science, South-Central University for Nationalities, Wuhan 430074, China",30.491766,114.396237,"708 Minzu Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"Siemens Corporate Research, Princeton, NJ, USA",40.3442079,-74.5924599,"755 College Rd E, Princeton, NJ 08540, USA"
+"HeNan Radio and Television University, Zhengzhou, People’s Republic of China",34.80371,113.802319,"Jinshui, Zhengzhou, Henan, China, 450046"
+"Technical University of Catalonia (UPC), Spain",41.388004,2.1132804,"Campus Nord, Carrer de Jordi Girona, 1, 3, 08034 Barcelona, Spain"
+"College of Communication and Information Engineering, Nanjing University of Posts and Telecommunications, Nanjing, China",32.08025800000001,118.768159,"38 Guangdong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"Zhixing College of HuBei University, Wuhan, China",30.689581,114.372586,"Jiang'an, Wuhan, Hubei, China"
+"Departamento de Informtica e Matemtica Aplicada/University of Rio Grande do Norte, Natal, Brazil",-5.841508399999999,-35.1983751,"Lagoa Nova, Natal - RN, Brazil"
+"National Institute of Technology, Hamirpur, India",31.708371,76.527356,"Hamirpur, Himachal Pradesh 176005, India"
+"Millennium Information Technologies (MIT) Pvt. Ltd., Sri Lanka",6.921485000000001,79.960685,"01 Millennium Drive, Malabe, Sri Lanka"
+"Faculty of Information Technology, Vietnam Maritime University, Haiphong, Vietnam",20.8368539,106.6942087,"484 Lạch Tray, Đổng Quốc Bình, Lê Chân, Hải Phòng, Vietnam"
+"UB, Spain",41.386608,2.16402,"Gran Via de les Corts Catalanes, 585, 08007 Barcelona, Spain"
+"Aalto, Finland",60.1866693,24.827682,"02150 Espoo, Finland"
+"Hunan 410083, China",28.1385457,112.9395155,"Yuelu, Changsha, Hunan, China, 410083"
+"Image Processing and Analysis Laboratory, University &#x201C;Politehnica&#x201D; of Bucharest, Romania",44.4386064,26.0494925,"Splaiul Independenței 313, București 060042, Romania"
+"University College London (UCL), London, U.K.",51.52455920000001,-0.1340401,"Gower St, Bloomsbury, London WC1E 6BT, UK"
+"Changzhou University, Changzhou, China",31.684237,119.955141,"1 Gehu Middle Rd, Wujin Qu, Changzhou Shi, Jiangsu Sheng, China"
+"National Laboratory of Pattern Recognition, Institute of Automation, CAS, Beijing, China, 100190",39.979203,116.33287,"China, Beijing, Haidian, 中关村东路95号"
+"Centre de Developpement des Technologies Avancees, Algeria",36.689487,2.981877,"CDTA Cité, 20 Août 1956, Baba Hassen، 16081, Algeria"
+"Faculty of Applied Sciences, University of West Bohemia, Plzeň, Czech Republic",49.723644,13.351554,"Univerzitní 2732/8, 301 00 Plzeň 3, Czechia"
+"University of Bucharest, Bucharest, Romania",44.4355381,26.1011433,"Bulevardul Regina Elisabeta 4-12, București 030018, Romania"
+"Gwangju Institute of Science and Technology (GIST), Gwangju, Republic of Korea",35.2265288,126.839987,"123 Cheomdangwagi-ro, Oryong-dong, Buk-gu, Kwangju, South Korea"
+"Facultad de Ingeniería, Universidad Panamericana, Aguascalientes, Mexico",21.8240476,-102.2838993,"101 Av Josémaria Escriva de Balaguer, Rústicos Calpulli, 20290 Aguascalientes, Ags., Mexico"
+"University of Illinois Urbana-Champaign (UIUC), USA",40.1019523,-88.2271615,"Champaign, IL, USA"
+"France Telecom R&D division, 28, Chemin du Vieux Chêne 38243 Meylan, France. e-mail: sebastien.roux@orange-ftgroup.com",45.2095831,5.793992299999999,"28 Chemin du Vieux Chêne, 38240 Meylan, France"
+"Faculty of Information Technology, Thai-Nichi Institute of Technology, Bangkok, Thailand 10250",13.738185,100.628672,"6/F Building A, 1771/1 ถนน พัฒนาการ 37, แขวง สวนหลวง เขต สวนหลวง กรุงเทพมหานคร 10250, Thailand"
+"ENSTA ParisTech, UIIS division, 858 Blvd des Mar&#x00E9;chaux, 91762 Palaiseau, France",48.7107339,2.2180501,"828 Boulevard des Maréchaux, 91120 Palaiseau, France"
+"University of Jijel, Ouled Aissa, Jijel, Algeria",36.8010981,5.7516569,"Jijel, Algeria"
+"Intel Corp., 4600 S. Dobson Road, Chandler, AZ 85248",33.2416008,-111.8839083,"4500 S Dobson Rd, Chandler, AZ 85248, USA"
+"Beijing, People’s Republic of China",39.90419989999999,116.4073963,"Beijing, China"
+"University of Goa, India",15.458414,73.834555,"Taleigao Plateau, Goa 403206, India"
+"Key Laboratory of Intelligent Information Processing of Chinese Academy of Sciences (CAS), Institute of Computing Technology(ICT), Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Weihai, China",37.513068,122.120419,"Weihai, Shandong, China"
+"KCG college of Technology Chennai, India",12.922128,80.2406005,"Old Mahabalipuram Rd, KCG Nagar, Karappakam, Chennai, Tamil Nadu 600097, India"
+"Northwestern Polytechnic University, Xi'an, 710072, China",34.2416608,108.9367387,"127 Youyi W Rd, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+"Kodak Alaris, Inc., Rochester, NY, USA",43.1495214,-77.7353433,"336 Initiative Dr, Rochester, NY 14624, USA"
+"Wuyi University, Jiangmen, Guangdong, China",22.599248,113.086634,"Pengjiang, Jiangmen, China, 529030"
+"Madurai Kamarai University, Madurai, India",9.9403922,78.01053739999999,"Palkalai Nagar, Madurai, Tamil Nadu 625021, India"
+"NanTong Memtech Technology CO., LTD, Nantong, Jiangsu Province, 226003, China",31.980171,120.894291,"Nantong, Jiangsu, China"
+"Faculty of Physiotherapy, Wroclaw, Poland",51.1078852,17.0385376,"Wrocław, Poland"
+6,37.09024,-95.712891,"Independence, KS 67301, USA"
+"Cooperative Medianet Innovation Center, Shanghai, China",31.2303904,121.4737021,"Shanghai, China"
+"The State Grid HuBei Information and Telecommunication Company, Wuhan, China",30.592849,114.305539,"Wuhan, Hubei, China"
+"Peking University Shenzhen Graduate School, China",22.592813,113.974264,"2199 Lishui Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518055"
+"Indian Statistical Institute, Kolkata 700108",22.6481521,88.376817,"Plot No. 203, Barrackpore Trunk Road, Baranagar, Kolkata, West Bengal 700108, India"
+"Thapar Institute of Engineering and Technology, Patiala, India",30.3530642,76.3610707,"Mechanical Department, Thapar Institute of Engineering and Technology, Patiala, Punjab 147003, India"
+"Chia Nan University of Pharmacy & Science, Tainan, R.O.C.",22.9209971,120.2253459,"No. 60號, Section 1, Erren Road, Rende District, Tainan City, Taiwan 71710"
+"Computer Sciences at The University of Texas at Austin, 78712, USA",30.2862283,-97.73653469999999,"2317 Speedway, Austin, TX 78712, USA"
+"Shanghai Institute of Technology, Shanghai, China",30.838077,121.507817,"100 Haiquan Rd, Fengxian Qu, Shanghai Shi, China"
+"Robotics Research Center, Kohli Center on Intelligent Systems, IIIT Hyderabad, India",17.4451563,78.3496052,"International Institute of Information Technology, Gachibowli, Hyderabad, Telangana 500032, India"
+"National Engineering Laboratory for Druggable Gene and Protein Screening, Northeast Normal University, Changchun, China",43.817071,125.323544,"Changchun, Jilin, China"
+"Sevagram, Wardha, RTMNU, Nagpur, India",21.1468555,79.050062,"Amravati Rd, Ram Nagar, Nagpur, Maharashtra 440033, India"
+"University of Zagreb, Faculty of Electrical Engineering and Computing, Unska 3, 10 000, Croatia",45.80112099999999,15.9708409,"Unska ul. 3, 10000, Zagreb, Croatia"
+"Division of Pediatric Ophthalmology and Adult Strabismus, The Wilmer Eye Institute, Baltimore, USA",39.2965654,-76.59304259999999,"600 N Wolfe St, Baltimore, MD 21287, USA"
+"Stellenbosch University, South Africa",-33.9328078,18.864447,"Stellenbosch Central, Stellenbosch, South Africa"
+"Institute of Automation, Chinese Academy of Sciences & Boomhope Information and Technology Co., Ltd, Beijing, China",39.979456,116.3284567,"China, Beijing, Haidian, Zhongguancun South 3rd St, 中关村"
+"Cognitive Neuroscience Cluster, Southern Cross University, Coffs Harbour, Australia",-28.81799,153.297815,"Military Rd, East Lismore NSW 2480, Australia"
+"Faculty of Science, Minia University, El-Minia, Egypt",28.1229214,30.7315439,"EL MENIA Raod ARD SHALABY EL، Menia Governorate, Egypt"
+"Faculty Of Eng., Delta Univ. for Science and Technology, Gamasa City, Egypt",31.440997,31.4938649,"International Coastal Rd, Al Hafir WA Al Amal, Belkas, Dakahlia Governorate, Egypt"
+"University of Sheffield, S1 3JD, UK",53.3809409,-1.4879469,"Western Bank, Sheffield S10 2TN, UK"
+"NTIS - New Technologies for the Information Society, Faculty of Applied Sciences, University of West Bohemia, Plzeň, Czech Republic",49.7266047,13.3519468,"Technická 2967/14, 306 14 Plzeň 3, Czechia"
+"Dalian Key Laboratory of Digital Technology for National Culture, Dalian Minzu University, Dalian, China",38.91400300000001,121.614682,"Dalian, Liaoning, China"
+"Aarhus University, Denmark",56.1681384,10.2030118,"Nordre Ringgade 1, 8000 Aarhus C, Denmark"
+"Brunei University, London, London, UK",51.5328677,-0.471229,"Kingston Ln, London, Uxbridge UB8 3PH, UK"
+"Xuchang University, Xuchang, China",34.044001,113.863839,"China, Henan, Xuchang, Weidu, Xueyuan N Rd, 八一路"
+"eSmile – Psychology for Children & Adolescents, Ciudad Real, Spain",38.9848295,-3.927377799999999,"Ciudad Real, Spain"
+"Indian Institute of Technology at Kanpur, Kanpur, India",26.5123388,80.2329,"Kalyanpur, Kanpur, Uttar Pradesh 208016, India"
+"Shenzhen Graduate School, Peking University Lishui Road 2199, Nanshan District, Shenzhen, Guangdong Province, China 518055",22.592813,113.974264,"2199 Lishui Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518055"
+"College of computer & communication engineering, Qingdao, China",36.067108,120.382609,"Qingdao, Shandong, China"
+"National Research University of Electronic Technology (MIET), Zelenograd, Russia",55.9829727,37.20930550000001,"Ploshchad' Shokina, 1, Zelenograd, Moskva, Russia, 124498"
+"National University of Ireland, Galway",53.2770243,-9.0614864,"University Rd, Galway, Ireland"
+"College of Electronics and Information Engineering, University of Sichuan, Chengdu, china",30.632892,104.081406,"Beiyuan Rd, JiuYan Qiao, Wuhou Qu, Chengdu Shi, Sichuan Sheng, China, 610014"
+"University of Helsinki, Helsinki, Finland",60.1726348,24.9510419,"Yliopistonkatu 4, 00100 Helsinki, Finland"
+"Central South University, Changsha, China",28.16437,112.93251,"932 Lushan S Rd, Yuelu Qu, Changsha Shi, Hunan Sheng, China"
+"Alibaba-Zhejiang University Joint Research Institute of Frontier Technologies, Zhejiang, China",30.263944,120.123279,"38 Zheda Rd, Xihu Qu, Hangzhou Shi, Zhejiang Sheng, China, 310027"
+"Xi'an Technological University, China",34.223242,108.934073,"143 Xiaozhai W Rd, XiaoZhai ShangYeJie, Yanta Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+"College of Science, Huazhong Agricultural University, Wuhan, China",30.47342999999999,114.357386,"Shizishan Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China"
+"XiHua University, Cheng Du",30.778621,103.961236,"Pixian, Chengdu, China"
+"Delft Univ. of Technol., Netherlands",52.0021256,4.3732982,"Mekelweg 5, 2628 CD Delft, Netherlands"
+"Nanjing University of Posts and Telecommunications, Nanjing, 210023, P.R. China",32.105748,118.931701,"9 Wenyuan Rd, Qixia Qu, Nanjing Shi, Jiangsu Sheng, China, 210046"
+"Xinjiang University, China",43.765047,87.616153,"666 Shengli Rd, Tianshan Qu, Wulumuqi Shi, Xinjiang Weiwuerzizhiqu, China"
+"Beijing University of Aeronautics and Astronautics, China",39.984492,116.348175,"Xiaoyuan N Rd, WuDaoKou, Haidian Qu, Beijing Shi, China"
+"The University of Sheffield Mappin Street, Sheffield, S1 3JD, UK",53.381821,-1.4774426,"Mappin St, Sheffield S1 3JD, UK"
+"Rajasthan, India",27.0238036,74.21793260000001,"Rajasthan, India"
+"S.J.B. Inst. of Tech., Bangalore-560060, India",12.8998841,77.49578819999999,"No.67, Uttarahalli Main Road, Kengeri, BGS Health & Education City, Bengaluru, Karnataka 560060, India"
+"Indraprastha Institute of Information Technology (IIIT), Delhi, India",28.5456282,77.2731505,"Okhla Industrial Estate, Phase III, Near Govind Puri Metro Station, New Delhi, Delhi 110020, India"
+"Kentkart İzmir, TÜRKİYE",38.4248648,27.1491208,"Kahramanlar Mahallesi, Mürselpaşa Blv. No:163, 35230 Konak/İzmir, Turkey"
+"I.I.T. Delhi, Hauz Khas, New Delhi, India",28.5459552,77.18614029999999,"Student Activity Centre (SAC), Indian Institute of Technology Delhi, Hauz Khas, New Delhi, Delhi 110016, India"
+"Faculty of Electronic and Communication, Yanshan University, Qinhuangdao, China",39.935361,119.600523,"Qinhuangdao, Hebei, China"
+"Independent University, Bangladesh",23.8155109,90.42795679999999,"Plot 16, Block B Aftab Uddin Ahmed Rd, Dhaka 1229, Bangladesh"
+"DGA, Bagneux, France",48.8357169,2.2754517,"60 Boulevard du Général Martial Valin, 75509 Paris, France"
+"Center for Biometric Authentication & Testing, Chinese Acad. of Sci., Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"University of Alcala, Alcala de Henares, 28805 Madrid, Spain",40.4824722,-3.3628674,"Plaza de San Diego, s/n, 28801 Alcalá de Henares, Madrid, Spain"
+"HIK VISION, Hangzhou, China 310027",30.1844705,120.2099105,"No. 700 Dongliu Rd, Binjiang Qu, Hangzhou Shi, Zhejiang Sheng, China, 310052"
+"College of Science, Northeast Agricultural University, Harbin, China",45.73547,126.725765,"59 Mucai St, Xiangfang Qu, Haerbin Shi, Heilongjiang Sheng, China, 150038"
+"Gannan Normal University, Ganzhou, China",25.795524,114.887227,"Shangxue S Ave, Zhanggong Qu, Ganzhou Shi, Jiangxi Sheng, China"
+"Qingdao Technological University, Qingdao 266033 China",36.101626,120.371289,"11 Fushun Rd, Si Fang Qu, Qingdao Shi, Shandong Sheng, China, 266071"
+"Ningbo University of Technology, Ningbo, China",29.90986299999999,121.614323,"201 Fenghua Rd, Jiangbei Qu, Ningbo Shi, Zhejiang Sheng, China, 315000"
+"Jimei University, Xiamen, Fujian 361021, China",24.576921,118.092327,"China, Fujian, Xiamen, Jimei, 银江路183号"
+"Education Technology and Information Center, Shenzhen Polytechnic, Shenzhen, China",22.580973,113.940407,"China, Guangdong, Shenzhen, Nanshan, 留仙大道"
+"Nat. Inst. of Technol., Surathkal, India",13.0108387,74.7943104,"NH 66, Srinivas Nagar, Surathkal, Mangaluru, Karnataka 575025, India"
+"CNRS, Laboratoire d’Informatique de Paris 6, LIP6, Sorbonne Université, Paris, France",48.846954,2.3543572,"4 Place Jussieu, 75005 Paris, France"
+"Liverpool University, UK",53.405936,-2.9655722,"Liverpool L69 3BX, UK"
+"Laboratoire de M&#x00E9;canique des Fluides et d'Acoustique(LMFA)-UMR 5509, Institut national des sciences appliqu&#x00E9;es de Lyon, 69621, France",45.7853436,4.7695044,"École Centrale de Lyon, 36 Avenue Guy de Collongue, 69130 Écully, France"
+"M.S. Ramaiah Inst. of Tech., Bangalore-560054, INDIA",13.0304619,77.5646862,"MSRIT Post, M S Ramaiah Nagar, MSR Nagar, Bengaluru, Karnataka 560054, India"
+"Faculty of Science and Technology University of Macau Macau SAR, China",22.1524575,113.5650208,"Av. Wai Long, Macau"
+"No.38 Research Institute of CETC, hefei, China",31.820865,117.193991,"Xiangzhang Ave, Shushan Qu, Hefei Shi, Anhui Sheng, China, 230000"
+"The Johns Hopkins University, Baltimore, MD 21218",39.3299013,-76.6205177,"Baltimore, MD 21218, USA"
+"University of Salzburg J.-Haringerstr.2, 5020 Salzburg, Austria",47.79722959999999,13.0479826,"Kapitelgasse 4/6, 5020 Salzburg, Austria"
+"Kaohsiung, Taiwan.China",22.6272784,120.3014353,"Kaohsiung City, Taiwan"
+"China University of Geosciences, Wuhan, China",30.527151,114.400762,"388 Lumo Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+China,35.86166,104.195397,China
+"Batman University, Batman, Turkey",37.7873005,41.06279139999999,"Yenişehir Mahallesi, Batman Üniversitesi Merkez Kampüsü, 72000 Merkez/Batman Merkez/Batman, Turkey"
+"Face Aging Group, UNCW, USA",34.2239869,-77.8701325,"601 S College Rd, Wilmington, NC 28403, USA"
+"Sri Krishna College of Engineering and Technology, Coimbatore, India",10.9365094,76.95624049999999,"Sugunapuram East, BK Pudur, Kuniamuthur, Coimbatore, Tamil Nadu 641008, India"
+g,37.41819100000001,-95.68183429999999,"612 Main St, Neodesha, KS 66757, USA"
+"Universitat de Barcelona, Barcelona, Spain",41.386608,2.16402,"Gran Via de les Corts Catalanes, 585, 08007 Barcelona, Spain"
+"Fujian Provincial Key Laboratory of Information Processing and Intelligent Control, Minjiang University, Fuzhou, 350121, China",26.064704,119.169116,"1 Wenxian Rd, Minhou Xian, Fuzhou Shi, Fujian Sheng, China"
+"Shandong University Jinan, China, 250100",36.64893,117.029014,"China, Shandong, Jinan, Licheng, Shanda S Rd, 27号南路27号 CN 山东省 济南市 山大"
+"Beijing University of Civil Engineering and Architecture, Beijing, China",39.93532099999999,116.342721,"1 Zhanlanguan Rd, DongWuYuan, Xicheng Qu, China, 100044"
+"Bio-computing research center, Shenzhen Graduate School Harbin Institute of Technology, China",45.7470436,126.6334306,"92 Xidazhi St, Nangang Qu, Haerbin Shi, Heilongjiang Sheng, China, 150006"
+"Changshu Institute of Technology, 215500, China",31.588178,120.777901,"99 Hushan Rd, Changshu Shi, Suzhou Shi, Jiangsu Sheng, China"
+"China University of Political Science and Law, Beijing 102249, China",40.222424,116.249923,"Songyuan Rd, Changping Qu, Beijing Shi, China, 102200"
+"Ningbo Augvision Digital Tech Ltd., China",29.868336,121.54399,"Ningbo, Zhejiang, China"
+"China Maritime Police Academy, Ningbo, China",29.868336,121.54399,"Ningbo, Zhejiang, China"
+"Indian Institute of Technology Kharagpur, Kharagpur, India - 721302",22.3149274,87.31053109999999,"Kharagpur, West Bengal 721302, India"
+"Bapurao Deshmukh College of Engineering, Sevagram, Wardha, RTMNU, Nagpur, India",20.7356305,78.6654497,"Sevagram, Wardha, Maharashtra 442102, India"
+"Sichuan University West China Hospital of Stomatology, Chengdu, China",30.6432411,104.0657123,"14 Renmin South Rd 3rd Section, XiaoTianZhu, Wuhou Qu, Chengdu Shi, Sichuan Sheng, China, 610041"
+"National University of Defense Technology University, College of Intelligent Science, Changsha, China",28.228209,112.938814,"Changsha, Hunan, China"
+"Robotics and Computer Vision Laboratory, Computer Vision and Machine Learning Research Group, College of Science and Technology, University of Central Lancashire, Preston, UK",53.763201,-2.70309,"Preston, UK"
+"Gauhati University, Guwahati, Assam, India",26.1546284,91.66469889999999,"Jalukbari, Guwahati, Assam 781014, India"
+Santa Barbara Cottage Hospital,34.43044630000001,-119.7237967,"West Junipero St. and, Castillo St, Santa Barbara, CA 93105, United States"
+"Taibah University, College of Computer Science and Engineering, Medina, Saudi Arabia",24.4860782,39.5421798,"Janadah Bin Umayyah Road، Tayba, Medina 42353, Saudi Arabia"
+"The LNM Institute of Information Technology, Jaipur, India",26.9363461,75.9235233,"Rupa ki Nangal, Post-Sumel, Via-Jamdoli, Jaipur, Rajasthan 302031, India"
+"Shandong Normal University, Jinan, China",36.652703,117.042083,"88 Wenhua E Rd, Lixia Qu, Jinan Shi, Shandong Sheng, China, 250014"
+"College of Mathematics and Computer Science, Fuzhou University, Fuzhou, Fujian 350002, China",26.061961,119.201307,"Minhou, Fuzhou, China"
+"Professor, Visualization and Perception Lab, Chennai, India",13.0826802,80.2707184,"Chennai, Tamil Nadu, India"
+"Universtiy of Dayton, Dayton, USA",39.7393,-84.17996749999999,"300 College Park, Dayton, OH 45469, USA"
+"Universidad Politécnica de Madrid, Madrid, Spain",40.4486372,-3.7192798,"Calle Ramiro de Maeztu, 7, 28040 Madrid, Spain"
+"North Carolina A&amp;T State University, 1601 East Market St. Greensboro, 27411, USA",36.0721142,-79.7744842,"120, Gibbs Hall, 1601 E Market St, Greensboro, NC 27411, United States"
+"Donders Institute for Brain, Cognition and Behavior, Radboud University Medical Centre, Nijmegen, The Netherlands",51.8193166,5.8596925,"Montessorilaan 3, 6525 HR Nijmegen, Netherlands"
+"Institute for Information and System Sciences, Xi’an Jiaotong University, Xi’an, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"Fuzhou University, Fuzhou, P.R. China",26.0818505,119.2865017,"Xueyuan Rd, LiMing ShangQuan, Gulou Qu, Fuzhou Shi, Fujian Sheng, China, 350001"
+"Vilnius Gediminas Technical University, Naugarduko g. 41-413, Vilnius LT-03227, Lithuania",54.6737777,25.2662225,"Naugarduko g. 41, Vilnius 03227, Lithuania"
+"Baidu Online Network Technology (Beijing) Co. Ltd, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Division of System Integration and IC Design, Institute of Nano-tech and Nano-bionics, CAS, Suzhou, China",31.298974,120.585289,"Suzhou, Jiangsu, China"
+"A.D. Patel Institute of Technology, New V.V. Nagar, Anand, India",22.5215561,72.9164636,"New Vallabh Vidhyanagar, Vitthal Udyognagar, Anand, Gujarat 388121, India"
+"B-DAT Laboratory, Nanjing University of Information and Technology, Nanjing, China",32.20541,118.726956,"Pukou, Nanjing, China, 210044"
+"University of Information Technology, Ho Chi Minh city, Vietnam",10.8703,106.8034513,"Khu phố 6 P, Vietnam"
+"College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China",26.061961,119.201307,"Minhou, Fuzhou, China"
+"Faculty of Computers and Information, Ain Shams University, Cairo, Egypt",30.0782592,31.2849384,"القائد، El-Qobba Bridge, Al Waili, Cairo Governorate, Egypt"
+"College of Electrical Engineering and Control Science, Nanjing Tech University, Nanjing, China",32.076734,118.778139,"China, Jiangsu Sheng, Nanjing Shi, Gulou Qu, 新模范马路5号 邮政编码: 210028"
+"Xinjiang Normal University, No. 102 Xin Yi Rd, Urumqi, 830054",43.904133,87.58963899999999,"239 Kashi E Rd, Xinshi Qu, Wulumuqi Shi, Xinjiang Weiwuerzizhiqu, China, 830013"
+"Intelligent Robotics Research Center Korea Institute of Science and Technology (KIST) Hawolgok-dong 39-1, Sungbuk-ku, Seoul 136-791, Korea dungding@kist.re.kr",37.59842200000001,127.043023,"South Korea, Seoul, Seongbuk-gu, Wolgok 2(i)-dong, 화랑로 14길 5"
+"Engineering Lab on Intelligent Perception for Internet of Things, Peking University Shenzhen Graduate School, Shenzhen, China",22.592813,113.974264,"2199 Lishui Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518055"
+"College of Computer Science, Inner Mongolia University, Hohhot, China",40.81426099999999,111.689298,"Saihan, Hohhot, Inner Mongolia, China, 010000"
+"Faculty of Electrical Engineering, Instituto Federal de Educação, Ciência e Tecnologia do Ceará, Fortaleza, Brazil",-3.7395015,-38.5693219,"Parquelândia, Fortaleza - State of Ceará, 60020-181, Brazil"
+"961 rue de la Houille Blanche, BP 46 - 38402 Grenoble, France",45.1738162,5.7109834,"Rue de la Houille Blanche, 38100 Grenoble, France"
+"Pingdingshan, China",33.766169,113.192661,"Pingdingshan, Henan, China"
+"Faculty of Computer and Information Sciences, Ain Shams University, Cairo, Egypt",30.0782592,31.2849384,"القائد، El-Qobba Bridge, Al Waili, Cairo Governorate, Egypt"
+"Wuhan University of Science and Technology, Wuhan, P. R. China, 430081",30.621883,114.370852,"China, Hubei, Wuhan, Qingshan, 和平大道947号"
+"CA 93106, USA",34.4135868,-119.8496976,"Santa Barbara, CA 93106, USA"
+"Beijing Transportation Operation Coordination Center, China",39.90419989999999,116.4073963,"Beijing, China"
+"University of Jaffna, Sri Lanka",9.684855599999999,80.0220413,"Sir. Pon Ramanathan Road, Thirunelvelly,, Jaffna 40000, Sri Lanka"
+"University of Missouri Columbia, USA",38.9403808,-92.32773750000001,"Columbia, MO 65211, USA"
+"POLCOMING, University of Sassari Viale Mancini 5-07100 Sassari - Italy",40.7240176,8.5578947,"Viale Pasquale Stanislao Mancini, 5, 07100 Sassari SS, Italy"
+"State Grid Zhangjiakou Power Supply Company, Zhang Jiakou, 075000, China",40.8057525,114.8888249,"Qiaodong, Zhangjiakou, Hebei, China, 075000"
+"Intel Labs China, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Vellore Institute of Technology, Vellore, India",12.972067,79.1595619,"Gorbachev Rd, Vellore, Tamil Nadu 632014, India"
+"Srinakharinwirot University, Ongkharak, Nakonnayok 26120, Thailand",14.1074545,100.9820801,"63 หมู่ที่ 7 Rangsit - Nakhon Nayok Rd, Ongkharak, Ongkharak District, Nakhon Nayok 26120, Thailand"
+"University of Califonia, San Diego",32.8800604,-117.2340135,"9500 Gilman Dr, La Jolla, CA 92093, USA"
+"Siemens Corporate Research, yakup.genc@siemens.com",40.3442079,-74.5924599,"755 College Rd E, Princeton, NJ 08540, USA"
+"Hanshan Normal University, Chaozhou, China",23.657869,116.663859,"Dongshan Rd, Xiangqiao Qu, Chaozhou Shi, Guangdong Sheng, China"
+"Guangzhou, China",23.12911,113.264385,"Guangzhou, Guangdong, China"
+USC Institute for Creative Technologies,33.9832526,-118.40417,"12015 E Waterfront Dr, Los Angeles, CA 90094, USA"
+"Harbin Institute of Technology Shenzhen Graduate School, University Town, Shenzhen, China",22.586752,113.96878,"China, Guangdong, Shenzhen, Nanshan, 平山一路"
+"M.S. Ramaiah Inst. of Tech., Bangalore - 560054, India",13.0304619,77.5646862,"MSRIT Post, M S Ramaiah Nagar, MSR Nagar, Bengaluru, Karnataka 560054, India"
+"Jiangxi Science and Technology Normal University, Nanchang, China",28.7247282,115.8040853,"Yuping W St, Qingshanhu Qu, Nanchang Shi, Jiangxi Sheng, China, 330029"
+"The Johns Hopkins University, Center for Language and Speech Processing, USA",39.3299013,-76.6205177,"Baltimore, MD 21218, USA"
+"Tencent, Shanghai, China",31.1675446,121.3974873,"1801 Hongmei Rd, Xuhui Qu, Shanghai Shi, China, 200233"
+"Tongren Electric Power Supply Bureau of Guizhou Power Grid Co., Ltd., Tongren, China",27.7260968,109.1977877,"China, Guizhou, Tongren, Tong Ren Shi, Qingshui Ave, 清水大道"
+"JNTUACE, Ananthapuramu, India",14.6515242,77.6080818,"Sir Mokshagundam Visvesvaraya Road, Saradha Nagar, Anantapur, Andhra Pradesh 515002, India"
+"JNTU College of Engineering, Kakinada, India",16.9814788,82.2407284,"Jawaharlal Nehru Technological University, Kakinada, Andhra Pradesh 533003, India"
+"Tianjin University&Tianjin Key Laboratory of Cognitive Computing and Application, Tianjin, China",39.107586,117.176226,"China, Tianjin, Nankai, Beiyang Rd, 天津大学第25教学楼B区"
+"Institute of Information and Communication Technology, University of Sindh, Jamshoro, Pakistan",25.4182618,68.2625413,"Jamshoro, Sindh, Jamshoro, Sindh, Pakistan"
+"Universidade Federal do Amazonas, Manaus-AM, CEP, Brazil",-3.1001516,-59.97560350000001,"Universidade Federal do Amazonas, Av. Jauary Marinho - Setor Sul - Coroado, Manaus - AM, Brazil"
+Pontifical Catholic University of Rio Grande do Sul,-30.0593446,-51.1734912,"Av. Ipiranga, 6681 - Partenon, Porto Alegre - RS, 90619-900, Brazil"
+"Institute of Advanced Technology, Nanjing University of Posts and Telecommunications, Nanjing, People’s Republic of China",32.08025800000001,118.768159,"38 Guangdong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"Institute for Information and System Science, Xi’an Jiaotong University, Xi’an, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"Elektrik-Elektronik Mühendisliği Bölümü, Işık Üniversitesi, İstanbul, TÜRKİYE",41.16889949999999,29.5639972,"Meşrutiyet Mahallesi, Işık Üniversitesi, 34980 Şile/İstanbul, Turkey"
+"Institute of Automation, CAS, Beijing, China",39.979456,116.3284567,"China, Beijing, Haidian, Zhongguancun South 3rd St, 中关村"
+"Rani Channamma University, Belagavi, Karnataka, India",16.0052896,74.5052098,"Vidya Sangama, P B R H - 4, Karnataka 591156, India"
+"Cochin University of Technology, Ernakulam, Kerala, India",10.044334,76.32823379999999,"University Road, South Kalamassery, Kalamassery, Kochi, Kerala 682022, India"
+"Xi'an Jiaotong-Liverpool University, Suzhou, China",31.274822,120.738094,"Wuzhong, Suzhou, China, 215123"
+"Linkoping University, Sweden",58.3978364,15.5760072,"581 83 Linköping, Sweden"
+"Kuwait University, Safat, Kuwait",29.3406199,47.9212797,"Jamal Abdul Nasser St, Kuwait"
+"Xi'an University of Technology, China",34.251836,108.993218,"China, Shaanxi, Xi'an, Beilin, Jinhua S Rd, 金花南路5号 邮编 710048"
+"Beijing Key Laboratory of Advanced Information Science and Network Technology, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"FEECS, Technical University of Ostrava, Ostrava-Poruba, Czech Republic",49.8318228,18.1609442,"Studentská 6184/15, 708 00 Ostrava-Poruba, Czechia"
+"Fundación CTIC (Technological Center), Technological Scientific Park of Gijón, Gijón, Spain",43.5322015,-5.6611195,"Gijón, Asturias, Spain"
+"Shenzhen Key Laboratory of Media Security, Shenzhen University & Guangxi Key Laboratory of Cryptography and Information Security , Shenzhen and Guilin, China",22.53306,113.932813,"3688 Nanhai Ave, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518060"
+"Yahoo Labs, San Francisco, CA, USA",37.78195789999999,-122.4060402,"110 5th St, San Francisco, CA 94103, USA"
+"Shenzhen, China",22.543096,114.057865,"Shenzhen, Guangdong, China"
+"Vishwakarma Institute of Technology, Pune-46, Maharashtra, India",18.464077,73.867619,"666, Upper Indira Nagar, Bibvewadi, Pune, Maharashtra 411037, India"
+"General Motors, Warren, USA",42.5166234,-83.0424785,"30500 Mound Rd, Warren, MI 48092, USA"
+"LJK–INRIA site, LJK–CNRS, Montbonnot, France",48.66544709999999,6.1570239,"Institut National de Recherche en Informatique et en Automatique, 54600 Villers-lès-Nancy, France"
+"Wuhan Technology and Business University, 430065, China",30.4594886,114.2727259,"3 Huangjiahu W Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China"
+"Harbin Institute of Technology University, 518055 Shenzhen, China",22.586752,113.96878,"China, Guangdong, Shenzhen, Nanshan, 平山一路"
+"Mevlana University Konya, Turkey",38.0064491,32.516583,"Ardıçlı Mah., Yeni İstanbul Cad. No:235, 42250 Selçuklu/Konya, Turkey"
+"Interdisciplinary Centre for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg, Luxembourg",49.6256042,6.1598891,"29 Avenue John F. Kennedy, 1855 Luxembourg"
+"Youngstown State University, Youngstown, OH, USA",41.10626,-80.6477,"1 University Plaza, Youngstown, OH 44555, USA"
+"University of Luxembourg, Luxembourg",49.504254,5.948386,"2, avenue de l'Université, 4365 Esch-sur-Alzette, Luxembourg"
+"Faculty of Computer Science, Benemérita Universidad Autónoma de Puebla, Puebla, Mexico",19.0051844,-98.20441869999999,"Av San Claudio 14 Sur, Cd Universitaria, Cdad. Universitaria, 72592 Puebla, Pue., Mexico"
+"National Institute of Technology Silchar, Silchar, Assam-788010",24.7577144,92.79229289999999,"NIT Road, Fakiratilla, Silchar, Assam 788010, India"
+"Laboratory LIM, Faculty of Sciences and Technologies, University Hassan II, Casablanca-Morocco",33.5731104,-7.589843399999999,"Casablanca 20000, Morocco"
+"Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Brazil",-19.8690878,-43.9663841,"Av. Pres. Antônio Carlos, 6627 - Pampulha, Belo Horizonte - MG, 31270-901, Brazil"
+"Faculty of Engineering, King Abdulaziz University, Jeddah, Saudi Arabia",21.4960752,39.245125,"Jeddah 21589, Saudi Arabia"
+"College of Computer Science and Technology of Huaqiao University, Xiamen, China",24.934879,118.645694,"Fengze, Quanzhou, China, 362000"
+"Dep. of Mathematics - University of Milan Via Saldini 50, I-20133 Milan - Italy",45.4738645,9.227520499999999,"Via Cesare Saldini, 50, 20133 Milano MI, Italy"
+"Wenzhou University, Wenzhou, China",28.00676,120.676186,"China, Zhejiang, Wenzhou, Lucheng, 民航路"
+"Henan University of Technology, Zhengzhou, China",34.829495,113.551715,"100 Lianhua St, Zhongyuan Qu, Zhengzhou Shi, Henan Sheng, China, 450066"
+"of ECE, Government College of Technology, Coimbatore, Tamil Nadu, India",11.0172151,76.9349361,"Tamil Nadu Agricultural University, PN Pudur, Coimbatore, Tamil Nadu 641013, India"
+"Center for Machine Vision and Signal Analysis (CMVS), Oulu, Finland",65.0593177,25.4662935,"Pentti Kaiteran katu 1, 90014 Oulu, Finland"
+"Australian Centre for Field Robotics (ACFR), Mechanical and Mechatronic Engineering, The University of Sydney 2006 NSW, Australia",-33.88994,151.1938047,"Rose Street Bldg, University of Sydney NSW 2006, Australia"
+"Emory University, Atlanta, USA",33.7925195,-84.32399889999999,"201 Dowman Dr, Atlanta, GA 30322, USA"
+"Chongqing Vocational College of Transportation, Chongqing, 402247, China",29.407238,106.276214,"Jiangjin, Chongqing, China"
+"EPOKA University, Tirana, Albania",41.40506000000001,19.705836,"Autostrada Tiranë-Rinas, km. 12, 1000, Albania"
+"Texas State University, San Marcos, TX, USA",29.888411,-97.938351,"601 University Dr, San Marcos, TX 78666, USA"
+"Pandit Dwarka Prasad Mishra and Indian Institute of Information Technology, Design & Manufacturing, Jabalpur - 482 005",23.1801406,80.0268662,"Dumna Airport Road, Dumna, Jabalpur, Madhya Pradesh 482005, India"
+"Sri Sathya Sai Institute of Higher Learning, Prasanthinilayam, AP, India. 515134",14.1620274,77.81269139999999,"Vidyagiri Prasanthi Nilayam, Andhra Pradesh 515134, India"
+"Bilişim Enstitüsü, İTÜ, Turkey",41.1055941,29.0253401,"Maslak, 34467 Sarıyer/İstanbul, Turkey"
+"Natuonal University of Ireland, Galway",53.2770243,-9.0614864,"University Rd, Galway, Ireland"
+"Applied Digital Signal and Image Processing (ADSIP) Research Centre, University of Central Lancashire, Preston, PR1 2HE, UK",53.7641378,-2.7092453,"Fylde Rd, Preston PR1 2HE, UK"
+"R V College of Engineering, Bangalore, India",12.9237228,77.4987012,"Mysore Rd, RV Vidyaniketan, Post, Bengaluru, Karnataka 560059, India"
+"IBM T.J. Watson Research Center, Hawthorne, USA",41.2097516,-73.8026467,"1101 Kitchawan Rd, Yorktown Heights, NY 10598, USA"
+"Beijing Forestry University, Beijing, China",40.00448799999999,116.3499723,"35 Qinghua E Rd, Haidian Qu, Beijing Shi, China, 100083"
+"Zhuhai Da Hengqin Science and Technology Development Co.,Ltd, Zhuhai, China",22.099737,113.497052,"Dahengqin Island, Xiangzhou, Zhuhai, China"
+"Information Engineering College, Henan University of Science and Technology, Luoyang, China",34.603664,112.422678,"263 Kaiyuan Ave, Luolong Qu, Luoyang Shi, Henan Sheng, China"
+"INRIA/Ecole Normale Supérieure, Paris",48.8422058,2.3451689,"45 Rue d'Ulm, 75005 Paris, France"
+"Guilin University of Electronic Technology, Guilin, China",25.28164,110.337304,"1 Jinji Rd, Qixing Qu, Guilin Shi, Guangxi Zhuangzuzizhiqu, China"
+"Technion&#x2014;Israel Institute of Technology, Haifa, Israel",32.7767783,35.0231271,"Haifa, 3200003, Israel"
+"Govt. of Karnataka R&amp;D, Sahyadri College of Engineering &amp; Management, Mangaluru, Karnataka, India",12.8919029,74.85427500000002,"Near Indian Oil Pump, Airport Road, Kadri Hills, Mangaluru, Karnataka 575004, India"
+"St. Xavier's Catholic College of Engineering, Nagercoil, India",8.195365299999999,77.3839993,"Chunkankadai, Kanyakumari District, Nagercoil, Tamil Nadu 629003, India"
+"Faculty of Computer Science and Engineering, Xi'an University of Technology, China",34.251836,108.993218,"China, Shaanxi, Xi'an, Beilin, Jinhua S Rd, 金花南路5号 邮编 710048"
+"Qihoo 360 AI Institute, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Beijing Information Science and Technology University, Beijing, China",40.0433204,116.3418109,"China, Beijing, Haidian, 清河四拔子"
+"University of Leicester, UK",52.6211393,-1.1246325,"University Rd, Leicester LE1 7RH, UK"
+"Center for Automation Research, UMIACS, College Park, Maryland United States",38.9907524,-76.9362708,"115 Paint Branch Dr, College Park, MD 20742, USA"
+Computer Vision Laboratory - ETH Zurich,47.3772398,8.552161800000002,"Sternwartstrasse 7, 8092 Zürich, Switzerland"
+"Hubei Key Laboratory of Intelligent Wireless Communications, South-Central University for Nationalities, Wuhan, China",30.491766,114.396237,"708 Minzu Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"Lappeenranta University of Technology, P.O.Box 20, FIN-53851 Lappeenranta, FINLAND, email: ilonen@lut.fi",61.06456790000001,28.093246,"Yliopistonkatu 34, 53850 Lappeenranta, Finland"
+"Engineering Research Center of Information Networks, Ministry of Education, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Uka Tarsadia University, Bardoii, India",21.069029,73.13322400000001,"Uka Tarsadia University, Maliba Campus, Bardoli-Mahuva Road, Tarsadi, Barodli, Gujarat 394350, India"
+"Tufts University, Medford, MA, USA",42.4074843,-71.1190232,"419 Boston Ave, Medford, MA 02155, USA"
+"NUST Military College of Signals, Islamabad, Pakistan",33.5775066,73.0632468,"Adiala Road, Lalazar, Rawalpindi, Punjab 46000, Pakistan"
+"Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an, Shaanxi, P.R., 710049, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"Anqing Normal University, Anqing, People’s Republic of China",30.514224,117.048042,"128 Linghu S Rd, Yingjiang Qu, Anqing Shi, Anhui Sheng, China, 246003"
+"IBM Research-China, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Košice, Slovakia",48.7163857,21.2610746,"Košice, Slovakia"
+"Nanjing Institute of Technology, Nanjing, China",31.916051,118.885314,"China, Jiangsu, Nanjing, Jiangning, 丽泽路"
+"Xi'an Jiaotong-Liverpool University, Suzhou, 215123, China",31.274822,120.738094,"Wuzhong, Suzhou, China, 215123"
+"National Kaohsiung University of Applied Sciences, Kaohsiung, Taiwan. byliao@cc.kuas.edu.tw",22.6489458,120.3283157,"No. 415號, Jiangong Road, Sanmin District, Kaohsiung City, Taiwan 807"
+"University of Sheffield, Sheffield, UK",53.380707,-1.483982,"University of Sheffield, Sheffield S3 7RL, UK"
+"Inner Mongolia University of Science and Technology, Baotou, People’s Republic of China",40.6529437,109.8405563,"China, 昆区阿尔丁大街7号"
+"Guru Gobind Singh Indraprastha University, Sector 16C, Dwarka, New Delhi-110078, India",28.5945644,77.0184304,"Sector 16 C, Dwarka, Delhi, 110078, India"
+India 632014,12.9639956,79.1604971,"Tamil Nadu 632014, India"
+"Universidade Federal do Paraná, Brazil",-25.4269081,-49.2617658,"Rua XV de Novembro, 1299 - Centro, Curitiba - PR, 80060-000, Brazil"
+"Statistics and Computer Science, UKZN, Durban, South Africa",-29.8674219,30.9807272,"238 Mazisi Kunene Rd, Glenwood, Durban, 4041, South Africa"
+"Rudolf Magnus Institute of Neuroscience, University Medical Center Utrecht, Utrecht, The Netherlands",52.078695,5.1197469,"Vondellaan 94, 3521 GH Utrecht, Netherlands"
+"Bharati Vidyapeeth's College of Engineering, New Delhi, India",28.6758872,77.11321079999999,"A-4 Block, Baba Ramdev Marg, Shiva Enclave, Paschim Vihar, New Delhi, Delhi 110063, India"
+"Image Processing and Computer Vision Group, Universidad de Buenos Aires, Argentina",-34.5419202,-58.44227009999999,"Av. Int. Cantilo, Buenos Aires, Argentina"
+"Trinity College Dublin, Dublin 2, Ireland",53.3437935,-6.254571599999999,"College Green, Dublin 2, Co. Dublin, Ireland"
+"University at Buffalo, SUNY Buffalo NY 14260 USA",43.0008093,-78.7889697,"Buffalo, NY 14260, USA"
+"New York, USA",40.7127753,-74.0059728,"New York, NY, USA"
+"Peking University Shenzhen Graduate School, Shenzhen, China",22.592813,113.974264,"2199 Lishui Rd, Nanshan Qu, Shenzhen Shi, Guangdong Sheng, China, 518055"
+"Jiangsu Province Traditional Chinese Medicine Hospital, Nanjing, China",32.041842,118.774902,"155 Hanzhong Rd, Bai Xia Qu, Nanjing Shi, Jiangsu Sheng, China, 210004"
+"Zhoukou Normal University, Zhoukou, China",33.617435,114.665553,"China, Henan, Zhoukou, Chuanhui, Qiyi Rd, 七一东路"
+"University of Oxford and Mirada Medical Ltd., Oxford, UK",51.7548164,-1.2543668,"Oxford OX1 2JD, UK"
+"Chengdu, China",30.572815,104.066801,"Chengdu, Sichuan, China"
+"Universit&#x00E9; Paris-Sud, Institut d'Electronique Fondamentale, UMR8622, Orsay, F-91405, CNRS, Orsay, F-91405",48.698308,2.170937,"Bat 210, Faculté des Sciences, Univ. Paris-Sud 11, 91405 Orsay, France"
+"Shenzhen Tencent Computer System Co. Ltd., Shenzhen, China",22.539371,113.955748,"China, Guangdong, Shenzhen, Keji South 12th Rd, 飞亚达科技大厦3层、5-10层、1202"
+"Beijing University of Chemical Technology, Beijing, China",39.970954,116.421053,"Chaoyang, China, 100096"
+"Key Laboratory of Modern Teaching Technology, Ministry of Education, Xian, China",34.237381,108.964765,"Chuangxin Ave, YanTa IT ShangQuan, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710055"
+"Inst. of Computing Tech., CAS & Univ. of Chinese Academy of Sciences & Key Lab of Big Data Mining and Knowledge Management, CAS, Beijing, China",39.9799772,116.3379362,"China, Beijing, Haidian, W Wudaokou, 紫金数码园1 邮政编码: 100190"
+"Dhirubhai Ambani Institute of Information and Communication Technology, Gandhinagar, India 382007",23.1885469,72.6290294,"Near Reliance Chowkdi, DA IICT Road, Gandhinagar, Gujarat 382007, India"
+"Centrum Wiskunde & Informatica, Amsterdam, Netherlands",52.356678,4.95187,"Science Park 123, 1098 XG Amsterdam, Netherlands"
+"University of Missouri Kansas City (UMKC), Kansas City, USA",39.0335539,-94.57602589999999,"5100 Rockhill Rd, Kansas City, MO 64110, USA"
+"Wuhan Institute of Technology, Wuhan, China, 430073",30.5020376,114.3901822,"693 Xiongchu Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"Universidad de Chile, Av. Tupper 2007, Santiago, Chile",-33.4580169,-70.6619887,"Tupper 2007, Santiago, Región Metropolitana, Chile"
+"Anglia Ruskin University, Chelmsford, U.K.",51.741459,0.473308,"Anglia Ruskin University, Chelmsford CM1 1SH, UK"
+"University of Ulsan, 680-749, Republic of Korea",35.5437411,129.2562843,"93 Daehak-ro, Mugeo-dong, Nam-gu, Ulsan, South Korea"
+"BVM Engineering College, Vallabh Vidhyanagr, Anand, Gujarat, India",22.5525703,72.9238183,"Vallabh Vidyanagar, Anand, Gujarat 388120, India"
+"Maryland Univ., College Park, MD, USA",38.9869183,-76.9425543,"College Park, MD 20742, USA"
+Google and Hewlett-Packard Labs,37.3860784,-121.9877807,"560 Oakmead Pkwy, Sunnyvale, CA 94085, USA"
+"KU Leuven, Leuven, Belgium",50.87795449999999,4.7002953,"Oude Markt 13, 3000 Leuven, Belgium"
+"NJ, USA",40.0583238,-74.4056612,"New Jersey, USA"
+"Northwestern Polytechnic University, Xi’an, China",34.2416608,108.9367387,"127 Youyi W Rd, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+"Gaziantep University, Gaziantep, Turkey",37.0376884,37.3123803,"Osmangazi Mahallesi, Üniversite Blv., 27310 Şehitkamil/Gaziantep, Turkey"
+"Elektrik Mühendisliği, Matematik ve Bilgisayar Bilimi Bölümü, Twente Üniversitesi, Hollanda, Turkey",52.2393971,6.850870899999999,"5, Drienerlolaan, 7522 NB Enschede, Netherlands"
+"Ecole Centrale Paris & INRIA Saclay, France",48.7146403,2.2056539,"1 Rue Honoré d'Estienne d'Orves, 91120 Palaiseau, France"
+"Key Laboratory of Medical Image Computing (Northeastern University), Ministry of Education, Shenyang, China",43.2994285,-74.21793260000001,"Northeastern United States, USA"
+"College of Computer and Electronic Information, Guangdong University of Petrochemical Technology, Maoming, China",21.676286,110.923042,"139 Guandu 2nd Rd, Maonan Qu, Maoming Shi, Guangdong Sheng, China"
+"Faculty of Engineering and Computing, Coventry University, UK",52.4052898,-1.4996593,"1 Gulson Rd, Coventry CV1 2JH, UK"
+"Kwangwoon University, Seoul, Republic of Korea",37.6194965,127.0596958,"20 Gwangun-ro, Wolgye 1(il)-dong, Nowon-gu, Seoul, South Korea"
+"Xian Shiyou University, Xi’an, China",34.102667,108.647014,"Huxian, Xi'an, China, 710300"
+"Nokia Research Center, Beijing, 100084, China",40.0006896,116.3288577,"Haidian, Beijing, China, 100084"
+"Electrical Engineering and Computer Science, Queen&#x2019;s University Belfast, Belfast, U.K.",54.581827,-5.9374652,"18 Malone Rd, Belfast BT9 6RT, UK"
+"Electronic Research Institute., Cairo, Egypt",30.1303607,31.3810254,"Joseph Tito St, Huckstep, Qism El-Nozha, Cairo Governorate, Egypt"
+"University of Bern, Bern, Switzerland",46.9504896,7.438119,"Hochschulstrasse 6, 3012 Bern, Switzerland"
+"Service Systems Technology Center, Industrial Technology Research Institute (ITRI), Hsinchu, Taiwan 31040, R.O.C",24.8138287,120.9674798,"Hsinchu, East District, Hsinchu City, Taiwan"
+"University of Hertfordshire, Hatfield AL10 9AB, UK",51.7518204,-0.2387957,"College Ln, Hatfield AL10 9AB, UK"
+5,37.0434842,-95.6337092,"1206 W 1st St #2, Coffeyville, KS 67337, USA"
+"University of Brunei Darussalam, The More-Than-One Robotics Laboratory, Brunei Darussalam",4.9754274,114.8960247,"Universiti Brunei Darussalam, Brunei"
+"Circuits, and Architectures, Faculty of Electronics, Telecommunication and Information Technology, University “Politehnica” of Bucharest, Romania",44.4337844,26.0575959,"Complex studențesc Leu, corp A, B, Bulevardul Iuliu Maniu 1-3, București 061071, Romania"
+"University of Science and Technology Liaoning, Anshan, China",41.104554,123.065587,"Tiedong, Anshan, Liaoning, China"
+"IIT Roorkee, Roorkee, India",29.8648599,77.89657869999999,"Roorkee - Haridwar Highway, Roorkee, Uttarakhand 247667, India"
+"Instituto de Investigaciones en Ingeniería Eléctrica (IIIE), Universidad Nacional del Sur-CONICET. Av. Alem 1254, Bahía Blanca CP 8000, Argentina",-38.6949074,-62.24846369999999,"Campus Palihue, UNS, San Andres 800, B8002 Bahía Blanca, Buenos Aires, Argentina"
+"Robotic Surgery, Kaleida Health Western New York, Buffalo NY 14214 USA",42.9016246,-78.8695675,"4, 1028 Main St, Buffalo, NY 14202, USA"
+"Northwest University, Xi’an, China",34.14552,108.875136,"Chang'an Western University Town Shangquan, Chang'an, Xi'an, China"
+"Vrije Universiteit Amsterdam, Amsterdam, The Netherlands",52.3337568,4.8657199,"De Boelelaan 1105, 1081 HV Amsterdam, Netherlands"
+"Fujian Key Laboratory of the Brain-like Intelligent Systems, China",26.4836842,117.9249002,"Fujian, China"
+"Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia",45.2461012,19.8516968,"Trg Dositeja Obradovića 6, Novi Sad 106314, Serbia"
+"University of Mohamed Khider, Biskra, Algeria",34.8455802,5.7481915,"BP 145 RP، بسكرة 07000, Algeria"
+"CEP: 60555-760,Fortaleza-CE, Brazil",-3.7327144,-38.5269981,"Fortaleza - State of Ceará, Brazil"
+China,35.86166,104.195397,China
+"Beijing Information Science and Technology University, Beijing, China 100101",40.0433204,116.3418109,"China, Beijing, Haidian, 清河四拔子"
+"East China University of Science and Technology Shanghai, China",31.140897,121.425248,"130 Meilong Rd, Xuhui Qu, Shanghai Shi, China, 200237"
+"The University of Auckland, Auckland, New Zealand",-36.8523378,174.7691073,"Auckland 1010, New Zealand"
+"SUPELEC/IETR, Team SCEE, France",48.7088206,2.1639817,"3 Rue Joliot Curie, 91190 Gif-sur-Yvette, France"
+"Huazhong University of Science &amp; Technology, Wuhan, 430074, China",30.508964,114.410577,"Yingbin Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"Ho Chi Minh University of Technology, Ho Chi Minh City, Vietnam",10.7733305,106.6594227,"268 Lý Thường Kiệt, Phường 14, Quận 10, Hồ Chí Minh, Vietnam"
+"JNTUA, Ananthapuramu, India",14.6515242,77.6080818,"Sir Mokshagundam Visvesvaraya Road, Saradha Nagar, Anantapur, Andhra Pradesh 515002, India"
+"College of Computer Science and Technology, Wuhan University of Science and Technology, Wuhan, China",30.609467,114.357889,"Heping Ave, Wuchang Qu, Wuhan Shi, Hubei Sheng, China"
+"NARI Group Corporation (State Grid Electric Power Research Institute), Nanjing, China",32.0808133,118.7737191,"8 Nanrui Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"UIT RGPV, BHOPAL, India",23.3136124,77.3622295,"Abbas Nagar, Gandhi Nagar, Bhopal, Madhya Pradesh 462033, India"
+"National Robotics Engineering Center, Carnegie Mellon University Robotics Institute, Pittsburgh, Pennsylvania 15201",40.47296010000001,-79.9652576,"10 40th St, Pittsburgh, PA 15201, USA"
+"Center for Development of Advanced Computing, Mumbai, India",19.1147149,72.8338369,"9, 10th Gulmohar Cross Rd, Gulmohar Road, JVPD Scheme, Juhu, Mumbai, Maharashtra 400049, India"
+"Laboratory of Parallel Software and Computational Science, State Key Laboratory of Computer Science, Institute of Software Chinese Academy of Sciences, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Chongqing Technology and Business University, Chongqing, China",29.529766,106.569271,"China, Chongqing, Nan'an, 南坪东路7号重庆迎龙化工有限公司B楼4F"
+"College of Computer Science, Sichuan Normal University, Sichuan, China",30.631341,104.081091,"Hongyi Rd, JiuYan Qiao, Chenghua, Chengdu Shi, Sichuan Sheng, China, 610014"
+"NOVA LINCS, Faculty of Science and Technology, Universidade Nova de Lisboa, Lisboa, Portugal",38.733682,-9.160333,"1070 Lisbon, Portugal"
+"Key Laboratory of Intelligent Control and Decision of Complex System, Beijing Institute of Technology, Beijing 100081, P. R. China",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"INRIA Sophia Antipolis, STARS group 2004 route des Lucioles - BP93 06902 Sophia Antipolis Cedex - France",43.6158131,7.068379999999999,"2004 Route des Lucioles, 06902 Valbonne, France"
+"University of Oregon, USA",44.0448302,-123.0726055,"1585 E 13th Ave, Eugene, OR 97403, USA"
+"Guizhou Financial Institute, Guiyang, China",26.37902,106.638986,"Huayan Rd, Huaxi Qu, Guiyang Shi, Guizhou Sheng, China, 550025"
+"Sinhgad Academy of Engg, Kondhwa, India",18.442775,73.8955786,"Sinhgad academy of engineering, Sinhgad Kondwa, Danny Mehata Nagar, Kondhwa, Pune, Maharashtra 411048, India"
+"Institut Telecom, Telecom Paris, LTCI, France",48.8262943,2.3464188,"46 Rue Barrault, 75013 Paris, France"
+"VU Amsterdam, Van der, Amsterdam, The Netherlands",52.3337568,4.8657199,"De Boelelaan 1105, 1081 HV Amsterdam, Netherlands"
+"MIT, USA",42.360091,-71.09416,"77 Massachusetts Ave, Cambridge, MA 02139, USA"
+"Key Laboratory of Computer Vision and System, Tianjin University of Technology Ministry of Education, Tianjin, China",39.107586,117.176226,"China, Tianjin, Nankai, Beiyang Rd, 天津大学第25教学楼B区"
+"College of Engineering, Pune, India",18.5292893,73.8565481,"Wellesley Rd, Shivajinagar, Pune, Maharashtra 411005, India"
+"IN, United States",37.09024,-95.712891,United States
+"Netflix, Los Gatos, CA, USA",37.2571032,-121.9641779,"121 Albright Way, Los Gatos, CA 95032, USA"
+"Anna University of Technology, Coimbatore, India",11.0425189,76.88607730000001,"Maruthamalai Main Road, Navavoor, Coimbatore(Dt), Tamil Nadu 641046, India"
+"University of Alcalá, Alcalá de Henares, SPAIN",40.4824722,-3.3628674,"Plaza de San Diego, s/n, 28801 Alcalá de Henares, Madrid, Spain"
+"Computer Science and Engineering, National Institute of Technology Durgapur, Durgapur, India",23.5476728,87.2931389,"Mahatma Gandhi Rd, A-Zone, Durgapur, West Bengal 713209, India"
+"Hospital Clinic Universitat de Barcelona, Barcelona, Spain",41.3895158,2.1522994,"Carrer de Villarroel, 170, 08036 Barcelona, Spain"
+"Wuhan University of Science and Technology, Wuhan, P. R. China, 430081",30.621883,114.370852,"China, Hubei, Wuhan, Qingshan, 和平大道947号"
+"Jiangxi Manufacturing Technology College, Nanchang, China",28.649115,115.937996,"168 Shanghai S Rd, Qingyunpu Qu, Nanchang Shi, Jiangxi Sheng, China, 330000"
+"Inst. of Digital Commun., Edinburgh Univ., UK",55.9445158,-3.1892413,"Old College, South Bridge, Edinburgh EH8 9YL, UK"
+Finland,61.92410999999999,25.7481511,Finland
+"Shanghai, China",31.2303904,121.4737021,"Shanghai, China"
+"Yahoo Research, New York City, NY, USA",40.7127753,-74.0059728,"New York, NY, USA"
+"Centre for Artificial Intelligence, University of Technology Sydney Ultimo, NSW, Australia",-33.8832376,151.2004942,"15 Broadway, Ultimo NSW 2007, Australia"
+"Telecom-Bretagne, Brest - France",48.35820649999999,-4.5703774,"655 Avenue du Technopôle, 29280 Plouzané, France"
+"State University of New York, Stony Brook, NY11794-4400, USA. E-MAIL: wbzhang2k@hotmail.com",40.9123761,-73.1233889,"100 Nicolls Rd, Stony Brook, NY 11794, USA"
+"College of Science Shengyang, Ligong University, Shenyang, 110159, China",41.788017,123.3989321,"72 Minzhu Rd, TaiYuan Jie ShangQuan, Heping Qu, Shenyang Shi, Liaoning Sheng, China, 110016"
+"London Univ., UK",51.5229378,-0.1308206,"Senate House, Malet St, Bloomsbury, London WC1E 7HU, UK"
+"University of Chinese Academy Sciences, Beijing, China",39.98177,116.330086,"China, Beijing, Haidian, Zhongguancun South 1st Alley, 中关村南一条"
+"SIAT at Chinese Academy of Sciences, China",35.86166,104.195397,China
+"Kyungpook National University, 1370 Sankyuk-Dong, Buk-Gu, Taegu 702-701, Republic of Korea",35.888836,128.6102997,"80 Daehak-ro, Sangyeok 3(sam)-dong, Buk-gu, Daegu, South Korea"
+"Institute of Information on Traditional Chinese Medicine, China Academy of Chinese Medical Sciences, Beijing, China",39.939,116.426567,"China, Beijing, Dongcheng, Dongzhimen S Alley, 东直门内南小街16"
+"Los Alamos National Laboratory Los Alamos, NM 87545, USA",35.8440582,-106.287162,"New Mexico 87545, USA"
+"University of Sichuan, Chengdu, China",30.649512,104.188179,"China, Sichuan, Chengdu, Longquanyi, 十陵镇"
+"College of Communication and Information Engineering, Xi'an University of Science and Technology, China",34.367486,109.190812,"Zhiyang Rd, Lintong Qu, Xian Shi, Shaanxi Sheng, China"
+"Delhi Technological University, Delhi, India",28.7500749,77.11766519999999,"Bawana Rd, Delhi Technological University, Shahbad Daulatpur Village, Rohini, Delhi, 110042, India"
+"PA, 15213, USA",40.4379259,-79.9556424,"Pittsburgh, PA 15213, USA"
+"University of Science and Technology Beijing, Beijing 100083, China",39.989458,116.356945,"30 Xueyuan Rd, Haidian Qu, Beijing Shi, China, 100083"
+"University of Calcutta, Kolkata, India",22.5750862,88.3629188,"87, 1, College St, Calcutta University, College Square, Kolkata, West Bengal 700073, India"
+"The Pennsylvania State University, 450 Moore Building, University Park, PA 16802, USA",40.7988198,-77.8689849,"State College, PA 16801, USA"
+"State Post Bureau Safety Supervision Center, Beijing, 100091, China",39.90419989999999,116.4073963,"Beijing, China"
+"University of Buckingham, Buckingham, MK18 1EG, UK. harin.sellahewa@buckingham.ac.uk",51.9961738,-0.9918690000000001,"Yeomanry House, Hunter St, Buckingham MK18 1EG, UK"
+"Temple Univ., Philadelphia",39.9811935,-75.1553512,"1801 N Broad St, Philadelphia, PA 19122, USA"
+"Centro de Visión Por Computador-Edificio O, Universidad Autónoma de Barcelona, Bellaterra, Spain",41.5008957,2.111553,"Campus UAB, Edifici O, s/n, 08193 Cerdanyola del Vallès, Barcelona, Spain"
+"University of São Paulo, Avenida Trabalhador São-carlense, 400, São Carlos, Brazil",-22.0027046,-47.8986178,"Av. Trab. São Carlense, 400 - Parque Arnold Schimidt, São Carlos - SP, 13566-590, Brazil"
+"Christ University, Bengaluru, India",12.9344074,77.6060761,"Hosur Main Road, Bhavani Nagar, Suddagunte Palya, Bengaluru, Karnataka 560029, India"
+"Faculty of Technical Sciences, Novi Sad, Serbia",45.2461012,19.8516968,"Trg Dositeja Obradovića 6, Novi Sad 106314, Serbia"
+"University of California Riverside, Riverside",33.9737055,-117.3280644,"900 University Ave, Riverside, CA 92521, USA"
+"Faculty of Science, Qiqihar University, 161006, China",47.353949,123.9289109,"China, Heilongjiang, Qiqihar, Jianhua, 劳动湖"
+"Applied Research Group, Satyam Computer Services Ltd, 3rd Floor, SID Building, IISc Campus, Bangalore - 12, India",13.0138456,77.5703108,"Third Floor, SID Building, Indian Institute of Science, Bengaluru, Karnataka 560012, India"
+"University of Kansas, Lawrence, KS, USA",38.9543439,-95.2557961,"1450 Jayhawk Blvd, Lawrence, KS 66045, USA"
+"Laboratory of Automated Queuing Systems and Signal Processing, V. A. Trapeznikov Institute of Control Sciences of the Russian Academy of Sciences, Moscow, Russia",55.651142,37.53772,"Profsoyuznaya Ulitsa, 65, Moskva, Russia, 117342"
+"Hebei University of Technology, Tianjin, China",39.179635,117.165882,"8 Dingzigu 1st Rd, Hongqiao Qu, China, 300131"
+China,35.86166,104.195397,China
+"China University of Geosciences, Wuhan, 430074, P. R. China",30.516496,114.401994,"China, Hubei, Wuhan, Hongshan, Lumo Rd, 388号中国地质大学东区"
+"Engineering &amp; Research Center of E-learning, Changchun, China",43.817071,125.323544,"Changchun, Jilin, China"
+"GRIMAAG, University of the Antilles and Guyane, Pointe-à-Pitre , France",16.2242724,-61.52893249999999,"Fouillole, Pointe-à-Pitre 97157, Guadeloupe"
+"EURECOM Sophia Antipolis, France",43.614386,7.071124999999999,"Campus SophiaTech, 450 Route des Chappes, 06410 Biot, France"
+"North Carolina A&amp;T State University, Greensboro, NC 27411, USA",36.0721142,-79.7744842,"120, Gibbs Hall, 1601 E Market St, Greensboro, NC 27411, United States"
+"PSG College of Technology, Coimbatore, India",11.0246887,77.0021273,"Avinashi Rd, Peelamedu, Coimbatore, Tamil Nadu 641004, India"
+"Institute of Statistics Science, Huazhong Agricultural University, Wuhan, China",30.475126,114.353035,"China, Hubei, Wuhan, Hongshan, 南湖路"
+"Seokyeong University, Seoul, Republic of Korea",37.615095,127.0131113,"124 Seogyeong-ro, Jeongneung-dong, Seongbuk-gu, Seoul, South Korea"
+"Machine Intelligence and Robotics Research Group, Pontifícia Universidade Católica do Rio Grande do Sul Av. Ipiranga, 6681, Porto Alegre, RS, 90619-900, Brazil",-30.0593446,-51.1734912,"Av. Ipiranga, 6681 - Partenon, Porto Alegre - RS, 90619-900, Brazil"
+"Guangdong Provincial Key Lab of Robotics and Intelligent System Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences Shenzhen, China",22.543096,114.057865,"Shenzhen, Guangdong, China"
+"National University of Computer and Emerging Sciences, Pakistan",31.4812031,74.30314109999999,"Block B Faisal Town, Lahore, Punjab, Pakistan"
+"Nizhny Novgorod State Linguistic University, Nizhny Novgorod, Russia",56.3244285,44.0286291,"Minina Street, 31А, Nizhnij Novgorod, Nizhegorodskaya oblast', Russia, 603155"
+"University of Leeds Leeds, UK",53.8066815,-1.5550328,"Leeds LS2 9JT, UK"
+"Virtual Humans Simulation Lab, Pontifical Catholic University of Rio Grande do Sul, Porto Alegre, Brazil",-30.0593446,-51.1734912,"Av. Ipiranga, 6681 - Partenon, Porto Alegre - RS, 90619-900, Brazil"
+"Macquarie University, NSW, Australia",-33.77382370000001,151.1126498,"Balaclava Rd, Macquarie Park NSW 2109, Australia"
+"University of New Orleans, New Orleans, LA70148, U.S.A",30.0285959,-90.0660365,"2000 Lakeshore Dr, New Orleans, LA 70148, USA"
+"Bahria University, Islamabad, Pakistan",33.7157446,73.0294124,"Sector E-8، Shangrilla Rd, E 8/1 E-8, Islamabad, Islamabad Capital Territory, Pakistan"
+"College of Computer and Communication Engineering, China University of Petroleum, Qingdao, China",35.93834,120.175221,"Zhiyuan Rd, Huangdao Qu, Qingdao Shi, Shandong Sheng, China"
+"Beijing Key Laboratory of Digital Media, Beihang, University, Beijing 100191, China",39.984492,116.348175,"Xiaoyuan N Rd, WuDaoKou, Haidian Qu, Beijing Shi, China"
+"Lawrence Livermore National Laboratory, Computational Engineering Division, Livermore, CA USA",37.6869634,-121.7058752,"7000 East Ave, Livermore, CA 94550, USA"
+"Hong Kong Polytech. Univ., China",22.3045719,114.1795642,"11號 Yuk Choi Rd, Hung Hom, Hong Kong"
+"Karadeniz Technical University, Trabzon, Turkey",40.9898738,39.7713825,"Üniversite Mahallesi, Karadeniz Teknik Üniversitesi Eczacılık Fakültesi, 61000 Ortahisar/Trabzon, Turkey"
+"SGB Amravati University, Amravati (M.S.), India",20.9369598,77.804813,"Camp Area, Near Tapovan Gate, Amravati, Maharashtra 444602, India"
+Toyohashi University of Technology,34.7017563,137.4086346,"Hibarigaoka-1−１ Tenpakucho, Toyohashi, Aichi Prefecture 441-8580, Japan"
+"Capital University of Economics and Business, Beijing, P.R. China",39.841171,116.316447,"121 Shoujingmao S Rd, Huaxiang, Fengtai Qu, Beijing Shi, China, 100070"
+"Alpha College of Engineering, Chennai, TN India",13.0548274,80.0689539,"34, Udayavar, Thirumazhisai, Koil St, Poonamallee, Chennai, Tamil Nadu 600124, India"
+"RCC Institute of Information Technology, Kolkata, India",22.5593193,88.3967223,"Canal S Rd, Beleghata, Kolkata, West Bengal 700015, India"
+"Jawaharlal Nehru University, New Delhi, India",28.540214,77.1661949,"New Mehrauli Road, Delhi 110067, India"
+ACL Laboratory at Sharif University of Technology,35.7036366,51.351593,خیابان آزادی، تهران بزرگ،، Iran
+"IBM Research India, New Delhi, India",28.543288,77.148184,"ISID Campus, Plot No. 4, Block C, Institutional Area, Vasant Kunj, New Delhi, Delhi 110070, India"
+"Yahoo Research, USA",32.970001,-96.7054311,"1680 N Glenville Dr # 100, Richardson, TX 75081, USA"
+"Tamaki Campus, The University of Auckland, 1142, New Zealand",-36.8523378,174.7691073,"Auckland 1010, New Zealand"
+"Embedded Systems Research Group, The University of Auckland, Auckland, New Zealand",-36.8560478,174.7664067,"UniServices House, Level, 6/70 Symonds St, Grafton, Auckland 1010, New Zealand"
+"Shanghai Advanced Research Institute, CAS, Shanghai, China",31.2303904,121.4737021,"Shanghai, China"
+"L3i Laboratory, La Rochelle University, Rochelle, France",46.1464423,-1.1570872,"Avenue Michel Crépeau, 17042 La Rochelle, France"
+"Chongqing Institute of Green and Intelligent Technology, CAS, Chongqing, 400714",29.801285,106.54458,"266 Fangzheng Ave, Beibei Qu, Chongqing Shi, China, 401120"
+"International Islamic University Chittagong, Bangladesh",22.4964732,91.7210351,"Kumira 4318, Bangladesh"
+"King Mongkut's University of Technology Thonburi, Bangkok, Thailand",13.6510248,100.4953802,"126 Pracha Uthit Rd, Khwaeng Bang Mot, Khet Thung Khru, Krung Thep Maha Nakhon 10140, Thailand"
+"University of Tulsa, Tulsa, USA",36.1519879,-95.946,"800 S Tucker Dr, Tulsa, OK 74104, USA"
+"Dr.G.R.Damodaran College of Science, Coimbatore",11.0350625,77.0294756,"Avinashi Rd, Civil Aerodrome Post, Peelamedu, Coimbatore, Tamil Nadu 641014, India"
+"University of Calcutta, Kolkata, India",22.5750862,88.3629188,"87, 1, College St, Calcutta University, College Square, Kolkata, West Bengal 700073, India"
+"Chengdu University of Information Technology, Chengdu, China, 610225",30.583053,103.99106,"24 Xuefu Rd 1st Section, 西南航空港经济开发区 Chengdu Shi, Sichuan Sheng, China, 610225"
+"Polytechnic School, University of Alcalá, Madrid, Spain",40.5469202,-3.691551,"C/ Francisco Tomás y Valiente, 11 Universidad Autónoma de Madrid, Campus de Cantoblanco, Autonomous University of Madrid, 28049 Madrid, Spain"
+"Nokia Technologies, Tampere, Finland",61.4977524,23.7609535,"Tampere, Finland"
+"University at Buffalo-State University of New York, Buffalo, NY, USA",42.9533594,-78.8182506,"3435 Main St # 250, Buffalo, NY 14214, USA"
+"Boston, USA",42.3600825,-71.0588801,"Boston, MA, USA"
+"IIT Madras, Adyar, Chennai, Tamil Nadu, India",12.9914929,80.2336907,"Indian Institute Of Technology, Chennai, Tamil Nadu, India"
+"University of Electronic Science and Technology of China (UESTC), Chengdu, 610054, China P.R.C",30.672721,104.098806,"2 Jianshe North Rd 2nd Section, Jianshe Road, Chenghua Qu, Chengdu Shi, Sichuan Sheng, China, 610054"
+"Nanjing University of Science & Technology, Nanjing, People’s Republic of China",32.035225,118.855317,"China, Jiangsu, Nanjing, Xuanwu, 中山门外大街"
+"University of N&#x00EE;mes, France",46.227638,2.213749,France
+"Future Institute of Engineering and Management, Kolkata -700150, India",22.443393,88.41543399999999,"Sonarpur Station Road, Mission Pally, Narendrapur, Kolkata, West Bengal 700150, India"
+"Computational Science Center, Brookhaven National Laboratory, Upton, NY, USA",40.8670315,-72.8772707,"735 Brookhaven Ave, Upton, NY 11973, USA"
+"Guangzhou 510275, China",23.0977205,113.2979245,"Binjiang Road, Haizhu, Guangzhou, Guangdong, China, 510275"
+"Indiana University-Purdue University Indianapolis, Indianapolis, IN 46202, USA",39.7738832,-86.1763393,"420 University Blvd, Indianapolis, IN 46202, USA"
+"University of California at Irvine, Irvine",33.6404952,-117.8442962,"Irvine, CA 92697, USA"
+"Integrated Circuits and Electronics Laboratory, Aarhus University, Denmark",56.1681384,10.2030118,"Nordre Ringgade 1, 8000 Aarhus C, Denmark"
+"Bogaziçi University, Bebek, Istanbul, Turkey hamdi.dibeklioglu@cmpe.boun.edu.tr",41.0847571,29.0510399,"Bebek Mh., 34342 Beşiktaş/İstanbul, Turkey"
+"BioCom - Bioinspired Computing Laboratory, University of Sao Paulo, Brazil",-23.5613991,-46.7307891,"São Paulo - State of São Paulo, Brazil"
+"Rose-Hulman Inst. of Technol., Terre Haute, IN, USA",39.4828386,-87.3240403,"5500 Wabash Ave, Terre Haute, IN 47803, USA"
+"University of Buckingham, Buckingham, MK18 1EG, UK. harin.sellahewa@buckingham.ac.uk",51.9961738,-0.9918690000000001,"Yeomanry House, Hunter St, Buckingham MK18 1EG, UK"
+"Institut TELECOM; TELECOM Lille 1, France",50.6103822,3.1349625,"Rue Guglielmo Marconi, 59650 Villeneuve-d'Ascq, France"
+"RK University, Rajkot, India",22.2403032,70.90085460000002,"Bhavnagar Highway Kasturbadham, Rajkot, Gujarat 360020, India"
+"Kyungpook National University, Buk-gu, Daegu, The Republic of Korea",35.888836,128.6102997,"80 Daehak-ro, Sangyeok 3(sam)-dong, Buk-gu, Daegu, South Korea"
+"Union Visual Innovation Technology Co., Ltd., Shenzhen, China",22.543096,114.057865,"Shenzhen, Guangdong, China"
+"E.T.S. Ingenieros Industriales, Universidad de Castilla-La Mancha Campus Universitario, Ciudad Real, Spain",38.99404390000001,-3.9204979,"Avda. Camilo José Cela, s/n, 13071 Ciudad Real, Cdad. Real, Spain"
+"Centre de D&#x00E9;veloppement des Technologies Avanc&#x00E9;es, Algeria",36.689487,2.981877,"CDTA Cité, 20 Août 1956, Baba Hassen، 16081, Algeria"
+"INRIA/Ecole Normale Supérieure, Paris",48.8422058,2.3451689,"45 Rue d'Ulm, 75005 Paris, France"
+"Algılayıcılar, Görüntü ve Sinyal İşleme Grubu, HAVELSAN A.Ş. Ankara, Türkiye",39.9333635,32.8597419,"Ankara, Turkey"
+"Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA",42.3362325,-71.1065443,"75 Francis St, Boston, MA 02115, USA"
+"Wrocław University of Technology, Wrocław, Poland",51.1073907,17.0619712,"wybrzeże Stanisława Wyspiańskiego 27, 50-370 Wrocław, Poland"
+"State Key Laboratory of Smart Grid Protection and Control, Nanjing, China",32.060255,118.796877,"Nanjing, Jiangsu, China"
+"Nanjing Forestry University and Shandong University, Jinan, China",32.060255,118.796877,"Nanjing, Jiangsu, China"
+"Shanghai Jiao Tong University & Alibaba Group, Shanghai, China",31.0252201,121.4337784,"China, Shanghai, Minhang, 东川路 邮政编码: 200240"
+"YCCE Nagpur, India",21.0944477,78.9783831,"Wanadongri ct, Wanadongri, Maharashtra 441110, India"
+"Research Center for Smart Tourism Technology Application and Innovation, Sichuan Tourism University, Chengdu, China",30.578908,104.27712,"459 Hongling Rd, Longquanyi Qu, Chengdu Shi, Sichuan Sheng, China"
+"University of Mysore, Mysore, India",12.307992,76.638921,"Krishnaraja Boulevard Road, K.G Koppal, Mysuru, Karnataka 570006, India"
+"Poojappura Trivandrum, India",8.4916137,76.97870759999999,"Poojapura, Thiruvananthapuram, Kerala, India"
+"M.S. Ramaiah Inst. of Tech., Bangalore-560054, India",13.0304619,77.5646862,"MSRIT Post, M S Ramaiah Nagar, MSR Nagar, Bengaluru, Karnataka 560054, India"
+"Sichuan University Chengdu, China",30.663964,104.071022,"China, Sichuan, Chengdu, Qingyang, Shuncheng St, 252号顺吉大厦10层B1-B2 邮政编码: 610017"
+"University of Brasilia, Brasília, Brazil",-15.7631573,-47.8706311,"Brasilia - Federal District, 70910-900, Brazil"
+"Rose-Hulman Inst. of Technol., Terre Haute, IN, USA",39.4828386,-87.3240403,"5500 Wabash Ave, Terre Haute, IN 47803, USA"
+"Tianjin University of Technology (TJUT), Tianjin, 300384, China",39.061004,117.142023,"Xiqing, China"
+"Folkhalsan Research Center Helsinki, Finland",60.1871945,24.9138332,"Topeliuksenkatu 20, 00250 Helsinki, Finland"
+"CSE, SUNY at Buffalo, USA and Southeast University, China",43.0027625,-78.7874198,"Davis Hall, #338, Buffalo, NY 14260, USA"
+"Beijing Institute of Technology, Beijing 100081, CHINA. xushuang@bit.edu.cn",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"Engineering Research Center of Wideband Wireless Communication Technique, Ministry of Education, Nanjing University of Posts and Telecommunications, Nanjing 210003, China",32.08025800000001,118.768159,"38 Guangdong Rd, Gulou Qu, Nanjing Shi, Jiangsu Sheng, China, 210028"
+"Eastman Kodak Company, Rochester, NY, USA",43.1608057,-77.61967109999999,"343 State St, Rochester, NY 14650, USA"
+"Cisco Systems Inc., Bengaluru, India",12.930671,77.6913747,"Salarpuria Hallmark Bldg A 133, Kadubeesanhalli, Panatoor Gram Panchayat, Outer Ring Road, Devarabisanahalli, Bellandur, Bengaluru, Karnataka 560103, India"
+"Key Laboratory of Educational Informatization for Nationalities, Yunnan Normal University, Kunming, China",25.055125,102.696888,"298 Yi'eryi St, Wuhua Qu, Kunming Shi, Yunnan Sheng, China, 650031"
+"Tata Consultancy Services Ltd., TCS Research & Innovation, Kolkata, India",22.5861287,88.4887248,"1A, Action Area II, Newtown, Kolkata, West Bengal 700156, India"
+"Yunnan Minzu University, Kunming, People’s Republic of China",24.840109,102.849645,"Chenggong, Kunming, China"
+"Indian Institute of Technology (B.H.U.), Varanasi-221005, India",25.2623247,82.98937350000001,"IIT-BHU, Banaras Hindu University Campus, Uttar Pradesh 221005, India"
+"Library, Zhejiang Wanli University, Ningbo, China",29.819014,121.567337,"8 Qianhu S Rd, Yinzhou Qu, Ningbo Shi, Zhejiang Sheng, China, 315000"
+"Ume&#229; University, SE-901 87 Ume&#229;, Sweden",63.82022240000001,20.3054461,"Postadress:, 901 87 Umeå, Sweden"
+"Central China Normal University, Wuhan, China",30.518801,114.358401,"152 Luoyu Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430072"
+"Manipal Institute of Technology, Manipal University, Karnataka-576104, India",13.3525321,74.79282239999999,"Udupi - Karkala Rd, Eshwar Nagar, Manipal, Karnataka 576104, India"
+"&#x00C9;cole Polytechnique F&#x00E9;d&#x00E9;rale de Lausanne (EPFL), Computer Vision Laboratory, Switzerland",46.5190557,6.5667576,"Route Cantonale, 1015 Lausanne, Switzerland"
+"PRIS Lab of Beijing University of Posts and Telecommunications, Beijing 100876; Chongqing Three Gorges University, Chongqing 404000. E-mail: niexf@tom.com",39.962796,116.358103,"10 Xitucheng Rd, BeiTaiPingZhuang, Haidian Qu, Beijing Shi, China, 100876"
+"Telecommunications and IT, University Politehnica Bucharest, Romania",44.4337844,26.0575959,"Complex studențesc Leu, corp A, B, Bulevardul Iuliu Maniu 1-3, București 061071, Romania"
+"Institut TELECOM ; Telecom Lille 1, LIFL (UMR USTL/CNRS 8022), France",50.6103822,3.1349625,"Rue Guglielmo Marconi, 59650 Villeneuve-d'Ascq, France"
+"Jiangsu Province Traditional Chinese Medicine Hospital, Nanjing, China",32.041842,118.774902,"155 Hanzhong Rd, Bai Xia Qu, Nanjing Shi, Jiangsu Sheng, China, 210004"
+"Rajeev Gandhi Memorial College of Engineering & Technology, Nandyal, AP, India, 518001",15.5042936,78.37750249999999,"Nerawada 'X' Roads, Kurnool District, Nandyal, Andhra Pradesh 518501, India"
+"University of Sharjah, Sharjah, United Arab Emirates",25.2867708,55.4783714,University City Rd - Sharjah - United Arab Emirates
+"Gazi University Ankara, Turkey",39.94202190000001,32.823005,"Emniyet mah, Gazi Üniversitesi Rektörlüğü Teknik okulları, 06560 Yenimahalle/Ankara, Turkey"
+"FEECS, Technical University of Ostrava, Ostrava-Poruba, Czech Republic",49.8318228,18.1609442,"Studentská 6184/15, 708 00 Ostrava-Poruba, Czechia"
+"JNTU College of Engineering, Kakinada, India",16.9814788,82.2407284,"Jawaharlal Nehru Technological University, Kakinada, Andhra Pradesh 533003, India"
+"Telecommunications and IT University “Politehnica” of Bucharest, Romania",44.4386064,26.0494925,"Splaiul Independenței 313, București 060042, Romania"
+"The State Key Laboratory of High-end Server and Storage Technology, Jinan, China",36.6512,117.120095,"Jinan, Shandong, China"
+"Universitat Politcnica de Catalunya, EU, Spain",41.388004,2.1132804,"Campus Nord, Carrer de Jordi Girona, 1, 3, 08034 Barcelona, Spain"
+"University of Rhode Island, Kingston, RI, 02881",41.4860647,-71.5308537,"45 Upper College Rd, Kingston, RI 02881, USA"
+"Hanshin University, Osan, Republic of Korea",37.1933281,127.0225987,"137 Hanshindae-gil, Sema-dong, Osan, Gyeonggi-do, South Korea"
+"S.J.B. Institute of Technology, Bangalore, India",12.8998841,77.49578819999999,"No.67, Uttarahalli Main Road, Kengeri, BGS Health & Education City, Bengaluru, Karnataka 560060, India"
+"Xi'an Institute of Optics and Precision Mechanics &Chinese Academy of Sciences, Xi'an, China",34.16673110000001,108.8582546,"17 Xinxi Ave, Changan Qu, Xian Shi, Shaanxi Sheng, China"
+"Rayat & Bahra College of Engg. & Bio-Tech, Kharar, India",30.78094239999999,76.6192274,"V.P.O. Sahauran, Tehsil Kharar, Distt. Mohali, Kharar, Punjab 140104, India"
+"Beijing Jiatong University, China",39.952371,116.347005,"China, Beijing, Haidian, 交大东路"
+"Dynamixyz, Rennes, France",48.12746,-1.6260142,"3 Av. de Belle Fontaine, 35510 Cesson-Sévigné, France"
+"University of Calcutta, Kolkata, India",22.5750862,88.3629188,"87, 1, College St, Calcutta University, College Square, Kolkata, West Bengal 700073, India"
+"Informatics and Telematics Institute, Centre for Research and Technology Hellas, 1st Km Thermi-Panorama Rd, Thessaloniki 57001, Greece. filareti@iti.gr",40.5667611,22.9980147,"Thermi 570 01, Greece"
+"College of Information and Control Engineering, China University of Petroleum(East China), Qingdao, China",36.067108,120.382609,"Qingdao, Shandong, China"
+"LBS Institute of Technology for Women, Poojapura, Trivandrum, Kerala",8.4909689,76.9724786,"Vazhuthacaud - Poojappura Rd, Near Central Jail, Poojapura, Thiruvananthapuram, Kerala 695012, India"
+"Centre for Quantum Computation &amp; Intelligent Systems, and the Faculty of Engineering and Information Technology, University of Technology, Sydney, 235 Jones Street, Ultimo, NSW 2007, Australia",-33.8840299,151.199234,"Building 11 University of Technology Sydney 81, Broadway, Ultimo NSW 2007, Australia"
+"Electronics and Information, Guangxi University",22.8376,108.289839,"Chongwen Rd, Xixiangtang Qu, Nanning Shi, Guangxi Zhuangzuzizhiqu, China, 530001"
+"University of Alabama at Birmingham, USA",33.5021227,-86.8064447,"1720 2nd Ave S, Birmingham, AL 35294, USA"
+"Indian Institute of Technology Kharagpur, Kharagpur, West Bengal, India",22.3149274,87.31053109999999,"Kharagpur, West Bengal 721302, India"
+"Networking Biomedical Research Center on Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN), Barcelona, Spain",41.3850639,2.1734035,"Barcelona, Spain"
+"Infotech Oulu, Oulu Univ., Finland",65.0593177,25.4662935,"Pentti Kaiteran katu 1, 90014 Oulu, Finland"
+"Faculty of Mathematics, Complutense University of Madrid, Madrid, Spain",40.4494588,-3.7258568,"Plaza Ciencias, 3, 28040 Madrid, Spain"
+"PEC University of Technology, Chandigarh-160012, India",30.7672804,76.78698349999999,"Vidya Path, Sector 12, Chandigarh, 160012, India"
+"INRIA Rhone Alpes, Grenoble 38334, France",45.217886,5.807369,"655 Avenue de l'Europe, 38330 Montbonnot-Saint-Martin, France"
+"The University of Texas Southwestern Medical Center, Dallas, TX, USA",32.812093,-96.8401694,"5323 Harry Hines Blvd, Dallas, TX 75390, USA"
+"University of Science & Technology, Bannu, Pakistan",33.0282503,70.70049139999999,"Bannu, Khyber Pakhtunkhwa, Pakistan"
+DELPHI Automotive,42.6014462,-83.1619226,"5725 Delphi Dr, Troy, MI 48098, USA"
+"University of California at Irvine, Irvine, CA, USA",33.6404952,-117.8442962,"Irvine, CA 92697, USA"
+"INRIA Sophia Antipolis - Méditerranée. 2004 Route des Lucioles - BP93, Sohpia Antipolis, 06902, France",43.6158131,7.068379999999999,"2004 Route des Lucioles, 06902 Valbonne, France"
+"DIEI, University of Cassino and of Southern Lazio, Via G. Di Biasio 43, (FR) - Italy",41.471875,13.828328,"Viale dell'Università, 03043 Cassino FR, Italy"
+"The Johns Hopkins University, Baltimore, MD 21218, USA",39.3299013,-76.6205177,"Baltimore, MD 21218, USA"
+"Netflix, Los Gatos, CA, USA",37.2571032,-121.9641779,"121 Albright Way, Los Gatos, CA 95032, USA"
+"Joondalup WA 6027, Australia",-31.745,115.766111,"Joondalup WA 6027, Australia"
+"Macquarie University, NSW, Australia",-33.77382370000001,151.1126498,"Balaclava Rd, Macquarie Park NSW 2109, Australia"
+"Research Laboratories, Eastman Kodak Company, Rochester, New York 14650-1816",43.1608057,-77.61967109999999,"343 State St, Rochester, NY 14650, USA"
+"College of Information Science and Technology, Nanjing Agricultural University, Nanjing, China",32.03341,118.842577,"Jinling Rd, Xuanwu Qu, Nanjing Shi, Jiangsu Sheng, China, 210014"
+"Carlos III University of Madrid (UC3M), Getafe, Spain",40.31705720000001,-3.7274678,"Calle Madrid, 126, 28903 Getafe, Madrid, Spain"
+"Dalian Key Laboratory of Digital Technology for National Culture, Dalian Minzu University, Dalian, China",38.91400300000001,121.614682,"Dalian, Liaoning, China"
+"Sarvajanik College of Engineering and Technology, Surat, India",21.1821465,72.80875979999999,"Dr, R K Desai Marg, Opp. Mission Hospital, Athwalines, Athwa, Surat, Gujarat 395001, India"
+"Tianjin University of Commerce, Tianjin, China",39.1821223,117.1303827,"China, Tianjin, Beichen, Chuiliu Rd, 商业大学"
+"University of Ulsan, 680-749, Republic of Korea",35.5437411,129.2562843,"93 Daehak-ro, Mugeo-dong, Nam-gu, Ulsan, South Korea"
+"University of Rajshahi, Rajshahi, Bangladesh",24.3683017,88.6376927,"Rajshahi University, Administration Building 1, Rajshahi, Bangladesh"
+"University of Jaffna, Sri Lanka",9.684855599999999,80.0220413,"Sir. Pon Ramanathan Road, Thirunelvelly,, Jaffna 40000, Sri Lanka"
+"Kuwait University, Safat, Kuwait",29.3406199,47.9212797,"Jamal Abdul Nasser St, Kuwait"
+"Microsoft Live Labs Research, Redmond",47.64183920000001,-122.1407465,"14865 NE 36th St, Redmond, WA 98052, USA"
+"Anyang Normal University, Anyang, China",36.058736,114.370738,"436 Xiange Ave, Wenfeng Qu, Anyang Shi, Henan Sheng, China"
+"Curtin University GPO Box U1987, Perth, WA 6845",-32.0061951,115.8944182,"Kent St, Bentley WA 6102, Australia"
+"Temple Univ., Philadelphia",39.9811935,-75.1553512,"1801 N Broad St, Philadelphia, PA 19122, USA"
+"College of Information Engineering, Shanghai Maritime University, Shanghai, People’s Republic of China",30.874115,121.905446,"1550 Haigang Ave, Pudong Xinqu, Shanghai Shi, China"
+"Minjiang University, Fuzhou, People’s Republic of China",26.064704,119.169116,"1 Wenxian Rd, Minhou Xian, Fuzhou Shi, Fujian Sheng, China"
+"Robotic Surgery, Kaleida Health Western New York, Buffalo NY 14214 USA",42.9571394,-78.7159126,"2100 Wehrle Dr, Buffalo, NY 14221, USA"
+TX 76201,33.2167226,-97.14132219999999,"Denton, TX 76201, USA"
+"China University of Geosciences, Wuhan, China, 430074",30.516496,114.401994,"China, Hubei, Wuhan, Hongshan, Lumo Rd, 388号中国地质大学东区"
+"Digital Image Processing Laboratory, Islamia College, Peshawar, Pakistan",34.0000461,71.4759682,"Grand Trunk Rd, Rahat Abad, Peshawar, Khyber Pakhtunkhwa, Pakistan"
+"Army Research Laboratory, Adelphi, Maryland, United States of America",39.0298587,-76.9638027,"2800 Powder Mill Rd, Adelphi, MD 20783, USA"
+"Statistical Machine Intelligence &amp; LEarning, 611731, China",30.7598454,103.9705512,"Pixian, Chengdu, Sichuan, China, 611731"
+"University at Buffalo, The State University of New York, Buffalo, NY, USA",43.0008093,-78.7889697,"Buffalo, NY 14260, USA"
+"Dharmsinh Desai University, Nadiad, India",22.6811771,72.87949139999999,"College Rd, Akshar Twp, Nadiad, Gujarat 387001, India"
+"University of New Orleans, LA 70148, U.S.A",30.0285959,-90.0660365,"2000 Lakeshore Dr, New Orleans, LA 70148, USA"
+"University of Califonia, San Diego",32.8800604,-117.2340135,"9500 Gilman Dr, La Jolla, CA 92093, USA"
+"Electronics and Instrumentation Engineering, Seemanta Engineering College, Mayurbhanj, Odisha, India, 757086",22.17084,86.60754910000001,"Mayurvihar, P.O. - Jharpokharia, Dist: Mayurbhanj, Kandalia, Odisha 757086, India"
+"Perth, Western Australia 6012",-32.0135412,115.7634366,"Mosman Park WA 6012, Australia"
+"Xinjiang University, China",43.765047,87.616153,"666 Shengli Rd, Tianshan Qu, Wulumuqi Shi, Xinjiang Weiwuerzizhiqu, China"
+"Central China Normal University, Wuhan, China",30.518801,114.358401,"152 Luoyu Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430072"
+"University of Electronic Science and Technology of China (UESTC), Chengdu, 610054, China P.R.C",30.672721,104.098806,"2 Jianshe North Rd 2nd Section, Jianshe Road, Chenghua Qu, Chengdu Shi, Sichuan Sheng, China, 610054"
+"S.J.B. Inst. of Tech., Bangalore-560060, INDIA",12.8998841,77.49578819999999,"No.67, Uttarahalli Main Road, Kengeri, BGS Health & Education City, Bengaluru, Karnataka 560060, India"
+"Aveiro, Portugal",40.6405055,-8.6537539,"Aveiro, Portugal"
+"Beijing Institute of Technology, Beijing, 100081, P.R. China",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"Trinity College, Dublin, Ireland",53.3437935,-6.254571599999999,"College Green, Dublin 2, Co. Dublin, Ireland"
+"Beijing Innovisgroup Tec Co. LTD, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Southern Illinois University Carbondale, Carbondale, IL, USA",37.7100209,-89.2225941,"1263 Lincoln Dr, Carbondale, IL 62901, USA"
+"Misrimal Navajee Munoth Jain Engineering College, Chennai, India",12.9460255,80.2450236,"Guru Marudhar Kesari Building, Subramanya Nagar St Rd, Thorapakkam, Jyothi Nagar, Chennai, Tamil Nadu 600097, India"
+"IIT, Roorkee, India",29.8648599,77.89657869999999,"Roorkee - Haridwar Highway, Roorkee, Uttarakhand 247667, India"
+"Bangalore University, India",12.9527314,77.5157387,"Gnana Bharathi Campus, Gnana Bharathi Main Rd, Teachers Colony, Nagarbhavi, Bengaluru, Karnataka 560056, India"
+"International Islamic University, Islamabad, Pakistan",33.6593237,73.023753,"H-10, Islamabad, Islamabad Capital Territory 44000, Pakistan"
+"Computational Biomedicine Lab, Univ. of Houston, Houston, TX",29.7199489,-95.3422334,"4800 Calhoun Rd, Houston, TX 77004, USA"
+"University of N&#x00EE;mes, France",46.227638,2.213749,France
+"College of Engineering, Huazhong Agricultural University, Wuhan P.R. China 430070",30.475126,114.353035,"China, Hubei, Wuhan, Hongshan, 南湖路"
+"Kodak Alaris, Inc., Rochester, NY, USA",43.1494914,-77.7355832,"336 Initiative Dr, Rochester, NY 14624, USA"
+"Center for Information Technology, UPES, Dehradun, India",30.317269,78.0277816,"47, 2nd Floor Meedo Complex, Opposite Shivaji Dharamshala, Saharanpur Rd, Saharanpur Chowk, Dehradun, Uttarakhand 248001, India"
+"Hebei University of Technology, Tianjin, China",39.179635,117.165882,"8 Dingzigu 1st Rd, Hongqiao Qu, China, 300131"
+"Siirt University, Siirt, Turkey",37.9360072,41.9403985,"Yeni Mahallesi, Güreş Cad., 56100 Siirt Merkez/Siirt, Turkey"
+"Laboratory of LESIA, University of Biskra, Algeria",34.8455802,5.7481915,"BP 145 RP، بسكرة 07000, Algeria"
+Graduate University of Chinese Academy of Sciences,39.98177,116.330086,"China, Beijing, Haidian, Zhongguancun South 1st Alley, 中关村南一条"
+"Harbin Institute of Technology Shenzhen Graduate School, Shenzhen, China",22.586752,113.96878,"China, Guangdong, Shenzhen, Nanshan, 平山一路"
+"Guangdong Pharmaceutical University, Guangzhou, China",23.055449,113.411846,"280 Daxuecheng Outer Ring E Rd, Panyu Qu, Guangzhou Shi, Guangdong Sheng, China"
+"Shenzhen Academy of Robotics, Shenzhen, China",22.543096,114.057865,"Shenzhen, Guangdong, China"
+"Telecom-Bretagne, Brest - France",48.35820649999999,-4.5703774,"655 Avenue du Technopôle, 29280 Plouzané, France"
+"Srinakharinwirot University, Ongkharak, Thailand",14.1074545,100.9820801,"63 หมู่ที่ 7 Rangsit - Nakhon Nayok Rd, Ongkharak, Ongkharak District, Nakhon Nayok 26120, Thailand"
+"More-Than-One Robotics Laboratory, University of Brunei Darussalam, Brunei Darussalam",4.9754274,114.8960247,"Universiti Brunei Darussalam, Brunei"
+"Faculty of Information Technology, VUT — Brno University of Technology, Brno, Czech Republic",49.226616,16.5966401,"Božetěchova 1/2, 612 00 Brno-Královo Pole, Czechia"
+"Hubei Province Key Laboratory of Intelligent Robot, Wuhan Institute of Technology, 430073, China",30.5020376,114.3901822,"693 Xiongchu Ave, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"Shanghai Institute of Technology, Shanghai, China",30.838077,121.507817,"100 Haiquan Rd, Fengxian Qu, Shanghai Shi, China"
+"Changzhou University, Changzhou, China",31.684237,119.955141,"1 Gehu Middle Rd, Wujin Qu, Changzhou Shi, Jiangsu Sheng, China"
+"Engineering and Technology College, Sichuan Open University, Chengdu, China",30.728862,103.966381,"一 Baiye Rd, Pixian, Chengdu Shi, Sichuan Sheng, China"
+"Fujian Provincial Key Laboratory of Information Processing and Intelligent Control, Fuzhou, China",26.074478,119.296482,"Fuzhou, Fujian, China"
+"College of Computer Science, Inner Mongolia University, Hohhot, China",40.81426099999999,111.689298,"Saihan, Hohhot, Inner Mongolia, China, 010000"
+"BoHai University, JinZhou, China",41.086564,121.118854,"19 Keji Rd, Taihe Qu, Jinzhou Shi, Liaoning Sheng, China, 121000"
+"Kalasalingam University, Krishnankoil, India",9.5747052,77.6798137,"MDR 194, Krishnan Kovil, Tamil Nadu 626126, India"
+"Escuela Politécnica Superior, University of Alcala, Alcalá de Henares, Madrid, Spain",40.5130335,-3.3487276,"Campus Universitario, Ctra. Madrid-Barcelona km, 33, 600, 28805 Alcalá de Henares, Spain"
+"Beijing University of Posts and Telecom., China",39.962796,116.358103,"10 Xitucheng Rd, BeiTaiPingZhuang, Haidian Qu, Beijing Shi, China, 100876"
+3,37.0375471,-95.6372785,"1314 W 7th St, Coffeyville, KS 67337, USA"
+"Bogaziçi University, Bebek, Istanbul, Turkey hamdi.dibeklioglu@cmpe.boun.edu.tr",41.0847571,29.0510399,"Bebek Mh., 34342 Beşiktaş/İstanbul, Turkey"
+"University of Missouri Kansas City, Kansas City, USA",39.0335539,-94.57602589999999,"5100 Rockhill Rd, Kansas City, MO 64110, USA"
+"Signal Processing of Ministry of Education Southeast University, Key Laboratory of Underwater Acoustic, China",35.86166,104.195397,China
+"Fujian Provincial Key Laboratory of Information Processing and Intelligent Control, Minjiang University, Fuzhou, China",26.064704,119.169116,"1 Wenxian Rd, Minhou Xian, Fuzhou Shi, Fujian Sheng, China"
+"Universitat Politècnica de Catalunya, Vilanova i la Geltrú, Spain",41.22311029999999,1.7356471,"Carrer Metaŀlúrgia, 11, 08800 Villanueva y Geltrú, Barcelona, Spain"
+"Faculty of Sciences, University of Novi Sad, Novi Sad, Serbia",45.245411,19.852777,"Trg Dositeja Obradovića 3, Novi Sad 21000, Serbia"
+"Institute of Informatics, UFRGS, Porto Alegre, Brazil",-30.0688963,-51.1206198,"Avenida Bento Gonçalves, 9500 - Agronomia, Porto Alegre - RS, 91509-900, Brazil"
+"Faculty of the Institute of Artificial Intelligence and Robotics, Xi’an Jiaotong University, Xi’an, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"Guangdong Polytechnic Normal University, Guangzhou, China",23.131707,113.371643,"Tianhe Park, Tianhe, Guangzhou, China, 510640"
+"S.J.B. Inst. of Tech., Bangalore - 560060, India",12.8998841,77.49578819999999,"No.67, Uttarahalli Main Road, Kengeri, BGS Health & Education City, Bengaluru, Karnataka 560060, India"
+"Vellore Institute of Technology, Vellore, India",12.972067,79.1595619,"Gorbachev Rd, Vellore, Tamil Nadu 632014, India"
+"National Engineering Research Center for Multimedia Software, China",35.86166,104.195397,China
+"K.U. Leuven, Faculty of Engineering, Center of Processing Speech and Images at the Medical Imaging Research Center, University Hospitals Gasthuisberg, Herestraat 49 - bus 7003, B-3000 Leuven, Belgium",50.8786385,4.671852900000001,"Herestraat 49 - bus 7003, 3000 Leuven, Belgium"
+"University of Nebraska-Lincoln, Lincoln 68503, NE, United States",40.8201966,-96.70047629999999,"1400 R St, Lincoln, NE 68588, USA"
+"University of Mossouri, 65211, USA",38.9331391,-92.3738037,"E2509 Lafferre Hall, Columbia, MO 65211, USA"
+"IBM Research Lab, China",37.211053,-121.8069487,"650 Harry Rd, San Jose, CA 95120, USA"
+"Ames HCI Group, Moffett Field",30.2583281,-81.60224819999999,"6440 Southpoint Pkwy #300, Jacksonville, FL 32216, USA"
+"Computer Center, Russian Academy of Sciences, Moscow, Russia",55.70873899999999,37.5863299,"Leninsky Ave, 37А, Moskva, Russia, 119334"
+"Gazi University, Engineering and Architecture Faculty, 06570 Ankara, Turkey",39.9313785,32.845961,"Eti Mh., Maltepe Mahallesi, Yükseliş Sokak, No:5, Ankara, Turkey"
+"University at Buffalo (SUNY), NY 14260, USA",42.953204,-78.81835149999999,"Buffalo, NY 14260, USA"
+"Engineering, U.E.T Peshawar Mardan Campus, Charsaddah Road Mardan",34.1856024,72.0273113,"Bypass Rd, Mardan, Khyber Pakhtunkhwa 23200, Pakistan"
+"Electronic and Computer Engineering, University of Pretoria, Pretoria, South Africa",-25.7545492,28.2314476,"Lynnwood Rd, Hatfield, Pretoria, 0002, South Africa"
+"Faculty of Computer Science, Benemérita Universidad Autónoma de Puebla, Puebla, Mexico",19.0051844,-98.20441869999999,"Av San Claudio 14 Sur, Cd Universitaria, Cdad. Universitaria, 72592 Puebla, Pue., Mexico"
+1,37.220166,-95.6990574,"612 E Walnut St, Independence, KS 67301, USA"
+"Image Processing and Computer Vision Group, Universidad de Buenos Aires, Argentina",-34.5419202,-58.44227009999999,"Av. Int. Cantilo, Buenos Aires, Argentina"
+"Innopolis University, Kazan, Russia",55.753449,48.74341099999999,"Universitetskaya St, 1, Innopolis, Respublika Tatarstan, Russia, 420500"
+"Speech and Image Processing Research Lab, National Institute of Technology Silchar, 788010, Assam, India",24.7577144,92.79229289999999,"NIT Road, Fakiratilla, Silchar, Assam 788010, India"
+University of São Paulo,-23.5613991,-46.7307891,"São Paulo - State of São Paulo, Brazil"
+"Brunel University London, UB8 3PH, UK",51.5328677,-0.471229,"Kingston Ln, London, Uxbridge UB8 3PH, UK"
+"Anhui University of Technology, Maanshan, China",31.692956,118.510711,"59 Hudong N Rd, Huashan Qu, Maanshan Shi, Anhui Sheng, China, 243000"
+"Computer Science, King Mongkut's University of Technology Thonburi, Bangkok, Thailand",13.2311474,100.9584579,"Bang Phra, Si Racha District, Chon Buri 20110, Thailand"
+"National Institute of Technology Silchar, India",24.7577144,92.79229289999999,"NIT Road, Fakiratilla, Silchar, Assam 788010, India"
+"Guizhou Normal University, Guiyang, China",26.5869154,106.7227525,"116 Baoshan N Rd, Yunyan Qu, Guiyang Shi, Guizhou Sheng, China, 550000"
+"Treelogic, Technological Scientific Park of Asturias, Llanera, Spain",43.421881,-5.820168,"Parque Tecnológico de Asturias, parcela 30, 33428, Asturias, Spain"
+"Information Technology and Engineering, University of Ballarat, Australia",-37.626441,143.8910952,"University Dr, Mount Helen VIC 3350, Australia"
+University of Sao Paulo,-23.5613991,-46.7307891,"São Paulo - State of São Paulo, Brazil"
+"Electrical Engineering and Computer Science, Queens University Belfast, BT7 1NN, UK",54.581827,-5.9374652,"18 Malone Rd, Belfast BT9 6RT, UK"
+"Indian Institute of Information Technology Chittoor, Sri City, A.P., India",13.5568171,80.0261283,"630 Gnan Marg, Sri City, Andhra Pradesh 517646, India"
+"Southwest Petroleum University, Chengdu, China",30.821792,104.183563,"8 Xindu Ave, Xindu Qu, Chengdu Shi, Sichuan Sheng, China"
+"Institute of Automation, Chinese Academy of Sciences & Boomhope Information and Technology Co., Ltd, Beijing, China",39.979456,116.3284567,"China, Beijing, Haidian, Zhongguancun South 3rd St, 中关村"
+"Air Force Engineering University, Xi’an, China",34.273797,109.036171,"Baqiao, Xi'an, Shaanxi, China"
+"Khalifa University of Science Technology & Research, Sharjah, United Arab Emirates",24.4473556,54.3949088,Abu Dhabi - United Arab Emirates
+"University of Pannonia, H-8200 Veszprém Egyetem u. 10., czuni@almos.vein.hu",47.0879055,17.9081616,"Veszprém, Egyetem u. 10, 8200 Hungary"
+"Institute of Image & Graphic, Chengdu, 610064, China",30.6360596,104.0909334,"Wuhou, Chengdu, Sichuan, China, 610064"
+"Chongqing Vocational College of Transportation, Chongqing, 402247, China",29.407238,106.276214,"Jiangjin, Chongqing, China"
+"Boğaziçi University, Istanbul, Turkey",41.0847571,29.0510399,"Bebek Mh., 34342 Beşiktaş/İstanbul, Turkey"
+"Alibaba Group R&D, Hangzhou, P.R. China",30.274084,120.15507,"Hangzhou, Zhejiang, China"
+"University of Electro-Communications, 1-5-1 Chofugaoka, Chofu-shi, Tokyo, 182-8585 Japan",35.6556498,139.5442039,"1 Chome-5-１ Chofugaoka, Chofu, Tokyo 182-8585, Japan"
+"Xi¿an University of Techonology, China",34.251836,108.993218,"China, Shaanxi, Xi'an, Beilin, Jinhua S Rd, 金花南路5号 邮编 710048"
+"Shanghai University of Engineering Science, Shanghai 201620, P. R. China",31.05723,121.208437,"333 Longteng Rd, Songjiang Qu, Shanghai Shi, China"
+"North-China University of Technology, Beijing, China",39.927951,116.205525,"5 Jinyuanzhuang Rd, Shijingshan Qu, China, 100144"
+"Universidad Tecnica Federico Santa Maria, Valparaiso, Chile",-33.0352386,-71.5967794,"1680 - Av. España, Valparaíso, Región de Valparaíso, Chile"
+"Intelligent Systems Lab (LSI) from Universidad Carlos III de Madrid, Legan&#x00E9;s, Spain",40.31705720000001,-3.7274678,"Calle Madrid, 126, 28903 Getafe, Madrid, Spain"
+"College of Applied Science and Technology, Hainan University, China",20.058432,110.330623,"Qunxian N Rd, Meilan Qu, Haikou Shi, Hainan Sheng, China, 570208"
+"Univ. of Minnesota, USA",44.97399,-93.2277285,"Minneapolis, MN 55455, USA"
+"IIIT Chittoor, SriCity, Andhra Pradesh, India",13.5568171,80.0261283,"630 Gnan Marg, Sri City, Andhra Pradesh 517646, India"
+"Xi'an Jiaotong-Liverpool University, Suzhou, 215123, China",31.274822,120.738094,"Wuzhong, Suzhou, China, 215123"
+"Industry Centre, Shenzhen polytechnic, Shenzhen, China",22.580973,113.940407,"China, Guangdong, Shenzhen, Nanshan, 留仙大道"
+"Maharashtra Institute of Technology, Pune, India",18.5183671,73.8147226,"Survey No. 124, MIT College Campus, Paud Rd, Kothrud, Pune, Maharashtra 411038, India"
+"GREYC Laboratory, ENSICAEN - University of Caen - CNRS, 6 Boulevard Mar&#x00E9;chal Juin, 14000, France",49.2147766,-0.3671692,"Boulevard Maréchal Juin, 14000 Caen, France"
+m,37.09024,-95.712891,"Independence, KS 67301, USA"
+"College of Information Science and Technology Beijing Normal University, Beijing Beijing, China",39.9614831,116.3675134,"Bei Jing Shi Fan Da Xue Xin Xi Ke Xue Yu Ji Shu Xue Yuan, BeiTaiPingZhuang, Haidian Qu, Beijing Shi, China"
+"University of Rajshahi, Rajshahi, Bangladesh",24.3683017,88.6376927,"Rajshahi University, Administration Building 1, Rajshahi, Bangladesh"
+"China National Computer Network Emergency Response Technical Team/Coordination Center of China, Beijing, China",39.9743696,116.3873427,"Guo Jia Ji Suan Ji Wang Luo Ying Ji Ji Shu Chu Li Xie Tiao Zhong Xin, Chaoyang Qu, Beijing Shi, China, 100029"
+"Northumbria University Newcastle upon Tyne, NE1 8ST, UK",54.9767623,-1.6074983,"Sutherland Building, 2 Ellison Pl, Newcastle upon Tyne NE1 8ST, UK"
+"Peking University & Alibaba Group, Beijing, China",39.986913,116.3058739,"5 Yiheyuan Rd, Haidian Qu, Beijing Shi, China, 100080"
+"University of Kansas, Lawrence, KS",38.9543439,-95.2557961,"1450 Jayhawk Blvd, Lawrence, KS 66045, USA"
+MIT World Peace University,18.5183671,73.8147226,"Survey No. 124, MIT College Campus, Paud Rd, Kothrud, Pune, Maharashtra 411038, India"
+"Ideal Institute of Information and Technology, Northeast Normal University, NENU, Changchun, China",43.817071,125.323544,"Changchun, Jilin, China"
+"TOBB University of Economics and Technology, Ankara, Turkey",39.92130969999999,32.7988233,"Söğütözü Mahallesi, Söğütözü Cd. No:43, 06510 Çankaya/Ankara, Turkey"
+"Central South University, Changsha, People’s Republic of China",28.16437,112.93251,"932 Lushan S Rd, Yuelu Qu, Changsha Shi, Hunan Sheng, China"
+"College of Computer and Communication Engineering, China University of Petroleum, Dongying, China",37.468675,118.541767,"Chenguang W Rd, Dongying Qu, Dongying Shi, Shandong Sheng, China, 257000"
+"Royal Melbourne Institute of Technology University , Melbourne, Australia",-37.809286,144.9644092,"124 La Trobe St, Melbourne VIC 3000, Australia"
+"Engineering Research Institute of Aragon (I3A), University of Zaragoza, Zaragoza, Spain",41.6850158,-0.8874757999999999,"C/ Mariano Esquillor s/n, 50018 Zaragoza, Spain"
+"Computer Vision and Machine Learning Research Group, University of Central Lancashire, Preston, UK",53.7641378,-2.7092453,"Fylde Rd, Preston PR1 2HE, UK"
+"NJ, USA",40.0583238,-74.4056612,"New Jersey, USA"
+"Center for Automation Research, UMIACS University of Maryland, College Park, MD 20742",38.9907524,-76.9362708,"115 Paint Branch Dr, College Park, MD 20742, USA"
+"Hebei College of Industry and Technology, Shijiazhuang 050091, China",37.980386,114.462042,"626 Hongqi St, Qiaoxi Qu, Shijiazhuang Shi, Hebei Sheng, China"
+"Institute of Intelligent System and Decision, Zhejiang, China",29.1416432,119.7889248,"Zhejiang, China"
+"ECE, Mepco Schlenk Engineering College, Sivakasi, India",9.524678699999999,77.8553089,"Mepco Nagar, Mepco Engineering College Post, Sivakasi, Virudhunagar, Tamil Nadu 626005, India"
+"VIT University, Vellore, Tamilnadu, India",12.972067,79.1595619,"Gorbachev Rd, Vellore, Tamil Nadu 632014, India"
+"National University of Ireland, Maynooth, Ireland",53.38447799999999,-6.6011155,"Mariavilla, Maynooth, Co. Kildare, Ireland"
+"Shri Ram Murti Smarak College of Engineering &amp; Technology, Bareilly, India",28.4760187,79.4346714,"Ghanghoua Ghanghori, Uttar Pradesh 243202, India"
+"SVNIT, Surat, India",21.167353,72.7850947,"Ichchhanath Surat- Dumas Road, Keval Chowk, Surat, Gujarat 395007, India"
+"Centre for Quantum Computation and Information Systems, University of Technology, Sydney, Sydney, Australia",-33.918015,151.2292294,"2, Newton Building, UNSW, Kensington NSW 2033, Australia"
+"Shanghai University of Electric Power, Shanghai, China 200090",31.274773,121.547575,"1193 Hejian Rd, Yangpu Qu, Shanghai Shi, China, 200093"
+"École centrale de Lyon, Écully, France",45.7838596,4.7691899,"36 Avenue Guy de Collongue, 69134 Écully, France"
+"Beijing Laboratory of Intelligent Information Technology, Beijing Institute of Technology, Beijing, 100081, P.R. China",39.9924551,116.3499005,"Chengfu Rd, WuDaoKou, Haidian Qu, Beijing Shi, China, 100083"
+"Wuhan University Wuhan, China",30.5360485,114.3643219,"Wuchang, Wuhan, Hubei, China, 430072"
+"S.V. National Institute of Technology, Surat, 329507, India",21.167353,72.7850947,"Ichchhanath Surat- Dumas Road, Keval Chowk, Surat, Gujarat 395007, India"
+"University of Bucharest, 14 Academiei Street, Bucharest, Romania",44.4354633,26.0996883,"Strada Academiei 14, București 010014, Romania"
+"University of California at Riverside, Riverside, CA, USA",33.9737055,-117.3280644,"900 University Ave, Riverside, CA 92521, USA"
+"Visualization and Perception Lab, Chennai, India",12.9890989,80.2288467,"CSB, Indian Institute Of Technology, Chennai, Tamil Nadu 600036, India"
+"IBM, Yorktown Heights, NY, USA",41.2105554,-73.8034271,"1101 Kitchawan Rd, Yorktown Heights, NY 10598, USA"
+"Centre de Developpement des Technologies Avancees, Algeria",36.689487,2.981877,"CDTA Cité, 20 Août 1956, Baba Hassen، 16081, Algeria"
+"Central China Normal University, Wuhan, China",30.518801,114.358401,"152 Luoyu Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430072"
+"Birla Institute of Technology and Science (BITS), Pilani, India",28.3588163,75.58802039999999,"Pilani, Rajasthan 333031, India"
+"National University of Ireland, Galway",53.2770243,-9.0614864,"University Rd, Galway, Ireland"
+"Industrial Technology Research Institute, China",31.4032991,120.8948911,"Boshi Rd, Kunshan Shi, Suzhou Shi, Jiangsu Sheng, China"
+"WaveLab - The Multimedia Signal Processing and Security Lab, Universität Salzburg, Austria",47.79722959999999,13.0479826,"Kapitelgasse 4/6, 5020 Salzburg, Austria"
+"Université de Biskra, Biskra, Algeria",34.8455802,5.7481915,"BP 145 RP، بسكرة 07000, Algeria"
+Zürich University Hospital,47.3766843,8.5491457,"Rämistrasse 100, 8091 Zürich, Switzerland"
+"Autonomous University of Madrid, Madrid, Spain",40.5466983,-3.6943619,"Ciudad Universitaria de Cantoblanco, 28049 Madrid, Spain"
+"Indian Institute of Technology Kharagpur, Kharagpur, West Bengal, India",22.3149274,87.31053109999999,"Kharagpur, West Bengal 721302, India"
+"Pontif&#x00ED;cia Universidade Cat&#x00F3;lica do Rio Grande do Sul, Brazil",-30.0346316,-51.2176986,"State of Rio Grande do Sul, Brazil"
+"Sichuan Film and Television University, Chengdu, China",30.724051,104.026606,"China, Sichuan, Chengdu, Jinniu, 金鑫大道沙西线9 邮政编码: 610036"
+"Center for Research in Intelligent Systems, University of California Riverside, Riverside, CA, 92521, USA",33.9737055,-117.3280644,"900 University Ave, Riverside, CA 92521, USA"
+"ISIR laboratory, Pierre and Marie Curie university, Paris Cedex 05, France",48.8471036,2.357499,"4 Place Jussieu, 75005 Paris, France"
+"Virtual Humans Simulation Lab, Pontifical Catholic University of Rio Grande do Sul, Porto Alegre, Brazil",-30.0593446,-51.1734912,"Av. Ipiranga, 6681 - Partenon, Porto Alegre - RS, 90619-900, Brazil"
+"Faculty of Electrical Engineering and Information Technology, Slovak University of Technology, Bratislava",48.15185320000001,17.0733446,"Ilkovičova 2961/3, 841 04 Karlova Ves, Slovakia"
+"University of North Dakota, Grand Forks, North Dakota 58202",47.922891,-97.0768014,"Grand Forks, ND 58202, USA"
+"Universitat Jaume I, Castelló de la Plana, Spain",39.9945711,-0.0689003,"Avenida de Vicent Sos Baynat, s/n, 12071 Castelló de la Plana, Castelló, Spain"
+"Audio-Visual Information Processing Laboratory (VIPLAB), Pontifical Catholic University of Minas Gerais (PUC Minas)",-18.512178,-44.5550308,"State of Minas Gerais, Brazil"
+"Veermata Jijabai Technological Institute, Mumbai, India",19.0222181,72.85612119999999,"H R Mahajani Rd, Matunga, Mumbai, Maharashtra 400019, India"
+"Face Recognition and Artificial Vision Group, Universidad Rey Juan Carlos, C/ Tulipán, s/n, Móstoles E-28933 Madrid (Spain). cristina.conde@urjc.es",40.3358661,-3.8769432,"Calle Tulipán, s/n, 28933 Móstoles, Madrid, Spain"
+"Hennan Polytechnic University, Jiaozuo, China",35.241085,113.234217,"Heping St, Jiefang Qu, Jiaozuo Shi, Henan Sheng, China, 454000"
+"Atlanta, GA 30302, USA",33.75,-84.39999999999999,"Atlanta, GA 30302, USA"
+"Engineering in Wuhan University of Technology, Wuhan, China",30.542755,114.292403,"China, Hubei, Wuhan, Wuchang, 临江大道"
+"Luohu Branch, Shenzhen Municipal Public Security Bureau, Guangdong, China",22.542965,114.108743,"Caiwuwei, Luohu, Shenzhen, China, 518016"
+"Telecommunications and Informatics Gdansk University of Technology, Gdansk, Poland",54.3716751,18.6163277,"Gabriela Narutowicza 11/12, 80-233 Gdańsk, Poland"
+"M.S. Ramaiah Inst. of Tech., Bangalore - 560054, India",13.0304619,77.5646862,"MSRIT Post, M S Ramaiah Nagar, MSR Nagar, Bengaluru, Karnataka 560054, India"
+"Research and Development Center «ELVEES», Zelenograd, Russia",55.984218,37.2180741,"проезд 4922, дом 4 строение 2, Зеленоград, gorod Moskva, Russia, 124498"
+"Solapur University, N.B.N.Sinhgad College of Engineering, Kegoan, Solpaur, India",17.727823,75.8503355,"Gat No. 38/1 B, Solapur - Pune Hwy, Kegaon, Maharashtra 413255, India"
+"Visvesvaraya National Institute of Technology, Nagpur, India",21.1263,79.0515878,"S Ambazari Rd, Ambazari, Nagpur, Maharashtra 440010, India"
+"College of Science, Diyala University, Diyala, 32001, Iraq",33.757893,44.6064003,"Baqubah 32001, Iraq"
+"Guangxi Key Laboratory of Trusted Software, Guilin University of Electronic Technoloy, Guilin, China",25.28164,110.337304,"1 Jinji Rd, Qixing Qu, Guilin Shi, Guangxi Zhuangzuzizhiqu, China"
+Toyohashi University of Technology,34.7017563,137.4086346,"Hibarigaoka-1−１ Tenpakucho, Toyohashi, Aichi Prefecture 441-8580, Japan"
+"Beckman Institute Advanced Science and Technology, University of Illinois at Urbana–Champaign, Urbana, IL, USA",40.1157707,-88.2272043,"405 N Mathews Ave, Urbana, IL 61801, USA"
+"SRO Satellite Centre (ISAC), Bengaluru, India",12.9601126,77.6549828,"HAL Old Airport Rd, HAL Airport Area, Kodihalli, Bengaluru, Karnataka 560017, India"
+"The Guangzhou Key Laboratory of Digital Content Processing and Security Technologies, Guangzhou, China",23.12911,113.264385,"Guangzhou, Guangdong, China"
+"CGPIT, Uka Tarsadia University, Bardoli, Surat, India",21.0676868,73.13155429999999,"Maliba Campus, Gopal Vidyanagar, Bardoli - Mahuva Road, Tarsadi, Surat, Gujarat 394350, India"
+"France Telecom R&D division, 28, Chemin du Vieux Chêne 38243 Meylan, France. e-mail: sebastien.roux@orange-ftgroup.com",45.2095831,5.793992299999999,"28 Chemin du Vieux Chêne, 38240 Meylan, France"
+"UFMG & Kunumi, Brazil",-19.8690878,-43.9663841,"Av. Pres. Antônio Carlos, 6627 - Pampulha, Belo Horizonte - MG, 31270-901, Brazil"
+"Indian Institute of Technology Guwahati, Guwahati, Assam, India",26.187859,91.6915834,"Surjyamukhi Road, North, Amingaon, Guwahati, Assam 781039, India"
+"Institut TELECOM, T&M SudParis, 9 Rue Charles Fourrier, Evry, FRANCE; mohamed.anouar_mellakh@it-sudparis.eu",48.6246883,2.4432511,"Courcouronnes, 9 Rue Charles Fourier, 91000 Évry, France"
+"Shanghai, China",31.2303904,121.4737021,"Shanghai, China"
+"College of Forestry, Nanjing Forestry University, Nanjing, China",32.080904,118.812736,"159 Longpan Rd, Xuanwu Qu, Nanjing Shi, Jiangsu Sheng, China, 210037"
+"Faculty of Science and Technology University of Macau Macau SAR, China",22.1524575,113.5650208,"Av. Wai Long, Macau"
+"Centre for Development of Advanced Computing (CDAC), Kolkata, India",22.5687555,88.4354717,"Plot - E-2/1, Block-GP, Sector-V, Salt Lake Electronics Complex, Bidhannagar, Kolkata, West Bengal 700091, India"
+"Institute of Image Processing and Pattern Recognition, Xi’an Jiaotong University, Xi’an, Shaanxi, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"B. Tech Graduate, ECE, MSIT, C-4 Janakpuri, New Delhi, India",28.6210152,77.0926258,"C-4 MARKET, Janakpuri, New Delhi, Delhi 110058, India"
+"Mireo d.d., Buzinski prilaz 32, HR-10000 Zagreb, Croatia",45.746113,15.996763,"Buzinski prilaz 32, 10000, Zagreb, Croatia"
+"King Fahd University of Petroleum &amp; Minerals, Dhahran, KSA",26.3071046,50.14594229999999,"University Blvd, King Fahd University of Petroleum and Minerals, Az Zahran Saudi Arabia"
+"Gulbarga University, Kalaburgi, India",17.3103594,76.8729891,"Sedam Road, Jnana Ganga, Kalaburagi, Karnataka 585106, India"
+"NorthWest University Xi'an, China",34.14552,108.875136,"Chang'an Western University Town Shangquan, Chang'an, Xi'an, China"
+India,20.593684,78.96288,India
+"Telecommunications and Information Technology, Polytechnic University of Bucharest, Romania",44.4337844,26.0575959,"Complex studențesc Leu, corp A, B, Bulevardul Iuliu Maniu 1-3, București 061071, Romania"
+"The City College of New York, 10031, USA",40.8200471,-73.9492724,"160 Convent Ave, New York, NY 10031, USA"
+"Aalborg University Copenhagen, Denmark",55.6503358,12.5432553,"A. C. Meyers Vænge 15, 2450 København, Denmark"
+"The University of the West Indies, Mona Campus, Jamaica",18.002929,-76.7499366,"Mona, Kingston, Jamaica"
+"Batman University, Batman, Turkey",37.7873005,41.06279139999999,"Yenişehir Mahallesi, Batman Üniversitesi Merkez Kampüsü, 72000 Merkez/Batman Merkez/Batman, Turkey"
+"Research Institution of Intelligent Control and Testing, 518055, China",22.581808,113.9656548,"Nanshan, Shenzhen, Guangdong, China, 518055"
+"IIT, Guwathi, India",26.187859,91.6915834,"Surjyamukhi Road, North, Amingaon, Guwahati, Assam 781039, India"
+University of of Modena and Reggio Emilia,44.6451046,10.9279268,"Via Università, 4, 41121 Modena MO, Italy"
+"Institute of Computer Science and Technology, Beijing, China",39.9906583,116.3149389,"China, Beijing, Haidian, Zhongguancun N St, 逸夫苑"
+"Avinashilingam Institute for Home Science and Higher Education for Women, Coimbatore-46",11.0198317,76.95160059999999,"Bharathi Park Road Tatabad, Forest College Campus, Saibaba Colony, Coimbatore, Tamil Nadu 641043, India"
+"Northern University. Dhaka, Bangladesh",23.7410196,90.3749701,"Rd No. 4A, Dhaka 1205, Bangladesh"
+"Jinling Institute of Technology, Nanjing, China",32.025815,118.793999,"Qinhuai, Nanjing, China"
+"Southwest China University, Chongqing, China",29.8195959,106.4266239,"Bayi Rd, Beibei Qu, Chongqing Shi, China, 400716"
+"University Medical Center (CMU), Geneva",40.4428081,-79.94301279999999,"5000 Forbes Ave, Pittsburgh, PA 15213, USA"
+"Indiana University-Purdue University Indianapolis, Indianapolis, IN 46202 USA",39.7738832,-86.1763393,"420 University Blvd, Indianapolis, IN 46202, USA"
+"Southwest Petroleum University, Chengdu, China",30.821792,104.183563,"8 Xindu Ave, Xindu Qu, Chengdu Shi, Sichuan Sheng, China"
+"CSE, Park College of Engineering and Technology, Kaniyur, Coimbatore, Tamilnadu, India",11.0921383,77.1633161,"NH 47, Avinashi - Coimbatore Road, Kaniyur, Tamil Nadu 641659, India"
+"Xi’an Jiaotong University, Xi’an, Shaanxi, China",34.250803,108.983693,"28 Xianning W Rd, JiaoDa ShangYe JieQu, Beilin Qu, Xian Shi, Shaanxi Sheng, China"
+"BV-Tech Ricerca, Rovereto (Italy)",45.8896497,11.0318828,"Via Zeni Fortunato, 8, 38068 Rovereto TN, Italy"
+"University of Pernambuco - UPE, Pernambuco - Brazil",-8.0440603,-34.8861167,"Av. Gov. Agamenon Magalhães - Santo Amaro, Recife - PE, 50100-010, Brazil"
+"Information Research Institute of Shandong Academy of Sciences, Jinan, China",36.7084734,117.0773869,"202 Gongye N Rd, Licheng Qu, Jinan Shi, Shandong Sheng, China, 250032"
+"Circuits, and Architectures, Faculty of Electronics, Telecommunication and Information Technology, University “Politehnica” of Bucharest, Romania",44.4337844,26.0575959,"Complex studențesc Leu, corp A, B, Bulevardul Iuliu Maniu 1-3, București 061071, Romania"
+"University of Melbourne, Melbourne, Australia",-37.7963689,144.9611738,"Parkville VIC 3010, Australia"
+"Civil Aviation University of China, Tianjin, China",39.1118774,117.3497451,"2898 Jinbei Hwy, Dongli Qu, Tianjin Shi, China, 300300"
+"Zhongyuan University of Technology, Zhengzhou, China",34.58603,113.688309,"China, Henan, Zhengzhou, Xinzheng, Bohai Rd, 淮河路1号"
+"Cyprus International University, Nicosia, Northern Cyprus, Mersin 10, Turkey",35.220923,33.416627,"Uluslarararası Kıbrıs Üniversitesi Kampüsü, Haspolat"
+"Motilal Nehru National Institute of Technology, Allahabad, India",25.4920102,81.8639163,"Barrister Mullah Colony, MNNIT Allahabad Campus, Teliarganj, Prayagraj, Uttar Pradesh 211004, India"
+"Shandong University at Weihai, China",37.529734,122.060834,"180 Wenhua W Rd, Huancui Qu, Weihai Shi, Shandong Sheng, China, 264209"
+"Low Speed Aerodynamics Institute of China Aerodynamics Research and Development Center, Mianyang, China",31.46746,104.679004,"Mianyang, Sichuan, China"
+"Nanjing Forest University, Nanjing, China",32.080904,118.812736,"159 Longpan Rd, Xuanwu Qu, Nanjing Shi, Jiangsu Sheng, China, 210037"
+"Division of System Integration and IC Design, Institute of Nano-tech and Nano-bionics, CAS, Suzhou, China",31.298974,120.585289,"Suzhou, Jiangsu, China"
+"Xi'an Jiaotong-Liverpool University, Suzhou, 215123, China",31.274822,120.738094,"Wuzhong, Suzhou, China, 215123"
+India,20.593684,78.96288,India
+c,37.09024,-95.712891,"Independence, KS 67301, USA"
+"Oxford, UK",51.7520209,-1.2577263,"Oxford, UK"
+"Computer Science at the University of Maryland, College Park, MD 20742",38.9892032,-76.9361955,"College Park, MD 20740, USA"
+"Vrije Universiteit Amsterdam, Amsterdam, The Netherlands",52.3337568,4.8657199,"De Boelelaan 1105, 1081 HV Amsterdam, Netherlands"
+"Fujifilm Software, San Jose, USA",37.3676203,-121.9642857,"2250 Martin Ave, Santa Clara, CA 95050, USA"
+"Nanjing Forestry University, Nanjing, China",32.080904,118.812736,"159 Longpan Rd, Xuanwu Qu, Nanjing Shi, Jiangsu Sheng, China, 210037"
+"Anhui Keli Information Industry Co. Ltd., Hefei, China",31.820591,117.227219,"Hefei, Anhui, China"
+"VIT University, Vellore, India",12.972067,79.1595619,"Gorbachev Rd, Vellore, Tamil Nadu 632014, India"
+"Xiamen University of Technology, Xiamen 361024, China",24.43944,118.090169,"394 Siming S Rd, Siming Qu, Xiamen Shi, Fujian Sheng, China, 361005"
+"Bangladesh University of Engineering and Technology, Dhaka-1205, Bangladesh",23.7276638,90.3928418,"BUET Central Road, Dhaka 1000, Bangladesh"
+"Computational Vision Group, University of Reading, UK",51.4414205,-0.9418157,"Reading, UK"
+"University of Brasilia, DF 70910-900 Brazil",-15.7631573,-47.8706311,"Brasilia - Federal District, 70910-900, Brazil"
+"Image Processing and Analysis Laboratory, University “Politehnica” of Bucharest, Romania",44.4386064,26.0494925,"Splaiul Independenței 313, București 060042, Romania"
+"University of Leicester, Leicester, Unithed Kingdom",52.6211393,-1.1246325,"University Rd, Leicester LE1 7RH, UK"
+"Asian Institute of Technology (AIT), Pathum Thani 12120, Thailand",14.0785,100.6140362,"58 หมู่ที่ 9 Phahonyothin Rd, Khlong Nueng, Khlong Luang District, Pathum Thani 12120, Thailand"
+"Intelligent Systems Laboratory (LSI), Universidad Carlos III de Madrid, Leganés, Spain",40.31705720000001,-3.7274678,"Calle Madrid, 126, 28903 Getafe, Madrid, Spain"
+"Instituto Nacional de Astrofísica, Óptica y Electrónica, Luis Enrique Erro No.1, Tonantzintla, Puebla, México. CP 72840",19.0323107,-98.31537019999999,"Luis Enrique Erro 1, Sta María Tonanzintla, 72840 Puebla, Pue., Mexico"
+"Hebei University of Technology, Tianjin, China",39.179635,117.165882,"8 Dingzigu 1st Rd, Hongqiao Qu, China, 300131"
+"Nanjing University of Information Science & Technology, Nanjing, China",32.20541,118.726956,"Pukou, Nanjing, China, 210044"
+"Northwestern Polytechnic University, Xi’an, China",34.2416608,108.9367387,"127 Youyi W Rd, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+"Central University of Finance and Economics (CUFE), Beijing, China",40.169887,116.283102,"Changping, Beijing, China, 102202"
+"National Research University of Electronic Technology (MIET), Zelenograd, Russia",55.9829727,37.20930550000001,"Ploshchad' Shokina, 1, Zelenograd, Moskva, Russia, 124498"
+"Chengdu, Sichuan, China",30.572815,104.066801,"Chengdu, Sichuan, China"
+"IIT Madras, India",12.9914929,80.2336907,"Indian Institute Of Technology, Chennai, Tamil Nadu 600036, India"
+"Batman University, Batman, Turkey",37.7873005,41.06279139999999,"Yenişehir Mahallesi, Batman Üniversitesi Merkez Kampüsü, 72000 Merkez/Batman Merkez/Batman, Turkey"
+"Vilnius Gediminas Technical University, Naugarduko g. 41-413, Vilnius LT-03227, Lithuania",54.6737777,25.2662225,"Naugarduko g. 41, Vilnius 03227, Lithuania"
+"NPU-VUB Joint AVSP Research Lab, Northwestern Polytechnical, University (NPU) Shaanxi Key Lab on Speech and Image Information Processing 127 Youyi Xilu, Xi’an, 710072, China",34.2416608,108.9367387,"127 Youyi W Rd, Beilin Qu, Xian Shi, Shaanxi Sheng, China, 710065"
+"HeNan Radio and Television University, Zhengzhou, People’s Republic of China",34.80371,113.802319,"Jinshui, Zhengzhou, Henan, China, 450046"
+"Changchun University of Technology, Changchun China",43.834677,125.303135,"7989 Weixing Rd, Chaoyang Qu, Changchun Shi, Jilin Sheng, China, 130012"
+"University of Science & Technology, Beijing, China",39.989458,116.356945,"30 Xueyuan Rd, Haidian Qu, Beijing Shi, China, 100083"
+"University of Luxembourg, Luxembourg",49.504254,5.948386,"2, avenue de l'Université, 4365 Esch-sur-Alzette, Luxembourg"
+"China University of Geosciences, Wuhan, 430074, China",30.51735439999999,114.4007303,"388 Lumo Rd, Hongshan Qu, Wuhan Shi, Hubei Sheng, China, 430073"
+"Ecole Centrale de Lyon, Lyon, 69134, France",45.7838596,4.7691899,"36 Avenue Guy de Collongue, 69134 Écully, France"
+"GM Advanced Technical Center Israel, Hamada 7, Herliya, Isarel",32.1665923,34.8127468,"46733, HaMada St 7, Herzliya, Israel"
+"Wuhan University of Science and Technology, Wuhan, P. R. China, 430081",30.621883,114.370852,"China, Hubei, Wuhan, Qingshan, 和平大道947号"
+"Professor, Visualization and Perception Lab, Chennai, India",13.0826802,80.2707184,"Chennai, Tamil Nadu, India"
+"Beijing University of Civil Engineering and Architecture, Beijing, China",39.93532099999999,116.342721,"1 Zhanlanguan Rd, DongWuYuan, Xicheng Qu, China, 100044"
+"IIT Guwahati, 781039, Assam, India",26.187859,91.6915834,"Surjyamukhi Road, North, Amingaon, Guwahati, Assam 781039, India"
+"Elektrik-Elektronik Mühendisliği Bölümü, Işık Üniversitesi, İstanbul, TÜRKİYE",41.16889949999999,29.5639972,"Meşrutiyet Mahallesi, Işık Üniversitesi, 34980 Şile/İstanbul, Turkey"
+"Université Paris-Saclay, Orsay, France",48.6976847,2.1764839,"15 Rue Georges Clemenceau, 91400 Orsay, France"
+"Fuzhou University, Fuzhou, Fujian, China",26.060092,119.202892,"Fuzhou University, Minhou Xian, Fuzhou Shi, China"
+"Centre for Vision, Speech and Signal Processing, University of Surrey Guildford, GU2 7XH Surrey, UK. N.Poh@surrey.ac.uk",51.2435451,-0.5885743999999999,"388 Stag Hill, Guildford GU2 7XH Stag Hill, Guildford GU2 7XH, UK"
+"University of N. British Columbia, Prince George, Canada V2N 4Z9",53.8922034,-122.8133607,"3333 University Way, Prince George, BC V2N 4Z9, Canada"
+"University of Bucharest, Bucharest, Romania",44.4355381,26.1011433,"Bulevardul Regina Elisabeta 4-12, București 030018, Romania"
+"Beijing Institute of Technology, Beijing 100081, CHINA. jiayunde@bit.edu.cn",39.964431,116.310319,"Side Rd of N. 3rd Ring Rd W, Haidian Qu, Beijing Shi, China"
+"MM University, Mullana, India",30.251223,77.047538,"Mullana University Road, Mullana, Ambala, Haryana 133207, India"
+"Institute of Road and Transport Technology, Erode-638 316, India",11.4151249,77.66557019999999,"Near Vasavi College PO, Erode, Tamil Nadu 638316, India"
+"Universidad Politécnica de Madrid, Madrid, Spain",40.4486372,-3.7192798,"Calle Ramiro de Maeztu, 7, 28040 Madrid, Spain"
+"Anhui University of Technology, Maanshan, Anhui, China",31.692956,118.510711,"59 Hudong N Rd, Huashan Qu, Maanshan Shi, Anhui Sheng, China, 243000"
+"P A College of Engineering, Mangalore, India",12.806886,74.932597,"Near Mangalore University, Kudla, Konaje, Karnataka 574153, India"
+"Faculty of Engineering, Kasetsart University, Bangkok, Thailand",13.845747,100.5701901,"50 Phahonyothin Rd, Khwaeng Lat Yao, Khet Chatuchak, Krung Thep Maha Nakhon 10903, Thailand"
+"JNTUACE, Ananthapuramu, India",14.6515242,77.6080818,"Sir Mokshagundam Visvesvaraya Road, Saradha Nagar, Anantapur, Andhra Pradesh 515002, India"
+"Qihoo 360 AI Institute, Beijing, China",39.90419989999999,116.4073963,"Beijing, China"
+"Weill Cornell Medicine, Center for Autism and the Developing Brain, White Plains, NY",41.0247309,-73.75380000000001,"21 Bloomingdale Rd, White Plains, NY 10605, USA"
+"Guangxi University, Electronics and Information, Nanning, China",22.8376,108.289839,"Chongwen Rd, Xixiangtang Qu, Nanning Shi, Guangxi Zhuangzuzizhiqu, China, 530001"
+"INRIA Grenoble-Rhone-Alpes, Cedex",45.217886,5.807369,"655 Avenue de l'Europe, 38330 Montbonnot-Saint-Martin, France"
+"Hubei University of Science and Technology, P. R. China",37.9763587,114.5212977,"26 Yuxiang St, Yuhua Qu, Shijiazhuang Shi, Hebei Sheng, China"
+"Minjiang University, Fuzhou, Fujian, China, 430073",26.064704,119.169116,"1 Wenxian Rd, Minhou Xian, Fuzhou Shi, Fujian Sheng, China"
+"Coimbra, Portugal",40.2033145,-8.4102573,"Coimbra, Portugal"
+"Instituto Politécnico Nacional, ESIME, Culhuacan, Mexico D.F.",19.3302206,-99.111921,"Avenida Santa Ana, San Francisco Culhuacan, 04260 Coyoacán, CDMX, Mexico"
+"MBRDNA, Sunnyvale, US",37.3862972,-122.0361744,"309 N Pastoria Ave, Sunnyvale, CA 94085, USA"
+"Informatics institute of Technology, Colombo, Sri Lanka",6.865139099999999,79.8598574,"57 Ramakrishna Rd, Colombo 00600, Sri Lanka"
+"Curtin University of Technology, GPO Box U1987, Perth, WA 6845, Australia. senjian@cs.curtin.edu.au",-32.0061951,115.8944182,"Kent St, Bentley WA 6102, Australia"
+"Yanshan University, Qinhuangdao, China",39.904508,119.539719,"438 Hebei Street West Section, Haigang Qu, Qinhuangdao Shi, Hebei Sheng, China"
+>>>>>>> 9b97ddf7e1bc1febc4066cd5e083cee688d77027
diff --git a/scraper/reports/doi_institutions_not_found.csv b/scraper/reports/doi_institutions_not_found.csv
index 2bb500ff..ba885c0b 100644
--- a/scraper/reports/doi_institutions_not_found.csv
+++ b/scraper/reports/doi_institutions_not_found.csv
@@ -433,3 +433,30 @@ b099df0a0c5abeff5586a1389e9278613e6c0c64,Flame detection using deep learning,"Au
8ac2d704f27a2ddf19b40c8e4695da629aa52a54,Expressions Recognition of North-East Indian (NEI) Faces,"Department of Physics, Tripura University (A Central University), Suryamaninagar, India"
7e5fc58d742ac5fbc16c3e33284c08fe9d9556ec,Meerkat: A framework for developing presence monitoring software based on face recognition,IP-based Communication Laboratory
dd0258367fadb632b612ccd84fbc1ef892e70aeb,Face Recognition Method Combining 3D Face Model with 2D Recognition,"Xi'an Shiyou University, China"
+095251493ac774df0a737bb8023cffd036edccd0,Person Re-identification using prototype formation,"Department of CSE, National Institute of Technology, Rourkela, India, 769008"
+4820e34baf57e7b3d8d70df915c1710e6e93d631,A real-time multi-class multi-object tracker using YOLOv2,Poongsan Defense R&amp;D Institute
+38f1d8d25c0332798e0929594af2c43092d2c5c8,Face recognition via fast dense correspondence,"Key Lab of Ministry of Education for Broad Band Communication and Sensor Network Technology, Nanjing University of Posts and Telecommunications, Nanjing, China"
+d93fd354b469190ab73826f416d58840e8efa13c,Face recognition using Multi-modal Binary Patterns,"Gipsa-lab, Grenoble INP, France"
+673f17802bb99766407c70804c17357c3c448b6f,CAS(ME)$^2$ : A Database for Spontaneous Macro-Expression and Micro-Expression Spotting and Recognition,"CAS Key Laboratory of Behavior Sciences, Institute of Psychology, Beijing, China"
+e96540252f2f83e394012d653452411efb9f744f,Face expression recognition system based on ripplet transform type II and least square SVM,"Department of Computer Science and Engineering, National Institute of Technology, Rourkela, India"
+9c54c038664ec0c167211e9855a2275a97101708,Tracking Human Pose Using Max-Margin Markov Models,"Centre for Quantum Computation & Intelligent Systems and the Faculty of Engineering and Information Technology, University of Technology, Sydney, 81 Broadway Street, Ultimo, NSW, Australia"
+0185bbb0f45bea11210689543fec253e87abde82,Neighborhood repulsed metric learning for kinship verification,"Captial Normal University, Beijing"
+43eee49e372e5299608a79f8491fcf40998028df,"Complex event processing for content-based text, image, and video retrieval","Army Research Laboratory, Computational and Information Sciences Directorate"
+6681006eaa13e03d8cf87cf44797e87ffbe0826b,Assistive Intelligent Transportation Systems: The Need for User Localization and Anonymous Disability Identification,"Computer Engineering Department, Universidad de Alcala de Henares, Madrid, Madrid, Spain"
+bb93c56a44a244601daad96a7bb94e41609afc4d,Towards Improved Design and Evaluation of Epileptic Seizure Predictors,"Mayo Systems Electrophysiology Laboratory, Departments of Neurology and Biomedical EngineeringMayo Clinic"
+4555cee0e8d34cce2498f547c0631955318da952,A deep neural network approach to fusing vision and heteroscedastic motion estimates for low-SWaP robotic applications,"Micro and Nano Devices and Materials Branch in the Sensors and Electron Devices Directorate at the US Army Research Laboratory, Adelphi, MD 20783"
+685fcf13c5e261bf4851ddd1273e048869124ac2,Joint label-interaction learning for human action recognition,"Zhejiang University of Technology 288 Liuhe Rd. Hangzhou, P. R. China, 310023"
+19d4b3679294563247c126148912d44cbf03e40e,Value-Aware Resampling and Loss for Imbalanced Classification,"Information Science School, Guangdong University of Finance and Economics, China"
+0f7a5e5cd62066d2207a3b51f2cf26dbec1f134f,Face recognition through mismatch driven representations of the face,"Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA"
+bb2f61a057bbf176e402d171d79df2635ccda9f6,Multi-modal joint embedding for fashion product retrieval,Wide Eyes Technologies
+e860db656f39d738050b5f3e0bf72724e6a4ad5c,Analysis of landmarks in recognition of face expressions,"Department of Statistics, University of Nebraska-Lincoln, Lincoln, USA"
+a432ee5977443b5c29001f4bd10c6303cc364d4d,Polysemious visual representation based on feature aggregation for large scale image applications,"Key Laboratory of Intelligent Information Processing of Chinese Academy of Sciences (CAS), Institute of Computing Technology(ICT), Beijing, China"
+3d38022d7ba71e865ca406d28acd3fe547024319,Unsupervised Local Facial Attributes Transfer Using Dual Discriminative Adversarial Networks,"Academy of Broadcasting Science, China"
+cb8382f43ce073322eba82809f02d3084dad7969,Facial Expression Recognition using 2D Stationary Wavelet Transform and Gray-Level Co-occurrence MatrixP@13-17,"Department of Computer Science and Engineering, National Institute of Technology, Rourkela, Odisha, India"
+eb3436a52fac7dd498efeaad0861c39d5361f7f2,Convolutional neural network for motorbike detection in dense traffic,"Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology, Ho Chi Minh City, Vietnam"
+5e53f530871b5167be0f224993be8a38e85796e8,Automatic facial expression recognition: A survey based on feature extraction and classification techniques,"Shree Vaishnav Institute of Technology and Science, Indore (M.P) India"
+eefc06f6e6af1c2b9b33fb12bdaff73e19a31d6c,The IST-EURECOM Light Field Face Database,"Instituto de Telecomunica&#x00E7;&#x00F5;es, Instituto Superior T&#x00E9;cnico - Universidade de Lisboa, Lisbon, Portugal"
+fac5a9a18157962cff38df6d4ae69f8a7da1cfa8,Face recognition from a single training image under arbitrary unknown lighting using spherical harmonics,"Dept. of Comput. Sci., State Univ. of New York, Stony Brook, NY, USA"
+bf8fcb7860bc89c332d87ebacd260bdc5a30b4ce,"Face recognition using Symlet, PCA and cosine angle distance measure","University school of Information and Communication technology, Guru Gobind Singh Indraprastha University, Dwarka, New-Delhi, India"
+ed779cc4f026f6ac22f5ef0c34126138e1ebc8b2,Audio Visual Recognition of Spontaneous Emotions In-the-Wild,"NPU-VUB Joint AVSP Lab, Department ETRO, Vrije Universiteit Brussel (VUB), Brussels, Belgium"
+04e2b2eab1966ffb0079685baf169d4d7ad4ec8c,Detecting Sex From Handwritten Examples,"Department of Computer Science, Independent University Bangladesh, Dhaka, Bangladesh"
diff --git a/scraper/s2-geocode-spreadsheet.py b/scraper/s2-geocode-spreadsheet.py
index 66607562..98baf4b5 100644
--- a/scraper/s2-geocode-spreadsheet.py
+++ b/scraper/s2-geocode-spreadsheet.py
@@ -7,77 +7,117 @@ from dotenv import load_dotenv
from util import *
load_dotenv()
-@click.command()
-def s2_geocode_spreadsheet():
- geolocator = geocoders.GoogleV3(os.getenv('MAPS_API_KEY'))
+geolocator = geocoders.GoogleV3(os.getenv('MAPS_API_KEY'))
+
+print('loading institutions...')
+worksheet = fetch_worksheet("institutions")
+keys, rows = fetch_google_sheet("institutions")
- worksheet = fetch_worksheet()
- keys, rows = fetch_google_sheet()
- valid_count = 0
- invalid_count = 0
+print("got {} rows".format(len(rows)))
- print("got {} rows".format(len(rows)))
+countries = load_countries()
+print('loaded countries...')
- cname_lookup = {}
+cname_lookup = {}
+
+@click.command()
+def s2_geocode_spreadsheet():
+ # row_tuples = []
for i, row in enumerate(rows):
- if len(row) == 6:
- cname, name, address, lat, lng, org_type = row
- elif len(row) == 7:
- cname, name, address, lat, lng, org_type, extra_address = row
- else:
- print("Weirdly formatted row {}".format(i))
- continue
+ # row_tuples.append((i, row,))
+ cname, name, address, lat, lng, org_type, extra_address, country = row
+ if len(cname) < 3:
+ print("very short cname: {}".format(cname))
if cname == name or cname not in cname_lookup:
cname_lookup[cname] = i
-
- # 0 cname 1 name 2 address 3 lat 4 lng 5 org_type
+ print("built lookup")
+ print("processing sheet...")
for i, row in enumerate(rows):
- if len(row) == 6:
- cname, name, address, lat, lng, org_type = row
- elif len(row) == 7:
- cname, name, address, lat, lng, org_type, extra_address = row
- else:
- print("Weirdly formatted row {}: {} entries".format(i, len(row)))
- continue
- if lat and lng:
- continue
- c_row = rows[cname_lookup[cname]]
- if c_row[3] and c_row[4]:
- print("name {}, found cname: {}".format(name, cname))
- worksheet.update_cell(i+2, 3, c_row[2])
- worksheet.update_cell(i+2, 4, c_row[3])
- worksheet.update_cell(i+2, 5, c_row[4])
- continue
- if address:
- address_to_geocode = address
- elif name:
- address_to_geocode = name
- elif cname:
- address_to_geocode = cname
+ hit_api = s2_geocode_row(i, row)
+ if hit_api:
+ time.sleep(1)
+ # parallelize(s2_geocode_row, row_tuples)
+
+def s2_geocode_row(i, row):
+ # 0 cname 1 name 2 address 3 lat 4 lng 5 org_type 6 notes 7 country
+ cname, name, address, lat, lng, org_type, extra_address, country = row
+ if lat and lng:
+ if not country:
+ update_country_from_address(address, i, countries, worksheet)
+ return True
+ return False
+
+ c_row = rows[cname_lookup[cname]]
+ if c_row[3] and c_row[4]:
+ print("name {}, found cname: {}".format(name, cname))
+ worksheet.update_cell(i+2, 2+1, c_row[2])
+ worksheet.update_cell(i+2, 3+1, c_row[3])
+ worksheet.update_cell(i+2, 4+1, c_row[4])
+ worksheet.update_cell(i+2, 7+1, c_row[7])
+ return True
+ if address:
+ address_to_geocode = address
+ elif name:
+ address_to_geocode = name
+ elif cname:
+ address_to_geocode = cname
+
+ if not address_to_geocode:
+ return False
- if not address_to_geocode:
- continue
+ print(address_to_geocode)
+ location = geolocator.geocode(address_to_geocode)
+ if location:
+ print("{} found: {}".format(i+1, name))
+ print(location.raw)
+ worksheet.update_cell(i+2, 2+1, location.address)
+ worksheet.update_cell(i+2, 3+1, location.latitude)
+ worksheet.update_cell(i+2, 4+1, location.longitude)
+ if address and address != location.address:
+ worksheet.update_cell(i+2, 6+1, address) # store alt address in "notes" field
+ valid_count += 1
+ country = update_country_from_address(location.address, i, countries, worksheet)
+ row[2] = location.address
+ row[3] = location.latitude
+ row[4] = location.longitude
+ row[7] = country
+ return True
+ else:
+ print("{} not found: {}".format(i+1, address_to_geocode))
+ invalid_count += 1
+ return False
- print(address_to_geocode)
- location = geolocator.geocode(address_to_geocode)
- if location:
- print("{} found: {}".format(i+1, name))
- print(location.raw)
- worksheet.update_cell(i+2, 3, location.address)
- worksheet.update_cell(i+2, 4, location.latitude)
- worksheet.update_cell(i+2, 5, location.longitude)
- if address and address != location.address:
- worksheet.update_cell(i+2, 7, address)
- valid_count += 1
- row[2] = location.address
- row[3] = location.latitude
- row[4] = location.longitude
- else:
- print("{} not found: {}".format(i+1, address_to_geocode))
- invalid_count += 1
- time.sleep(2)
+def update_country_from_address(address, i, countries, worksheet):
+ address_partz = address.split(', ')
+ possible_country = address_partz[-1]
+ country = None
+ if possible_country in countries:
+ country = countries[possible_country]
+ elif "China" in address:
+ country = "China"
+ elif "Singapore" in address:
+ country = "Singapore"
+ elif "Taiwan" in address:
+ country = "Taiwan"
+ elif "Russia" in address:
+ country = "Russia"
+ elif "Japan" in address:
+ country = "Japan"
+ elif "Iran" in address:
+ country = "Iran"
+ elif "Egypt" in address:
+ country = "Egypt"
+ elif "پاکستان" in address:
+ country = "Pakistan"
+ elif "السعودية" in address:
+ country = "Saudi Arabia"
+ else:
+ print("unknown country: {}".format(possible_country))
+ return ""
- print("geocoded {} addresses, {} found, {} not found".format(len(rows), valid_count, invalid_count))
+ worksheet.update_cell(i+2, 7+1, country)
+ # print(country)
+ return country
if __name__ == '__main__':
s2_geocode_spreadsheet()
diff --git a/scraper/s2-geocode.py b/scraper/s2-geocode.py
index 25eb6f8a..1fcc690d 100644
--- a/scraper/s2-geocode.py
+++ b/scraper/s2-geocode.py
@@ -18,6 +18,7 @@ def s2_geocode(fn):
# geolocator = geocoders.Nominatim(user_agent="cool geocoding service")
geolocator = geocoders.GoogleV3(os.getenv('MAPS_API_KEY'))
worksheet = fetch_worksheet('institutions')
+ countries = load_countries()
# print(fn)
@@ -30,7 +31,9 @@ def s2_geocode(fn):
for i, row in enumerate(rows):
name = row[2]
name = remove_department_name(name)
- if not name:
+ if not name or len(name) < 2:
+ if cname in countries:
+ print("cname is a country: {}".format(cname))
continue
try:
location = geolocator.geocode(name)
@@ -40,10 +43,10 @@ def s2_geocode(fn):
print("found: {}".format(name))
cname = name
for word in name.split(', '):
- if "university" in word.lower():
+ if "university" in word.lower() and 'california' not in word.lower():
cname = word
worksheet.append_row([
- cname, name, location.address, location.latitude, location.longitude, 'edu'
+ cname, name, location.address, location.latitude, location.longitude, 'edu', '',
])
valid.append([
name,
@@ -77,3 +80,4 @@ def remove_department_name(name):
if __name__ == '__main__':
s2_geocode()
+
diff --git a/scraper/util.py b/scraper/util.py
index 0c3e2169..0401b342 100644
--- a/scraper/util.py
+++ b/scraper/util.py
@@ -331,10 +331,13 @@ class AddressBook (object):
row = self.find(address)
if row is not None:
return {
- 'address': row[0],
+ 'name': row[0],
+ 'source_name': row[1],
+ 'street_adddress': row[2],
'lat': row[3],
'lng': row[4],
'type': row[5],
+ 'country': row[7],
}
return None
@@ -372,7 +375,7 @@ def file_path(key, paper_id, fn):
return os.path.join(data_path(key, paper_id), fn)
def parallelize(func, rows):
- print("Fetching {} items".format(len(rows)))
+ print("Processing {} items".format(len(rows)))
if hasattr(os, 'sched_getaffinity'):
processCount = len(os.sched_getaffinity(0))
else:
@@ -400,6 +403,7 @@ def fetch_paper(s2, paper_id):
return paper
def fetch_spreadsheet():
+ """Open the Google Spreadsheet, which contains the individual worksheets"""
scope = ['https://spreadsheets.google.com/feeds','https://www.googleapis.com/auth/drive']
path = os.path.dirname(os.path.abspath(__file__))
credentials = ServiceAccountCredentials.from_json_keyfile_name(os.path.join(path, '.creds/Megapixels-ef28f91112a9.json'), scope)
@@ -409,16 +413,22 @@ def fetch_spreadsheet():
return spreadsheet
def fetch_worksheet(name="institutions"):
+ """Get a reference to a particular "worksheet" from the Google Spreadsheet"""
spreadsheet = fetch_spreadsheet()
return spreadsheet.worksheet(name)
def fetch_google_sheet(name="institutions"):
+ """Get all the values from a particular worksheet as a list of lists.
+ Returns:
+ :keys - the first row of the document
+ :lines - a list of lists with the rest of the rows"""
rows = fetch_worksheet(name).get_all_values()
keys = rows[0]
lines = rows[1:]
return keys, lines
def fetch_google_sheet_objects(name):
+ """Get all the values from a worksheet as a list of dictionaries"""
keys, rows = fetch_google_sheet(name)
recs = []
for row in rows:
@@ -429,6 +439,8 @@ def fetch_google_sheet_objects(name):
return recs
def fetch_google_lookup(name, item_key='key'):
+ """Get all the values from a worksheet as a dictionary of dictionaries.
+ Specify which field you want to use as the dictionary key."""
keys, rows = fetch_google_sheet(name)
lookup = {}
for row in rows:
@@ -438,3 +450,14 @@ def fetch_google_lookup(name, item_key='key'):
lookup[rec[item_key]] = rec
return lookup
+def load_countries():
+ countries = read_json('countries.json')
+ lookup = {}
+ for country in countries:
+ name = country['name']
+ lookup[name] = name
+ if 'alt' in country:
+ for alt_name in country['alt']:
+ lookup[alt_name] = name
+ return lookup
+
generated by cgit v1.2.3-70-g09d2 (git 2.51.0) at 2025-12-10 20:51:04 +0000