update

1 files changed, 5 insertions, 3 deletions

diff --git a/scraper/reports/doi_institutions_geocoded.csv b/scraper/reports/doi_institutions_geocoded.csv
index e3976014..5fd53ff7 100644
--- a/scraper/reports/doi_institutions_geocoded.csv
+++ b/scraper/reports/doi_institutions_geocoded.csv
@@ -3584,6 +3584,7 @@ ebac4bc69488d0339b0f1be55d79d3b2520e082a,Using Ear Biometrics for Personal Recog
 42ab71fde8210e9f36209a6fbec1642a3e476e0e,Attention driven face recognition: A combination of spatial variant fixations and glance,Chinese Academy of Sciences,Chinese Academy of Sciences,"中国科学院心理研究所, 16, 林萃路, 朝阳区 / Chaoyang, 北京市, 100101, 中国",40.00447950,116.37023800,edu,,China

 42fff5b37006009c2dbfab63c0375c7c7d7d8ee3,Regularized directional feature learning for face recognition,University of Houston,University of Houston,"UH, 4800, Calhoun Road, Houston, Harris County, Texas, 77004, USA",29.72079020,-95.34406271,edu,,United States

 421e5b79bf83be03d6b1ffa61929206b7dc1e8d8,FACE RECOGNITION from NON-FRONTAL IMAGES Using DEEP NEURAL NETWORK,"IIEST, Shibpur","IIEST, Shibpur","P.O. - Botanic Garden, Howrah, West Bengal 711103, India",22.55518080,88.30713790,edu,,India

+426ce52b0c4ac73e6226c532d4d8a2171f12e9fb,Emotion Reinforced Visual Storytelling,Microsoft Research Asia,Microsoft Research Asia,"1 Memorial Dr, Cambridge, MA 02142, USA",42.36142560,-71.08120920,company,,United States

 425ea5656c7cf57f14781bafed51182b2e6da65f,Structured Kernel Dictionary Learning With Correlation Constraint for Object Recognition,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,,China

 4289f9f727af39414537a97e5eef90b06115a5db,Global-Local Temporal Saliency Action Prediction,University of Dundee,University of Dundee,"University of Dundee, Park Wynd, Law, Dundee, Dundee City, Scotland, DD1 4HN, UK",56.45796755,-2.98214831,edu,,United Kingdom

 fd93275f240d17b7adc22d5e1139379265fcf011,A local cores-based hierarchical clustering algorithm for data sets with complex structures,Southwest Minzu University,"Southwest Minzu University, Chengdu, China","16 S 4th Section, 1st Ring Rd, WuHouCi, Wuhou Qu, Chengdu Shi, Sichuan Sheng, China, 610041",30.63720600,104.04913200,edu,,China

@@ -4624,6 +4625,7 @@ bffefd41cea42f4db45e8c98b0651f74a8aa90d6,Multi-Region bilinear convolutional neu
 bf7f554ec8f5f44e9c942237effd282a16efecf6,SALIC: Social Active Learning for Image Classification,University of Surrey,University of Surrey,"University of Surrey, Spine Road, Guildford Park, Guildford, Surrey, South East, England, GU2 7XH, UK",51.24303255,-0.59001382,edu,,United Kingdom

 bf5064c9143fe2ec32abeff7351db82201372b7b,An EOG-Based Human–Machine Interface for Wheelchair Control,"Affiliated Sichuan Provincial Rehabilitation Hospital, Chongqing Medical University",Affiliated Sichuan Provincial Rehabilitation HospitalChongqing Medical University,"Sichuan, China",30.26380320,102.80547530,edu,,China

 bf976d746b1223a60e93f6fcb1321e433eda94f6,Robust Color Invariant Model for Person Re-Identification,Hong Kong Polytechnic University,Hong Kong Polytechnic University,"hong kong, 11, 育才道 Yuk Choi Road, 尖沙咀 Tsim Sha Tsui, 油尖旺區 Yau Tsim Mong District, 九龍 Kowloon, HK, 00000, 中国",22.30457200,114.17976285,edu,,China

+bfaf399acf487a57a0d19b78b9308292a3e13f1b,Design and Visualization of Guided GAN on MNIST dataset,Wuhan University of Technology,Wuhan University of Technology,"武汉理工大学-余家头校区, 交通二路, 杨园街道, 武昌区 (Wuchang), 武汉市, 湖北省, 430062, 中国",30.60903415,114.35142840,edu,,China

 bf8fcb7860bc89c332d87ebacd260bdc5a30b4ce,"Face recognition using Symlet, PCA and cosine angle distance measure",Guru Gobind Singh Indraprastha University,"Guru Gobind Singh Indraprastha University, Sector 16C, Dwarka, New Delhi-110078, India","Sector 16 C, Dwarka, Delhi, 110078, India",28.59456440,77.01843040,edu,,India

 bf30477f4bd70a585588528355b7418d2f37953e,Facial expression recognition based on static and dynamic approaches,"Universidad Argentina de la Empresa, Argentina","Universidad Argentina de la Empresa (UADE), Lima 717, Buenos Aires, Argentina","Lima 775, C1073 AAO, Buenos Aires, Argentina",-34.61709410,-58.38204780,edu,,Argentina

 bff8bb99347ff866e1fb77476fe3a660f4dc2af5,Robust object detection for tiny and dense targets in VHR aerial images,University of Technology of Troyes,"Institut Charles Delaunay-LM2S-UMR STMR 6279 CNRS, University of Technology of Troyes, Troyes, France","3 Rue Michel Ange, 75016 Paris, France",48.84760370,2.26399340,edu,,France

@@ -5249,6 +5251,7 @@ c4d0d09115a0df856cdb389fbccb20f62b07b14e,Environment coupled metrics learning fo
 51e50d6e695e402d95099baee82846748bdfb1e0,Leveraging social network information to recognize people,"University of Illinois, Urbana-Champaign","University of Illinois, Urbana-Champaign","B-3, South Mathews Avenue, Urbana, Champaign County, Illinois, 61801, USA",40.11116745,-88.22587665,edu,,United States

 511fad07b943f088e487ea09ffc6c89114bb3c3e,Towards an Integrated Method of Detection and Description for Face Authentication System,University of Ulsan,"University of Ulsan, Korea","93 Daehak-ro, Mugeo-dong, Nam-gu, Ulsan, South Korea",35.54374110,129.25628430,edu,,South Korea

 5119ca96eeca49a0b1a95cecc798abdb042beb38,Discriminative Local Feature Fusion for Ear Recognition Problem,Harbin Institute of Technology,Harbin Institute of Technology,"哈尔滨工业大学, 司令街, 南岗区, 哈尔滨市 / Harbin, 黑龙江省, 150000, 中国",45.74139210,126.62552755,edu,,China

+51b190da3a4f74c55519935b702df21c8b466328,Enhancing Biometric-Capsule-based Authentication and Facial Recognition via Deep Learning,Purdue University,Purdue University,"Purdue University, West Stadium Avenue, West Lafayette, Tippecanoe County, Indiana, 47907, USA",40.43197220,-86.92389368,edu,,United States

 51f9c71debee2ace4c9c29b78a01909f61875acb,Improved active shape model for facial feature localization using poem descriptor,Chongqing University of Posts and Telecommunications,Chongqing University of Posts and Telecommunications,"重庆邮电大学, 崇文路, 渝中区, 黄桷垭, 重庆市中心, 南岸区 (Nan'an), 重庆市, 400065, 中国",29.53570460,106.60482474,edu,,China

 51410d6bd9a41eacb105f15dbdaee520e050d646,Facial Expression Recognition based on Support Vector Machine using Gabor Wavelet Filter,Varendra University,Varendra University,"department of english Vrendra University, Dhaka - Rajshahi Highway, Talaimari, রাজশাহী, রাজশাহী বিভাগ, 6204, বাংলাদেশ",24.36432310,88.63331050,edu,,Bangladesh

 51f2e751beeb14c37412a65c8e8f0746edf8382b,Multimodal Pattern Recognition of Social Signals in Human-Computer-Interaction,University of Southern California,University of Southern California,"University of Southern California, Watt Way, Saint James Park, LA, Los Angeles County, California, 90089, USA",34.02241490,-118.28634407,edu,,United States

@@ -6169,7 +6172,6 @@ af62dfa3e70a33fcf14a38744e0111ab8e5dfa67,Learning Latent Representations of 3D H
 af3c292acbd564f4c641e0272ebbad0af6ab61ae,A novel color-context descriptor and its applications,National Cheng Kung University,National Cheng Kung University,"成大, 1, 大學路, 大學里, 前甲, 東區, 臺南市, 70101, 臺灣",22.99919160,120.21625134,edu,,Taiwan

 af2b0d3a6ffac71b2be2110e493255b72ed93b47,Simultaneous detection and segmentation for generic objects,MIT,Massachusetts Institute,"MIT, Amherst Street, Cambridgeport, Cambridge, Middlesex County, Massachusetts, 02238, USA",42.35839610,-71.09567788,edu,,United States

 afef2b1d35fb807f422cfec0a370f7d08d4651d1,A robust eye localization method for low quality face images,Chinese Academy of Sciences,Chinese Academy of Sciences,"中国科学院心理研究所, 16, 林萃路, 朝阳区 / Chaoyang, 北京市, 100101, 中国",40.00447950,116.37023800,edu,,China

-afd9802722bde66eda6c04ff608fffaa4e210435,MotionFlow: Visual Abstraction and Aggregation of Sequential Patterns in Human Motion Tracking Data,Purdue University,Purdue University,"Purdue University, West Stadium Avenue, West Lafayette, Tippecanoe County, Indiana, 47907, USA",40.43197220,-86.92389368,edu,,United States

 af8e22ef8c405f9cc9ad26314cb7a9e7d3d4eec2,A new facial expression recognition based on curvelet transform and online sequential extreme learning machine initialized with spherical clustering,Izmir University of Economics,"Izmir University of Economics, Balcova, Turkey","Fevzi Çakmak Mahallesi, Sakarya Cd. No:156, 35330 Balçova/İzmir, Turkey",38.38829240,27.04507570,edu,,Turkey

 af13629a536b1499cec1b03703b69f96efdceabc,Wireless sensor networks and video analysis for scalable people tracking,DISI - University of Trento Via Sommarive,"DISI - University of Trento Via Sommarive, 5-38123 Trento - Italy","Via Sommarive, 9, 38123 Povo,Trento TN, Italy",46.06698580,11.14982180,edu,,Italy

 fba88d9030853870d83949bb1baa8f47f1c4c2c2,Face Super Resolution for VLQ facial images via parent patch matching,City University of Hong Kong,City University of Hong Kong,"香港城市大學 City University of Hong Kong, 達康路 Tat Hong Avenue, 大窩坪 Tai Wo Ping, 深水埗區 Sham Shui Po District, 九龍 Kowloon, HK, KIL 3348, 中国",22.34000115,114.16970291,edu,,China

@@ -6945,7 +6947,7 @@ cc00df59309c13f72fcbd44c88509210c157ce47,DataSynapse: A Social Data Curation Fou
 ccdbc6dbef24e9846bd8c845a97fa70c97cf5866,MPL-Boosted Integrable Features Pool for pedestrian detection,Beijing University of Posts and Telecommunications,Beijing University of Posts and Telecommunications,"北京邮电大学, 西土城路, 海淀区, 北京市, 100082, 中国",39.96014880,116.35193921,edu,,China

 cc5edaa1b0e91bc3577547fc30ea094aa2722bf0,"The design, implementation and evaluation of a relaxation service with facial emotion detection",Shibaura Institute of Technology,Shibaura Institute of Technology,"芝浦工業大学 豊洲キャンパス, 晴海通り, 豊洲2, 豊洲, 富岡一丁目, 江東区, 東京都, 関東地方, 135-6001, 日本",35.66053325,139.79503121,edu,,Japan

 ccb01a51ed204da01a12728bf168376bd2415b38,Real time face recognition engine using compact features for electronics key,Mataram University,"Engineering Faculty, Mataram University, J1. Majaphit 62 Mataram Lombok, Indonesia","Jl. Majapahit No.62, Gomong, Selaparang, Kota Mataram, Nusa Tenggara Bar. 83115, Indonesia",-8.58690730,116.09218690,edu,,Indonesia

-ccca2263786429b1b3572886ce6a2bea8f0dfb26,Improved nuisance attribute projection for face recognition,"Israel National Police, Jerusalem, Israel","Technology Section, Israel National Police, Jerusalem, Israel","Jerusalem, Israel",31.76831900,35.21371000,mil,,Israel

+ccca2263786429b1b3572886ce6a2bea8f0dfb26,Improved nuisance attribute projection for face recognition,"Israel National Police, Jerusalem, Israel","Technology Section, Israel National Police, Jerusalem, Israel","Jerusalem, Israel",31.76831900,35.21371000,gov,,Israel

 cc2a9f4be1e465cb4ba702539f0f088ac3383834,Automated recognition of complex categorical emotions from facial expressions and head motions,University of Cambridge,University of Cambridge,"Clifford Allbutt Lecture Theatre, Robinson Way, Romsey, Cambridge, Cambridgeshire, East of England, England, CB2 0QH, UK",52.17638955,0.14308882,edu,,United Kingdom

 cc76729795069f24d66e8c29f1e08b50f8980a53,Co-design system for template matching using dedicated co-processor and particle swarm optimization,"Departamento de Engenharia de Sistemas e Computação, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil","Departamento de Engenharia de Sistemas e Computação, Universidade do Estado do Rio de Janeiro, Rio de Janeiro, Brazil","1º andar, Bloco A - R. São Francisco Xavier, 524 - sala 1006 - Maracanã, Rio de Janeiro - RJ, 20550-900, Brazil",-22.91014840,-43.23561170,edu,,Brazil

 cc8c5f23038663abf98874612a8b7a1bb000b990,Building Evaluation Functions for Chess and Shogi with Uniformity Regularization Networks,University of Tokyo,University of Tokyo,"東京大学 柏キャンパス, 学融合の道, 柏市, 千葉県, 関東地方, 277-8583, 日本",35.90204480,139.93622009,edu,,Japan

@@ -8943,7 +8945,7 @@ c6920e659f4a1ed744d69952e16530b9860f22a6,An automatic color correction method in
 48e681ee58b2615500cad3c69046bfa0f0400a33,LDAHash: Improved Matching with Smaller Descriptors,Technion,Technion,"Haifa, 3200003, Israel",32.77677830,35.02312710,edu,,Israel

 481e0cb49c1c0340c8a4d9eb31859e3ccf04772a,3D Object Localisation from Multi-View Image Detections,Istituto Italiano di Tecnologia,Istituto Italiano di Tecnologia,"77 Massachusetts Ave, Cambridge, MA 02139, USA",42.36009100,-71.09416000,edu,,United States

 48255c9e1d6e1d030728d33a71699757e337be08,Person-independent facial expression recognition via hierarchical classification,Curtin University,Curtin University,"Curtin University, Brand Drive, Waterford, Perth, Western Australia, 6102, Australia",-32.00686365,115.89691775,edu,,Australia

-48c9898a14191c478d623550fbb73fbea92309aa,Robust face recognition from single training image per person via auto-associative memory neural network,Nanjing College of Forestry Police,"Nanjing College of Forestry Police, Nanjing 210046, Jiangsu, P. R. China","Huanxiao W Rd, Qixia Qu, Nanjing Shi, Jiangsu Sheng, China, 210046",32.10848000,118.91815800,edu,,China

+48c9898a14191c478d623550fbb73fbea92309aa,Robust face recognition from single training image per person via auto-associative memory neural network,Nanjing College of Forestry Police,"Nanjing College of Forestry Police, Nanjing 210046, Jiangsu, P. R. China","Huanxiao W Rd, Qixia Qu, Nanjing Shi, Jiangsu Sheng, China, 210046",32.10848000,118.91815800,gov,,China

 48a44ac88d920a0bf5b9d7c7a18a08bc448f35c7,Towards closing the energy gap between HOG and CNN features for embedded vision (Invited paper),MIT,Massachusetts Institute,"MIT, Amherst Street, Cambridgeport, Cambridge, Middlesex County, Massachusetts, 02238, USA",42.35839610,-71.09567788,edu,,United States

 489a91bbe01a5bad1d333dc1d0d15afa7e712ff0,"0, 1, 2, many — A classroom occupancy monitoring system for smart public buildings",University of Bologna - Bologna,"University of Bologna - Bologna, Italy, ETHZ - Zürich, Switzerland","Gloriastrasse 35, 8092 Zürich, Switzerland",47.37724790,8.55282420,edu,,Switzerland

 489bbd771728df3a5533cac8a98e51c950ebb1f9,A combined motion and appearance model for human tracking in multiple cameras environment,"Universite de Lyon, CNRS, Université Lumière Lyon 2, LIRIS, UMR5205, France","Université de Lyon, CNRS, Université Lumière Lyon 2, LIRIS, UMR5205, France","2nd arrondissement of Lyon, Lyon, France",45.74771130,4.82409990,edu,,France