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-rw-r--r--megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb499
-rw-r--r--megapixels/notebooks/datasets/duke_mtmc/duke_mtmc_timestamps.ipynb213
-rw-r--r--megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb643
-rw-r--r--megapixels/notebooks/datasets/ijb_c/ijb_c_mids.ipynb1281
-rw-r--r--megapixels/notebooks/datasets/leeds_sports_pose/leeds_sports_pose_exif.ipynb29
-rw-r--r--megapixels/notebooks/datasets/msceleb/msceleb_montage.ipynb238
-rw-r--r--megapixels/notebooks/datasets/uccs/uccs_exif.ipynb421
-rw-r--r--megapixels/notebooks/datasets/uccs/uccs_vis_bboxes.ipynb476
-rw-r--r--megapixels/notebooks/datasets/uccs/uccs_vis_bboxes_02.ipynb437
9 files changed, 4237 insertions, 0 deletions
diff --git a/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb b/megapixels/notebooks/datasets/brainwash/brainwash_bboxes.ipynb
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@@ -0,0 +1,499 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Brainwash Visualize\n",
+ "\n",
+ "- read in JSON boxes\n",
+ "- read in one image to get size\n",
+ "- draw bboxes in b/w"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "import math\n",
+ "from glob import glob\n",
+ "from random import randint\n",
+ "import json\n",
+ "from pprint import pprint\n",
+ "\n",
+ "import cv2 as cv\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from PIL import Image, ImageDraw\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import scipy.io\n",
+ "from pathlib import Path\n",
+ "from sklearn import preprocessing\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels/')\n",
+ "from app.settings import app_cfg as cfg\n",
+ "from app.utils import file_utils, im_utils\n",
+ "from app.models.bbox import BBox"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_dir_ims = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/images/'\n",
+ "fp_out_mean = '/data_store_hdd/datasets/people/brainwash/processed/brainwash_mean.png'\n",
+ "fp_out_mean_bboxes = '/data_store_hdd/datasets/people/brainwash/processed/brainwash_mean_bboxes.png'\n",
+ "fp_json_test = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/test_boxes.json'\n",
+ "fp_json_train = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/train_boxes.json'\n",
+ "fp_json_val = '/data_store_hdd/datasets/people/brainwash/dataset/brainwash/val_boxes.json'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 131,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# function to create spaced colormaps as RGB values\n",
+ "\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.cm as mplcm\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib import cm\n",
+ "\n",
+ "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n",
+ " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n",
+ " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n",
+ " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n",
+ " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n",
+ " if reverse:\n",
+ " colors = colors[::-1]\n",
+ " if bgr:\n",
+ " colors = [c[::-1] for c in colors]\n",
+ " if as_hex:\n",
+ " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n",
+ " return colors\n",
+ "\n",
+ "def jit(x, amt=.01, prob=0.25):\n",
+ " # jitter a xy point\n",
+ " r = random.random()\n",
+ " if r < prob:\n",
+ " if r < (prob/2.0):\n",
+ " return x + (random.random() * amt)\n",
+ " else:\n",
+ " return x - (random.random() * amt)\n",
+ " else:\n",
+ " return x\n",
+ " \n",
+ "def jitter_clr(clr, amt=10, mono=False):\n",
+ " clr = list(clr)\n",
+ " if mono:\n",
+ " r = randint(-amt, amt)\n",
+ " for i in range(len(clr)):\n",
+ " clr[i] = max(0, min(255, clr[i] + r))\n",
+ " else:\n",
+ " for i in range(len(clr)):\n",
+ " r = randint(-amt, amt)\n",
+ " clr[i] = max(0, min(255, clr[i] + r))\n",
+ " return clr\n",
+ "\n",
+ "def random_color():\n",
+ " return tuple(map(int, np.random.choice(range(256), size=3)))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Create averaged image"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "8966\n"
+ ]
+ }
+ ],
+ "source": [
+ "fp_ims = glob(join(fp_dir_ims, '*.png'))\n",
+ "print(len(fp_ims))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ims = []\n",
+ "for fp_im in fp_ims:\n",
+ " ims.append(cv.imread(fp_im))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ims_test = ims[:10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im_mean = np.mean(ims, axis=0).astype(np.uint8)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f9f4d4bf0b8>"
+ ]
+ },
+ "execution_count": 19,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(im_mean)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cv.imwrite(fp_out_mean, im_mean)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Draw BBoxes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im_mean_copy = im_mean.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "bboxes_test = file_utils.load_json(fp_json_test)\n",
+ "bboxes_train = file_utils.load_json(fp_json_train)\n",
+ "bboxes_val = file_utils.load_json(fp_json_val)\n",
+ "bboxes_raw = bboxes_val + bboxes_test + bboxes_train"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 189,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "81973\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(len(bboxes))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "{'image_path': 'brainwash_11_13_2014_images/00001000_640x480.png',\n",
+ " 'rects': [{'x1': 63.0, 'x2': 89.0, 'y1': 260.0, 'y2': 287.0},\n",
+ " {'x1': 115.0, 'x2': 135.0, 'y1': 174.0, 'y2': 193.0},\n",
+ " {'x1': 155.0, 'x2': 168.0, 'y1': 158.0, 'y2': 174.0},\n",
+ " {'x1': 184.0, 'x2': 203.0, 'y1': 162.0, 'y2': 180.0},\n",
+ " {'x1': 182.0, 'x2': 196.0, 'y1': 137.0, 'y2': 150.0},\n",
+ " {'x1': 283.0, 'x2': 301.0, 'y1': 124.0, 'y2': 143.0},\n",
+ " {'x1': 292.0, 'x2': 305.0, 'y1': 132.0, 'y2': 145.0},\n",
+ " {'x1': 321.0, 'x2': 338.0, 'y1': 119.0, 'y2': 134.0},\n",
+ " {'x1': 295.0, 'x2': 311.0, 'y1': 161.0, 'y2': 180.0},\n",
+ " {'x1': 320.0, 'x2': 344.0, 'y1': 173.0, 'y2': 192.0},\n",
+ " {'x1': 328.0, 'x2': 362.0, 'y1': 222.0, 'y2': 261.0},\n",
+ " {'x1': 470.0, 'x2': 513.0, 'y1': 245.0, 'y2': 289.0}]}\n"
+ ]
+ }
+ ],
+ "source": [
+ "pprint(bboxes_test[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 136,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "BBox: (0.3375,0.33125), (0.39375, 0.5854166666666667), width:0.05624999999999997, height:0.2541666666666667\n"
+ ]
+ }
+ ],
+ "source": [
+ "bboxes = []\n",
+ "bboxes_jit = []\n",
+ "dim = (640,480)\n",
+ "for bbox in bboxes_train:\n",
+ " for rect in bbox['rects']:\n",
+ " b = BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim)\n",
+ " if b.width > .25 or b.height > .25:\n",
+ " print(b)\n",
+ " bboxes.append(BBox.from_xyxy_dim(rect['x1'], rect['y1'], rect['x2'], rect['y2'], dim))\n",
+ " bboxes_jit.append(BBox.from_xyxy_dim(jit(rect['x1']), jit(rect['y1']), jit(rect['x2']), jit(rect['y2']), dim))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# random shuffle bboxes\n",
+ "bboxes_rand = bboxes_jit.copy()\n",
+ "random.shuffle(bboxes_rand)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "size_orig = (640, 480)\n",
+ "scale = 2\n",
+ "size_draw = (int(size_orig[0] * scale), int(size_orig[1] * scale))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im_mean_lg = im_utils.resize(im_mean, width=size_draw[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 185,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "84c67bbfb82a478c992f0e2a5ddb1d1c",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=81973), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f9f034ce160>"
+ ]
+ },
+ "execution_count": 185,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# draw it\n",
+ "clr = (255,255,255)\n",
+ "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n",
+ "im_bg = im_draw.copy()\n",
+ "limit = 1000000\n",
+ "stroke_weight = 1\n",
+ "alpha = 0.05\n",
+ "w,h = size_scale\n",
+ "for i, bbox in enumerate(tqdm(bboxes_rand)):\n",
+ " bbox = bbox.to_dim(size_draw)\n",
+ " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n",
+ " im_draw_next = im_bg.copy()\n",
+ " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n",
+ " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n",
+ " if i > limit:\n",
+ " break\n",
+ "\n",
+ "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 186,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f9f02e80f60>"
+ ]
+ },
+ "execution_count": 186,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(cv.cvtColor(im_draw_next, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 187,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 187,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cv.imwrite(fp_out_mean_bboxes, im_bg)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cv.im"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/megapixels/notebooks/datasets/duke_mtmc/duke_mtmc_timestamps.ipynb b/megapixels/notebooks/datasets/duke_mtmc/duke_mtmc_timestamps.ipynb
new file mode 100644
index 00000000..5179cc7c
--- /dev/null
+++ b/megapixels/notebooks/datasets/duke_mtmc/duke_mtmc_timestamps.ipynb
@@ -0,0 +1,213 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Duke MTMC Timestamps\n",
+ "\n",
+ "- use pymediainfo to extract timestamps\n",
+ "- save data to CSV"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "import math\n",
+ "import time\n",
+ "from glob import glob\n",
+ "import datetime\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from pathlib import Path\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "from pymediainfo import MediaInfo"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_dir_videos = '/data_store/datasets/people/duke_mtmc/dataset/videos/'\n",
+ "fp_times = '/data_store/datasets/people/duke_mtmc/processed/video_times.csv'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fps_video = glob(join(fp_dir_videos, '**/*.MTS'), recursive=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def mediainfo(fp_in, raw=False):\n",
+ " \"\"\"Get media info using pymediainfo\"\"\"\n",
+ " \n",
+ " media_info_raw = MediaInfo.parse(fp_in).to_data()\n",
+ " media_info = {}\n",
+ "\n",
+ " if raw:\n",
+ " for d in media_info_raw['tracks']:\n",
+ " if d['track_type'] == 'Video':\n",
+ " media_info['video'] = d\n",
+ " elif d['track_type'] == 'Audio':\n",
+ " media_info['audio'] = d\n",
+ " else:\n",
+ " for d in media_info_raw['tracks']:\n",
+ " if d['track_type'] == 'Video':\n",
+ " media_info['video'] = {\n",
+ " 'codec_cc': d.get('codec_cc', ''),\n",
+ " 'duration': int(d.get('duration','')),\n",
+ " 'display_aspect_ratio': float(d.get('display_aspect_ratio', '')),\n",
+ " 'width': int(d['width']),\n",
+ " 'height': int(d['height']),\n",
+ " 'frame_rate': float(d['frame_rate']),\n",
+ " 'frame_count': int(d['frame_count']),\n",
+ " }\n",
+ " \n",
+ " return media_info"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "87\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(len(fps_video))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def modification_date(fp):\n",
+ " t = os.path.getmtime(fp)\n",
+ " return datetime.datetime.fromtimestamp(t)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 89,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "9cb4c25594cc44d9995da82392acca0a",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=87), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Get file timestamp\n",
+ "meta = []\n",
+ "for fp_video in tqdm(fps_video):\n",
+ " time_start = modification_date(fp_video)\n",
+ " camera = int(Path(fp_video).parent.name[-1])\n",
+ " fn = Path(fp_video).name\n",
+ " m = mediainfo(fp_video)\n",
+ " m = m.get('video')\n",
+ " duration = int(m.get('duration'))\n",
+ " minutes = duration / 1000 / 60\n",
+ " time_end = time_start + datetime.timedelta(0, duration//1000) # ms to s\n",
+ " meta.append(\n",
+ " {\n",
+ " 'fn': fn, \n",
+ " 'camera': camera,\n",
+ " 'time_start': str(time_start),\n",
+ " 'time_end': str(time_end),\n",
+ " 'duration': duration, # ms\n",
+ " 'frame_count': m.get('frame_count'),\n",
+ " 'frame_rate': m.get('frame_rate'),\n",
+ " 'width': m.get('width'),\n",
+ " 'height': m.get('height'),\n",
+ " 'minutes': f'{minutes:.3f}',\n",
+ " })"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_meta = pd.DataFrame.from_dict(meta)\n",
+ "df_meta.to_csv(fp_times, index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 94,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Total minutes: 888.7956166666667\n"
+ ]
+ }
+ ],
+ "source": [
+ "print('Total minutes:', df_meta['duration'].sum()/1000/60)"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb b/megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb
new file mode 100644
index 00000000..43007144
--- /dev/null
+++ b/megapixels/notebooks/datasets/duke_mtmc/duke_viz_bboxes.ipynb
@@ -0,0 +1,643 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Duke MTMC BBox Visualize\n",
+ "\n",
+ "- read in all images, resized\n",
+ "- mean images\n",
+ "- camera, ID, frame, left, top, width, height, wx, wy, feetX, feetyY\n",
+ "- read in all bboxes\n",
+ "- draw normalized bboxes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "import math\n",
+ "from glob import glob\n",
+ "from random import randint\n",
+ "\n",
+ "import cv2 as cv\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from PIL import Image, ImageDraw\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import scipy.io as sio\n",
+ "import h5py\n",
+ "from pathlib import Path\n",
+ "from sklearn import preprocessing\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels/')\n",
+ "from app.settings import app_cfg as cfg\n",
+ "from app.utils import file_utils, im_utils\n",
+ "from app.models.bbox import BBox"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_det_trainval = '/data_store/datasets/people/duke_mtmc/dataset/trainvalRaw.mat'\n",
+ "fp_out_bboxes = '/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_01.png'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<KeysViewHDF5 ['trainData']>\n"
+ ]
+ }
+ ],
+ "source": [
+ "cam_dets = {}\n",
+ "with h5py.File(fp_det_trainval, 'r') as f:\n",
+ " print(f.keys())\n",
+ " for k, v in f.items():\n",
+ " cam_dets[k] = np.array(v)\n",
+ "train_data = cam_dets['trainData']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "mat_keys = ['camera', 'id', 'frame', 'left', 'top', 'width', 'height', 'wx', 'wy', 'feetX', 'feetY']"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "detections = {}"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "5a4b6187bdfc424b87b2d427dec2a2fa",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=4994653), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "total = len(train_data[0])\n",
+ "for i in tqdm(range(0, total)):\n",
+ " camera_str = str(int(train_data[0][i]))\n",
+ " obj = {\n",
+ " 'camera': int(train_data[0][i]),\n",
+ " 'id': int(train_data[1][i]),\n",
+ " 'frame': int(train_data[2][i]),\n",
+ " 'left': int(train_data[3][i]),\n",
+ " 'top': int(train_data[4][i]),\n",
+ " 'width': int(train_data[5][i]),\n",
+ " 'height': int(train_data[6][i]),\n",
+ " 'wx': train_data[7][i],\n",
+ " 'wy': train_data[8][i],\n",
+ " 'feetX': train_data[9][i],\n",
+ " 'feetY': train_data[10][i]\n",
+ " }\n",
+ " if camera_str not in detections.keys():\n",
+ " detections[camera_str] = []\n",
+ " detections[camera_str].append(obj)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Create Average of Video"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "cam = 6"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 80,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_video_cam = f'/data_store/datasets/people/duke_mtmc/dataset/videos/camera{cam}/00001.mp4'\n",
+ "frames = []\n",
+ "dec = 60\n",
+ "count = 0\n",
+ "frames_read = 0\n",
+ "vid = cv.VideoCapture(fp_video_cam)\n",
+ "while vid.isOpened():\n",
+ " read, frame = vid.read()\n",
+ " frames_read += 1\n",
+ " if count == dec:\n",
+ " if not read:\n",
+ " break\n",
+ " frames.append(frame)\n",
+ " if len(frames) > 10000:\n",
+ " break\n",
+ " count = 0\n",
+ " else:\n",
+ " count += 1"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "629 38430\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7fa67b270048>"
+ ]
+ },
+ "execution_count": 69,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "print(len(frames), frames_read)\n",
+ "plt.imshow(frames[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# save average for each camera\n",
+ "im_mean = np.mean(frames, axis=0).astype(np.uint8)\n",
+ "cv.imwrite(fp_out_cam_avg, im_mean)\n",
+ "fp_out_cam_avg = f'/data_store/datasets/people/duke_mtmc/processed/cam{cam}_average.png'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7fa6779bee10>"
+ ]
+ },
+ "execution_count": 71,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(cv.cvtColor(im_mean, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "59902f9a5cde4daf9beff2eeed60e04f",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# create list of bboxes\n",
+ "dim = (1920, 1080)\n",
+ "bboxes = []\n",
+ "for d in tqdm(detections[str(cam)]):\n",
+ " bboxes.append(BBox.from_xywh_dim(d['left'], d['top'], d['width'], d['height'], dim))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#size_draw = (1280, 720)\n",
+ "size_draw = (1920,1080)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam5_alpha_0.05.png\n"
+ ]
+ }
+ ],
+ "source": [
+ "# draw it\n",
+ "clr = (255,255,255)\n",
+ "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n",
+ "im_bg = im_draw.copy()\n",
+ "limit = 100000000\n",
+ "stroke_weight = 1\n",
+ "alpha = 0.05\n",
+ "cam = 5\n",
+ "fp_out_bboxes = f'/data_store/datasets/people/duke_mtmc/processed/duke_mtmc_bboxes_cam{cam}_alpha_{alpha}.png'\n",
+ "print(fp_out_bboxes)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "51e8433c791541a48e0b243093582439",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=387367), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7fa5eb1d1f28>"
+ ]
+ },
+ "execution_count": 79,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for i, bbox in enumerate(tqdm(bboxes)):\n",
+ " if i % 60:\n",
+ " continue\n",
+ " bbox = bbox.to_dim(size_draw)\n",
+ " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n",
+ " im_draw_next = im_bg.copy()\n",
+ " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n",
+ " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n",
+ " if i > limit:\n",
+ " break\n",
+ "\n",
+ "cv.imwrite(fp_out_bboxes, im_bg)\n",
+ "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'rois' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-45-ed83ab959530>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 10\u001b[0m \u001b[0malpha\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0.125\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 12\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mroi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrois\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[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 13\u001b[0m \u001b[0mfname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mroi\u001b[0m \u001b[0;31m# expand\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mbbox\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbbox\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_dim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msize_draw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'rois' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "# draw it\n",
+ "clr = (255, 255, 255)\n",
+ "size_orig = (5184, 3456)\n",
+ "scale = size_orig[0]/1920\n",
+ "size_draw = (int(size_orig[0]/scale), int(size_orig[1]/scale))\n",
+ "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n",
+ "im_bg = im_draw.copy()\n",
+ "limit = 2000000\n",
+ "stroke_weight = 1\n",
+ "alpha = 0.125\n",
+ "\n",
+ "for i, roi in enumerate(tqdm(rois.items())):\n",
+ " fname, bbox = roi # expand\n",
+ " bbox = bbox.to_dim(size_draw)\n",
+ " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n",
+ " im_draw_next = im_bg.copy()\n",
+ " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n",
+ " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n",
+ " if i > limit:\n",
+ " break\n",
+ "\n",
+ "\n",
+ "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Create Average Image"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "0b1e14cbaa644802bc8bfc2c42b8e10b",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=1107), 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-24-4d9676b22f03>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mim_comp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mempty_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mim_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_im\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1920\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mfp_im\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_ims\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----> 3\u001b[0;31m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mim_utils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfp_im\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1920\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m255\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0mim_comp\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mim\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+ ]
+ }
+ ],
+ "source": [
+ "im_comp = np.empty_like(im_utils.resize(cv.imread(fp_im), width=1920) / 255)\n",
+ "for fp_im in tqdm(fp_ims[:100]):\n",
+ " im = im_utils.resize(cv.imread(fp_im), width=1920) / 255\n",
+ " im_comp += im"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im_mean = np.mean(ims, axis=0).astype(np.uint8)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f4060095c50>"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(im_mean)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[0.2 0.4]\n"
+ ]
+ }
+ ],
+ "source": [
+ "a = np.array([.1, .2])\n",
+ "b = np.array([.1, .2])\n",
+ "c = a + b\n",
+ "print(c)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "array([[[0.16078431, 0.17254902, 0.1372549 ],\n",
+ " [0.15686275, 0.16862745, 0.13333333],\n",
+ " [0.15294118, 0.16470588, 0.12941176],\n",
+ " ...,\n",
+ " [0.49411765, 0.54509804, 0.5372549 ],\n",
+ " [0.49411765, 0.54509804, 0.5372549 ],\n",
+ " [0.49411765, 0.54509804, 0.5372549 ]],\n",
+ "\n",
+ " [[0.15294118, 0.16078431, 0.1372549 ],\n",
+ " [0.14509804, 0.15294118, 0.12941176],\n",
+ " [0.14509804, 0.15294118, 0.12941176],\n",
+ " ...,\n",
+ " [0.48627451, 0.5372549 , 0.52941176],\n",
+ " [0.48627451, 0.5372549 , 0.52941176],\n",
+ " [0.48627451, 0.5372549 , 0.52941176]],\n",
+ "\n",
+ " [[0.15294118, 0.16078431, 0.1372549 ],\n",
+ " [0.14901961, 0.15686275, 0.13333333],\n",
+ " [0.14509804, 0.15294118, 0.12941176],\n",
+ " ...,\n",
+ " [0.48235294, 0.53333333, 0.5254902 ],\n",
+ " [0.49019608, 0.54509804, 0.5372549 ],\n",
+ " [0.49803922, 0.55294118, 0.54509804]],\n",
+ "\n",
+ " ...,\n",
+ "\n",
+ " [[0.26666667, 0.29411765, 0.28235294],\n",
+ " [0.27058824, 0.29803922, 0.28627451],\n",
+ " [0.27058824, 0.29411765, 0.29019608],\n",
+ " ...,\n",
+ " [0.70980392, 0.74117647, 0.70196078],\n",
+ " [0.70588235, 0.7372549 , 0.69803922],\n",
+ " [0.70588235, 0.7372549 , 0.69803922]],\n",
+ "\n",
+ " [[0.27058824, 0.29411765, 0.29019608],\n",
+ " [0.27058824, 0.29411765, 0.29019608],\n",
+ " [0.2745098 , 0.29803922, 0.29411765],\n",
+ " ...,\n",
+ " [0.70588235, 0.7372549 , 0.69803922],\n",
+ " [0.70196078, 0.7372549 , 0.69803922],\n",
+ " [0.69803922, 0.73333333, 0.69411765]],\n",
+ "\n",
+ " [[0.27058824, 0.29411765, 0.29019608],\n",
+ " [0.27058824, 0.29411765, 0.29019608],\n",
+ " [0.26666667, 0.29019608, 0.28627451],\n",
+ " ...,\n",
+ " [0.69803922, 0.73333333, 0.69411765],\n",
+ " [0.69411765, 0.72941176, 0.69019608],\n",
+ " [0.68627451, 0.72156863, 0.68235294]]])"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "im = im.astype(np.)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/megapixels/notebooks/datasets/ijb_c/ijb_c_mids.ipynb b/megapixels/notebooks/datasets/ijb_c/ijb_c_mids.ipynb
new file mode 100644
index 00000000..c078a058
--- /dev/null
+++ b/megapixels/notebooks/datasets/ijb_c/ijb_c_mids.ipynb
@@ -0,0 +1,1281 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# IJB-C Check MS Celeb MIDS\n",
+ "\n",
+ "- read in MS Celeb Master file\n",
+ "- read in MS Celeb clean file\n",
+ "- read in IJB-C name list"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 163,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "from os.path import join\n",
+ "import math\n",
+ "from glob import glob\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from pathlib import Path\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels/')\n",
+ "from app.settings import app_cfg as cfg\n",
+ "from app.utils import identity_utils"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "a = '\"Arnold Rüütel\"@ca'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "b = a.split('\"')[1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "0.9545454545454546"
+ ]
+ },
+ "execution_count": 61,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_msceleb_full = '/data_store/datasets/people/msceleb/dataset/Top1M_MidList.Name.csv'\n",
+ "#fp_msceleb_clean = '/data_store/datasets/people/msceleb/dataset/MS-Celeb-1M_clean_list.txt'\n",
+ "fp_ijbc = '/data_store/datasets/people/ijb_c/downloads/ijbc_subject_names.csv'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 109,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_msceleb_full = pd.read_csv(fp_msceleb_full, sep=',', names=[\"kg_id\", 'name_msceleb'], quotechar = ',', skipinitialspace=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "records_msceleb = df_msceleb_full.to_dict('records')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#df_msceleb_full.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_ijbc = pd.read_csv(fp_ijbc)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "records_ijbc = df_ijbc.to_dict('records')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 166,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#df_ijbc.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 159,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# pre-compute msceleb data\n",
+ "for i, msceleb_item in enumerate(records_msceleb.copy()):\n",
+ " splits = msceleb_item['name_msceleb'].split('\"')\n",
+ " msceleb_name = splits[1]\n",
+ " try:\n",
+ " lang = splits[2][1:]\n",
+ " except Exception as e:\n",
+ " lang = ''\n",
+ " records_msceleb[i]['name_clean'] = msceleb_name\n",
+ " records_msceleb[i]['lang'] = lang\n",
+ " records_msceleb[i]['name_stripped_str'] = identity_utils.sanitize_name(msceleb_name, as_str=True)\n",
+ " records_msceleb[i]['name_stripped_arr'] = identity_utils.sanitize_name(msceleb_name, as_str=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 160,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'kg_id': 'm.01008lp2',\n",
+ " 'name_msceleb': '\"Caio Henrique Siqueira Sanchez\"@en',\n",
+ " 'name_clean': 'Caio Henrique Siqueira Sanchez',\n",
+ " 'name_stripped': ['caio', 'henrique', 'siqueira', 'sanchez'],\n",
+ " 'name_stripped_str': 'caio henrique siqueira sanchez',\n",
+ " 'name_stripped_arr': ['caio', 'henrique', 'siqueira', 'sanchez'],\n",
+ " 'lang': 'en'}"
+ ]
+ },
+ "execution_count": 160,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "records_msceleb[10]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 165,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "1fce6cb2b3eb4cf294a794a27209b312",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=3531), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "found_names = []\n",
+ "unfound_names = []\n",
+ "\n",
+ "for ijbc_item in tqdm(records_ijbc):\n",
+ " ijbc_name = ijbc_item.get('SUBJECT_NAME')\n",
+ " \n",
+ " # ensure name does not exist\n",
+ " if ijbc_name in found_names or ijbc_name in unfound_names:\n",
+ " continue\n",
+ "\n",
+ " # init loop vars\n",
+ " found = False\n",
+ " item_match = None\n",
+ " \n",
+ " # first look through all msceleb records for simple match\n",
+ " for msceleb_item in records_msceleb:\n",
+ " msceleb_name_clean = msceleb_item['name_clean']\n",
+ " if ijbc_name.lower() in msceleb_name_clean.lower():\n",
+ " item_match = msceleb_item\n",
+ " break\n",
+ " \n",
+ " # if not, do more aggressive/cpu intensive matching\n",
+ " if not item_match:\n",
+ " ijbc_name_stripped = identity_utils.sanitize_name(ijbc_name, as_str=False)\n",
+ " for msceleb_item in records_msceleb:\n",
+ " msceleb_name_stripped = msceleb_item['name_stripped_arr']\n",
+ " score = identity_utils.names_match(ijbc_name_stripped, msceleb_name_stripped, as_float=True, name_a_pre=True, name_b_pre=True)\n",
+ " if score > 0.9:\n",
+ " item_match = msceleb_item\n",
+ " break\n",
+ " \n",
+ " # default match obj\n",
+ " match_obj = {'name_ijb_c': ijbc_name, 'kg_id': '', 'name_msceleb': '', 'lang_msceleb': ''}\n",
+ " \n",
+ " if item_match:\n",
+ " # append matched info from msceleb\n",
+ " match_obj['name_msceleb'] = item_match['name_msceleb'] # keep orig msceleb name\n",
+ " match_obj['lang_msceleb'] = item_match['lang']\n",
+ " match_obj['kg_id'] = item_match.get('kg_id').replace('m.', '/m/')\n",
+ " found_names.append(match_obj)\n",
+ " else:\n",
+ " # default obj\n",
+ " unfound_names.append(match_obj)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 167,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "3299 232\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(len(found_names), len(unfound_names))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 168,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from pprint import pprint"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 170,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[{'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Raffaele Bonanni',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'King Abdullah II',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'George HW Bush',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Edmund Stoiber',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'JK Rowling',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Ashton B. Carter',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Linah K. Mohohlo',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': \"Alhaji Yar'Adua\",\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Hesham Mohamed Qandil',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Stephen Harper',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Martin Dempsey',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Horst Teltschik',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Andri Piebalgu',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Donald Tusk',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Richard Nixon',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Zulu Araujo',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Eliana Calmon',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Edu Guedes',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Milene Uehara',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Celso Zucatelli',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Jose Roberto Arruda',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Igor Slyunyayev',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Yevhenia Tymoshenko',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Ernest Bower',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Seo Joo-hyun',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Doreen Lorenzo',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Patrick Leahy',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Maria Soledad Alvear Valenzuela',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Mario Kreutzberger',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Ken Salazar',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Tim Allen',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Mark A. Welsh III',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Alessandro Molon',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Omobola Johnson',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Jon Hamm',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Tammy Baldwin',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Rajiv Shah',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Tedros Adhanom Ghebreyesus',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Jerry Garcia',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Arlette Chabot',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Pedro Aznar',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Prakash Raj',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Alex Jones',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Gloria Álvarez',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Lakshmi Rai',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Waseem Abbas',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Alicia Castro',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Aminata Traoré',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Paola Taverna',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Sanjay Kapoor',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '', 'lang_msceleb': '', 'name_ijb_c': 'AJ Lee', 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Andressa Urach',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Baby Margaretha',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Bob Garcia',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Dalila Nesci',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Dirk Müller',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Mahesh Babu',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Maram al-Masri',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Minh Tran Huy',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Andressa Soares',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Barbara Lezzi',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Eesha Koppikhar',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Gabriel Jesus',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Gayle San',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Kaajal Oza Vaidya',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Marcelo Freixo',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Óscar Santos',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Sam Smith',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Naomi Klein',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Aditi Arya',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Alberto Garzón',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Anna Ráckevei',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Eleonora Menicucci',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Helvy Tiana Rosa',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Houda-Imane Faraoun',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Karen Paola',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Laura Bottici',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Laura Castelli',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Mihai Voicu',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Patti Smith',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Puan Maharani',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Savitha Sastry',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Sharon la Hechicera',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Bahram Moshiri',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Luz Salgado',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Nouria Benghabrit-Remaoun',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Sant Asaram Ji Bapu',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Selin Sayek Böke',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Angelina Love',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Anna Aaron',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Anna Kendrick',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Carla Ruocco',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Deepak Chopra',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Giulia Grillo',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Maine Mendoza',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
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+ " 'name_ijb_c': 'Virginia Raggi',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Walidah Imarisha',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Wes Schweitzer',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '', 'lang_msceleb': '', 'name_ijb_c': 'Win Tin', 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Wutt Hmone Shwe Yi',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Yassine Brahim',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Yemi Alade',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Young Guru',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Zakhar May',\n",
+ " 'name_msceleb': ''},\n",
+ " {'kg_id': '',\n",
+ " 'lang_msceleb': '',\n",
+ " 'name_ijb_c': 'Zoë Keating',\n",
+ " 'name_msceleb': ''}]\n"
+ ]
+ }
+ ],
+ "source": [
+ "pprint(unfound_names)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Save CSV"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 171,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_ijbc_found = pd.DataFrame.from_dict(found_names)\n",
+ "df_ijbc_unfound = pd.DataFrame.from_dict(unfound_names)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 172,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_found = '/data_store/datasets/people/ijb_c/processed/ijb_c_msceleb_found.csv'\n",
+ "fp_unfound = '/data_store/datasets/people/ijb_c/processed/ijb_c_msceleb_unfound.csv'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 173,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_ijbc_found.to_csv(fp_found, index=False)\n",
+ "df_ijbc_unfound.to_csv(fp_unfound, index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/megapixels/notebooks/datasets/leeds_sports_pose/leeds_sports_pose_exif.ipynb b/megapixels/notebooks/datasets/leeds_sports_pose/leeds_sports_pose_exif.ipynb
index 1fc5c795..a0bb9dac 100644
--- a/megapixels/notebooks/datasets/leeds_sports_pose/leeds_sports_pose_exif.ipynb
+++ b/megapixels/notebooks/datasets/leeds_sports_pose/leeds_sports_pose_exif.ipynb
@@ -240,6 +240,35 @@
},
{
"cell_type": "code",
+ "execution_count": 62,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "a = b'{\\n \"programs\": [\\n\\n ],\\n \"streams\": [\\n {\\n \"width\": 320,\\n \"height\": 240\\n }\\n ],\\n \"format\": {\\n \"filename\": \"/tmp/HACS/v_RTqTlBt8iWc.mp4\",\\n \"nb_streams\": 2,\\n \"nb_programs\": 0,\\n \"format_name\": \"mov,mp4,m4a,3gp,3g2,mj2\",\\n \"format_long_name\": \"QuickTime / MOV\",\\n \"start_time\": \"0.000000\",\\n \"duration\": \"87.910000\",\\n \"size\": \"4633146\",\\n \"bit_rate\": \"421626\",\\n \"probe_score\": 100,\\n \"tags\": {\\n \"major_brand\": \"mp42\",\\n \"minor_version\": \"0\",\\n \"compatible_brands\": \"isommp42\",\\n \"creation_time\": \"2012-03-25T12:22:52.000000Z\"\\n }\\n }\\n}\\n'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 63,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "'{\\n \"programs\": [\\n\\n ],\\n \"streams\": [\\n {\\n \"width\": 320,\\n \"height\": 240\\n }\\n ],\\n \"format\": {\\n \"filename\": \"/tmp/HACS/v_RTqTlBt8iWc.mp4\",\\n \"nb_streams\": 2,\\n \"nb_programs\": 0,\\n \"format_name\": \"mov,mp4,m4a,3gp,3g2,mj2\",\\n \"format_long_name\": \"QuickTime / MOV\",\\n \"start_time\": \"0.000000\",\\n \"duration\": \"87.910000\",\\n \"size\": \"4633146\",\\n \"bit_rate\": \"421626\",\\n \"probe_score\": 100,\\n \"tags\": {\\n \"major_brand\": \"mp42\",\\n \"minor_version\": \"0\",\\n \"compatible_brands\": \"isommp42\",\\n \"creation_time\": \"2012-03-25T12:22:52.000000Z\"\\n }\\n }\\n}\\n'"
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "a.decode()"
+ ]
+ },
+ {
+ "cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
diff --git a/megapixels/notebooks/datasets/msceleb/msceleb_montage.ipynb b/megapixels/notebooks/datasets/msceleb/msceleb_montage.ipynb
new file mode 100644
index 00000000..e95b3293
--- /dev/null
+++ b/megapixels/notebooks/datasets/msceleb/msceleb_montage.ipynb
@@ -0,0 +1,238 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# MS Celeb Montage\n",
+ "\n",
+ "- make montage header graphic for index page"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "import math\n",
+ "import time\n",
+ "from glob import glob\n",
+ "import datetime\n",
+ "\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from pathlib import Path\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "import imutils\n",
+ "from PIL import Image, ImageOps\n",
+ "import random\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import cv2 as cv\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels')\n",
+ "from app.utils import file_utils, im_utils"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_in = '/data_store_hdd/datasets/people/msceleb/media/original/'\n",
+ "fp_out = '/data_store_hdd/datasets/people/msceleb/processed/montage.png'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_dirs = glob(join(fp_in, '*'))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "93418\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(len(fp_dirs))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# get random subset of dirs\n",
+ "total = 4000\n",
+ "ids_rand = random.sample(range(len(fp_dirs)), total)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "11a79219d2734b4e9677143fdcbe8679",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=4000), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "# get one image from each random subset direction\n",
+ "opt_size = (256, 256)\n",
+ "ims = []\n",
+ "for id_rand in tqdm(ids_rand):\n",
+ " file_choices = glob(join(fp_dirs[id_rand], '*.jpg'))\n",
+ " file_choice = file_choices[random.randint(0, len(file_choices)-1)]\n",
+ " im = Image.open(file_choice)\n",
+ " im = ImageOps.fit(im, opt_size)\n",
+ " ims.append(im)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ims_np = [im_utils.pil2np(x) for x in ims]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "opt_size_sm = (128, 128)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "montages = imutils.build_montages(ims_np, opt_size_sm, (20,12))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7fae1c5c3e48>"
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(montages[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 48,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 48,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cv.imwrite(fp_out, montages[0])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/megapixels/notebooks/datasets/uccs/uccs_exif.ipynb b/megapixels/notebooks/datasets/uccs/uccs_exif.ipynb
new file mode 100644
index 00000000..c4d37b39
--- /dev/null
+++ b/megapixels/notebooks/datasets/uccs/uccs_exif.ipynb
@@ -0,0 +1,421 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# UCCS Exif\n",
+ "\n",
+ "- read in all images and extract metadata\n",
+ "- export to CSV"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "from os.path import join\n",
+ "from glob import glob\n",
+ "from pprint import pprint\n",
+ "\n",
+ "import cv2 as cv\n",
+ "import pandas as pd\n",
+ "from PIL import Image, ImageDraw, ExifTags\n",
+ "\n",
+ "from pathlib import Path\n",
+ "from tqdm import tqdm_notebook as tqdm"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_dir_uccs = '/data_store/datasets/people/uccs/dataset'\n",
+ "fp_dir_ims = '/data_store/datasets/people/uccs/dataset/media/original'\n",
+ "fp_out_exif = '/data_store/datasets/people/uccs/processed/exif/uccs_camera_exif.csv'\n",
+ "fp_out_exif_test = '/data_store/datasets/people/uccs/processed/exif/uccs_camera_exif_test.csv'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "10917\n"
+ ]
+ }
+ ],
+ "source": [
+ "fp_ims = glob(join(fp_dir_ims, '*.jpg'))\n",
+ "print(len(fp_ims))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def get_exif(fp_im, raw=False):\n",
+ " im = Image.open(fp_im)\n",
+ " exif_raw = im._getexif() \n",
+ " exif_data = {}\n",
+ " for tag, value in exif_raw.items():\n",
+ " decoded = ExifTags.TAGS.get(tag, tag)\n",
+ " exif_data[decoded] = value\n",
+ " if raw:\n",
+ " return exif_data\n",
+ " else:\n",
+ " im_w = exif_data['ExifImageWidth']\n",
+ " im_h = exif_data['ExifImageHeight']\n",
+ " #date_time_digitized = exif_data['DateTimeDigitized']\n",
+ " #date_time_original = exif_data['DateTimeOriginal']\n",
+ " date_times = exif_data['DateTime'].split(' ')\n",
+ " date_time = date_times[0].replace(':', '-') + ' ' + date_times[1]\n",
+ " copyright = exif_data['Copyright']\n",
+ " aperture_value = exif_data['ApertureValue'][0] / exif_data['ApertureValue'][0]\n",
+ " fnumber = exif_data['FNumber'][0] / exif_data['FNumber'][1]\n",
+ " focal_length = int(exif_data['FocalLength'][0] / exif_data['FocalLength'][1])\n",
+ " iso = int(exif_data['ISOSpeedRatings'])\n",
+ " exposure_mode = exif_data['ExposureMode']\n",
+ " exposure_program = exif_data['ExposureProgram']\n",
+ " #focal_plane_x = exif_data['FocalPlaneXResolution'][0] / exif_data['FocalPlaneXResolution'][1]\n",
+ " #focal_plane_y = exif_data['FocalPlaneYResolution'][0] / exif_data['FocalPlaneYResolution'][1]\n",
+ " result = {\n",
+ " # 'image_width': im_w,\n",
+ " # 'image_height': im_h,\n",
+ " 'date_time': date_time,\n",
+ " #'date_time_digitized': date_time_digitized,\n",
+ " #'date_time_original': date_time_original,\n",
+ " #'copyright': copyright,\n",
+ " 'aperture': aperture_value,\n",
+ " 'fnumber': fnumber,\n",
+ " 'focal_length': focal_length,\n",
+ " 'exposure_program': exposure_program,\n",
+ " 'exposure_mode': exposure_mode,\n",
+ " 'iso': iso\n",
+ " }\n",
+ " return result\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "285797b2b773435aba4a89740ddd38e4",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=10917), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "exif_data = []\n",
+ "for fp_im in tqdm(fp_ims):\n",
+ " im_exif = get_exif(fp_im)\n",
+ " im_exif.update({'filename': Path(fp_im).name})\n",
+ " exif_data.append(im_exif)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for ex in exif_data:\n",
+ " #ex['focal_length'] = int(ex['focal_length'])\n",
+ " splits = ex['date_time'].split(' ')\n",
+ " ex['date'] = splits[0]\n",
+ " ex['time'] = splits[1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df_exif = pd.DataFrame.from_dict(exif_data)\n",
+ "df_exif['date_time'] = pd.to_datetime(df_exif['date_time'])\n",
+ "#df_exif.to_csv(fp_out_exif, index=False)\n",
+ "df_exif.to_csv(fp_out_exif, index=False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "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>aperture</th>\n",
+ " <th>date</th>\n",
+ " <th>date_time</th>\n",
+ " <th>exposure_mode</th>\n",
+ " <th>exposure_program</th>\n",
+ " <th>filename</th>\n",
+ " <th>fnumber</th>\n",
+ " <th>focal_length</th>\n",
+ " <th>iso</th>\n",
+ " <th>time</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>1.0</td>\n",
+ " <td>2013-01-29</td>\n",
+ " <td>2013-01-29 12:07:45</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>e87a43c32cc697d3e6b40be3e3594057.jpg</td>\n",
+ " <td>5.6</td>\n",
+ " <td>800</td>\n",
+ " <td>100</td>\n",
+ " <td>12:07:45</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>1.0</td>\n",
+ " <td>2012-04-03</td>\n",
+ " <td>2012-04-03 11:07:53</td>\n",
+ " <td>0</td>\n",
+ " <td>3</td>\n",
+ " <td>9d15290fdd811d5cbaeb44448a4b54d3.jpg</td>\n",
+ " <td>5.6</td>\n",
+ " <td>800</td>\n",
+ " <td>400</td>\n",
+ " <td>11:07:53</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>1.0</td>\n",
+ " <td>2013-01-29</td>\n",
+ " <td>2013-01-29 12:08:01</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>d9cad73c2f47022195169e07f21dc567.jpg</td>\n",
+ " <td>5.6</td>\n",
+ " <td>800</td>\n",
+ " <td>100</td>\n",
+ " <td>12:08:01</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>1.0</td>\n",
+ " <td>2013-02-20</td>\n",
+ " <td>2013-02-20 12:16:35</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>decf44da0b963a33c88362e613878820.jpg</td>\n",
+ " <td>5.6</td>\n",
+ " <td>800</td>\n",
+ " <td>160</td>\n",
+ " <td>12:16:35</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>1.0</td>\n",
+ " <td>2013-02-19</td>\n",
+ " <td>2013-02-19 16:30:51</td>\n",
+ " <td>1</td>\n",
+ " <td>1</td>\n",
+ " <td>4a59b6b9b50cf6fc87e45caa0fdb86df.jpg</td>\n",
+ " <td>5.6</td>\n",
+ " <td>800</td>\n",
+ " <td>400</td>\n",
+ " <td>16:30:51</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " aperture date date_time exposure_mode exposure_program \\\n",
+ "0 1.0 2013-01-29 2013-01-29 12:07:45 1 1 \n",
+ "1 1.0 2012-04-03 2012-04-03 11:07:53 0 3 \n",
+ "2 1.0 2013-01-29 2013-01-29 12:08:01 1 1 \n",
+ "3 1.0 2013-02-20 2013-02-20 12:16:35 1 1 \n",
+ "4 1.0 2013-02-19 2013-02-19 16:30:51 1 1 \n",
+ "\n",
+ " filename fnumber focal_length iso time \n",
+ "0 e87a43c32cc697d3e6b40be3e3594057.jpg 5.6 800 100 12:07:45 \n",
+ "1 9d15290fdd811d5cbaeb44448a4b54d3.jpg 5.6 800 400 11:07:53 \n",
+ "2 d9cad73c2f47022195169e07f21dc567.jpg 5.6 800 100 12:08:01 \n",
+ "3 decf44da0b963a33c88362e613878820.jpg 5.6 800 160 12:16:35 \n",
+ "4 4a59b6b9b50cf6fc87e45caa0fdb86df.jpg 5.6 800 400 16:30:51 "
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_exif.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "exif_dates = df_exif.groupby('date')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "18\n",
+ "['2012-02-23',\n",
+ " '2012-03-06',\n",
+ " '2012-03-08',\n",
+ " '2012-03-13',\n",
+ " '2012-03-20',\n",
+ " '2012-03-22',\n",
+ " '2012-04-03',\n",
+ " '2012-04-12',\n",
+ " '2012-04-17',\n",
+ " '2012-04-24',\n",
+ " '2012-04-25',\n",
+ " '2012-04-26',\n",
+ " '2013-01-28',\n",
+ " '2013-01-29',\n",
+ " '2013-02-13',\n",
+ " '2013-02-19',\n",
+ " '2013-02-20',\n",
+ " '2013-02-26']\n"
+ ]
+ }
+ ],
+ "source": [
+ "dates = list(exif_dates.groups.keys())\n",
+ "print(len(dates))\n",
+ "pprint(dates)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "<built-in method index of tuple object at 0x7fc507b54b48>\n"
+ ]
+ }
+ ],
+ "source": [
+ "for exif_date in exif_dates:\n",
+ " print(exif_date.index)\n",
+ " idx = exif_date\n",
+ " break"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "builtin_function_or_method"
+ ]
+ },
+ "execution_count": 31,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(idx.count)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/megapixels/notebooks/datasets/uccs/uccs_vis_bboxes.ipynb b/megapixels/notebooks/datasets/uccs/uccs_vis_bboxes.ipynb
new file mode 100644
index 00000000..bad4b82f
--- /dev/null
+++ b/megapixels/notebooks/datasets/uccs/uccs_vis_bboxes.ipynb
@@ -0,0 +1,476 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# UCCS Visualize\n",
+ "\n",
+ "- read in all images, resized\n",
+ "- mean images\n",
+ "- read in all bboxes\n",
+ "- draw normalized bboxes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "import math\n",
+ "from glob import glob\n",
+ "from random import randint\n",
+ "\n",
+ "import cv2 as cv\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from PIL import Image, ImageDraw\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import scipy.io\n",
+ "from pathlib import Path\n",
+ "from sklearn import preprocessing\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels/')\n",
+ "from app.settings import app_cfg as cfg\n",
+ "from app.utils import file_utils\n",
+ "from app.models.bbox import BBox"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_dir_uccs = '/data_store/datasets/people/uccs/dataset'\n",
+ "fp_dir_ims = '/data_store/datasets/people/uccs/dataset/media/original'\n",
+ "fp_baseline = '/data_store/datasets/people/uccs/dataset/UCCS-v2-detection-baseline-validation.csv'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# function to create spaced colormaps as RGB values\n",
+ "\n",
+ "import matplotlib as mpl\n",
+ "import matplotlib.cm as mplcm\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib import cm\n",
+ "\n",
+ "def get_color_map(cmap='prism', ncolors=20, as_hex=False, reverse=False, bgr=True):\n",
+ " norm = mpl.colors.Normalize(vmin=0, vmax=ncolors-1)\n",
+ " scalars = mplcm.ScalarMappable(norm=norm, cmap=cmap)\n",
+ " colors = [scalars.to_rgba(i) for i in range(ncolors)]\n",
+ " colors = [(int(255*c[0]),int(255*c[1]),int(255*c[2])) for c in colors] \n",
+ " if reverse:\n",
+ " colors = colors[::-1]\n",
+ " if bgr:\n",
+ " colors = [c[::-1] for c in colors]\n",
+ " if as_hex:\n",
+ " colors = ['#{:02x}{:02x}{:02x}'.format(c[0],c[1],c[2]) for c in colors]\n",
+ " return colors\n",
+ "\n",
+ "def jitter_clr(clr, amt=10, mono=False):\n",
+ " clr = list(clr)\n",
+ " if mono:\n",
+ " r = randint(-amt, amt)\n",
+ " for i in range(len(clr)):\n",
+ " clr[i] = max(0, min(255, clr[i] + r))\n",
+ " else:\n",
+ " for i in range(len(clr)):\n",
+ " r = randint(-amt, amt)\n",
+ " clr[i] = max(0, min(255, clr[i] + r))\n",
+ " return clr\n",
+ "\n",
+ "def random_color():\n",
+ " return tuple(map(int, np.random.choice(range(256), size=3)))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "10917\n"
+ ]
+ }
+ ],
+ "source": [
+ "fp_ims = glob(join(fp_dir_ims, '*.jpg'))\n",
+ "print(len(fp_ims))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(3456, 5184, 3)\n"
+ ]
+ }
+ ],
+ "source": [
+ "im = cv.imread(fp_ims[0])\n",
+ "print(im.shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {},
+ "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>FILE</th>\n",
+ " <th>BB_X</th>\n",
+ " <th>BB_Y</th>\n",
+ " <th>BB_WIDTH</th>\n",
+ " <th>BB_HEIGHT</th>\n",
+ " <th>DETECTION_SCORE</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>3540.81</td>\n",
+ " <td>1973.13</td>\n",
+ " <td>237.21</td>\n",
+ " <td>287.37</td>\n",
+ " <td>0.99</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>1576.59</td>\n",
+ " <td>2290.10</td>\n",
+ " <td>189.79</td>\n",
+ " <td>223.13</td>\n",
+ " <td>0.97</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>706.63</td>\n",
+ " <td>1512.31</td>\n",
+ " <td>180.06</td>\n",
+ " <td>254.76</td>\n",
+ " <td>0.55</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>000d7f5f2b753210388273e792dae92b.jpg</td>\n",
+ " <td>2106.86</td>\n",
+ " <td>2868.81</td>\n",
+ " <td>226.57</td>\n",
+ " <td>279.73</td>\n",
+ " <td>1.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>000d7f5f2b753210388273e792dae92b.jpg</td>\n",
+ " <td>-17.83</td>\n",
+ " <td>1933.80</td>\n",
+ " <td>125.03</td>\n",
+ " <td>214.81</td>\n",
+ " <td>1.00</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " FILE BB_X BB_Y BB_WIDTH \\\n",
+ "0 000b35e2c91ccd4adb25e7e410db7b7c.jpg 3540.81 1973.13 237.21 \n",
+ "1 000b35e2c91ccd4adb25e7e410db7b7c.jpg 1576.59 2290.10 189.79 \n",
+ "2 000b35e2c91ccd4adb25e7e410db7b7c.jpg 706.63 1512.31 180.06 \n",
+ "3 000d7f5f2b753210388273e792dae92b.jpg 2106.86 2868.81 226.57 \n",
+ "4 000d7f5f2b753210388273e792dae92b.jpg -17.83 1933.80 125.03 \n",
+ "\n",
+ " BB_HEIGHT DETECTION_SCORE \n",
+ "0 287.37 0.99 \n",
+ "1 223.13 0.97 \n",
+ "2 254.76 0.55 \n",
+ "3 279.73 1.00 \n",
+ "4 214.81 1.00 "
+ ]
+ },
+ "execution_count": 7,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rois = pd.read_csv(fp_baseline)\n",
+ "roi_records = df_rois.to_dict('records')\n",
+ "df_rois.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "5232\n"
+ ]
+ }
+ ],
+ "source": [
+ "rois = {}\n",
+ "dim = (5184, 3456)\n",
+ "for row in roi_records:\n",
+ " x, y, w, h = row['BB_X'], row['BB_Y'], row['BB_WIDTH'], row['BB_HEIGHT']\n",
+ " # threshold values for 5184x3456\n",
+ " x = max(0, min(5184, x))\n",
+ " y = max(0, min(y,3456))\n",
+ " rois[row['FILE']] = BBox.from_xywh_dim(x, y, w, h, dim)\n",
+ "print(len(rois))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "colors = get_color_map(cmap='Blues', ncolors=len(rois), reverse=False, bgr=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ " Colormap PiYGF is not recognized. Possible values are: Accent, Accent_r, Blues, Blues_r, BrBG, BrBG_r, BuGn, BuGn_r, BuPu, BuPu_r, CMRmap, CMRmap_r, Dark2, Dark2_r, GnBu, GnBu_r, Greens, Greens_r, Greys, Greys_r, OrRd, OrRd_r, Oranges, Oranges_r, PRGn, PRGn_r, Paired, Paired_r, Pastel1, Pastel1_r, Pastel2, Pastel2_r, PiYG, PiYG_r, PuBu, PuBuGn, PuBuGn_r, PuBu_r, PuOr, PuOr_r, PuRd, PuRd_r, Purples, Purples_r, RdBu, RdBu_r, RdGy, RdGy_r, RdPu, RdPu_r, RdYlBu, RdYlBu_r, RdYlGn, RdYlGn_r, Reds, Reds_r, Set1, Set1_r, Set2, Set2_r, Set3, Set3_r, Spectral, Spectral_r, Wistia, Wistia_r, YlGn, YlGnBu, YlGnBu_r, YlGn_r, YlOrBr, YlOrBr_r, YlOrRd, YlOrRd_r, afmhot, afmhot_r, autumn, autumn_r, binary, binary_r, bone, bone_r, brg, brg_r, bwr, bwr_r, cividis, cividis_r, cool, cool_r, coolwarm, coolwarm_r, copper, copper_r, cubehelix, cubehelix_r, flag, flag_r, gist_earth, gist_earth_r, gist_gray, gist_gray_r, gist_heat, gist_heat_r, gist_ncar, gist_ncar_r, gist_rainbow, gist_rainbow_r, gist_stern, gist_stern_r, gist_yarg, gist_yarg_r, gnuplot, gnuplot2, gnuplot2_r, gnuplot_r, gray, gray_r, hot, hot_r, hsv, hsv_r, inferno, inferno_r, jet, jet_r, magma, magma_r, nipy_spectral, nipy_spectral_r, ocean, ocean_r, pink, pink_r, plasma, plasma_r, prism, prism_r, rainbow, rainbow_r, seismic, seismic_r, spring, spring_r, summer, summer_r, tab10, tab10_r, tab20, tab20_r, tab20b, tab20b_r, tab20c, tab20c_r, terrain, terrain_r, viridis, viridis_r, winter, winter_r"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(232, 126, 182)"
+ ]
+ },
+ "execution_count": 67,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "random_color()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 68,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "BBox: (0.1759008487654321,0.7841435185185185), (0.2050906635802469, 0.8471296296296296), width:0.029189814814814807, height:0.06298611111111108\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(list(rois.values())[2])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 90,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "40ef1dc91349421fb15073e537e80397",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=5232), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f25f40f9940>"
+ ]
+ },
+ "execution_count": 90,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# draw it\n",
+ "scale = 1\n",
+ "ya_green = (250,250,250)\n",
+ "size_orig = (5184, 3456)\n",
+ "size_scale = (int(size_orig[0]/scale), int(size_orig[1]/scale))\n",
+ "im = np.zeros([size_scale[1], size_scale[0], 3]).astype(np.uint8)\n",
+ "im_blank = im.copy()\n",
+ "im[::] = (0,0,0)\n",
+ "limit = 12000\n",
+ "# limit = 100\n",
+ "stroke_weight = 1\n",
+ "\n",
+ "w,h = size_scale\n",
+ "for i, roi in enumerate(tqdm(rois.items())):\n",
+ " fname, bbox = roi # expand\n",
+ " bbox = bbox.to_dim((w,h))\n",
+ " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n",
+ " #im_cp = im.copy()\n",
+ " rn = random_color()\n",
+ " #cv.rectangle(im, pt1, pt2, jitter_clr(colors[i]), stroke_weight, cv.LINE_AA,)\n",
+ " cv.rectangle(im, pt1, pt2, jitter_clr(ya_green), stroke_weight, cv.LINE_AA)\n",
+ " #im = cv.addWeighted(im_cp, 0.9, im, .1, 0)\n",
+ " if i > limit:\n",
+ " break\n",
+ "\n",
+ " \n",
+ "cv.imwrite('bboxes_full_03.png', im)\n",
+ "plt.imshow(cv.cvtColor(im, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 108,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from time import sleep"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 110,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "5ffef71ceb0d4fa39bcf63a81d3a359f",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, description='2nd loop'), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "for j in tqdm(range(100), desc='2nd loop'):\n",
+ " sleep(0.01)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
diff --git a/megapixels/notebooks/datasets/uccs/uccs_vis_bboxes_02.ipynb b/megapixels/notebooks/datasets/uccs/uccs_vis_bboxes_02.ipynb
new file mode 100644
index 00000000..225ffbff
--- /dev/null
+++ b/megapixels/notebooks/datasets/uccs/uccs_vis_bboxes_02.ipynb
@@ -0,0 +1,437 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# UCCS Visualize\n",
+ "\n",
+ "- read in all images, resized\n",
+ "- mean images\n",
+ "- read in all bboxes\n",
+ "- draw normalized bboxes"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "%reload_ext autoreload\n",
+ "%autoreload 2\n",
+ "\n",
+ "import os\n",
+ "from os.path import join\n",
+ "import math\n",
+ "from glob import glob\n",
+ "from random import randint\n",
+ "\n",
+ "import cv2 as cv\n",
+ "import numpy as np\n",
+ "import pandas as pd\n",
+ "from PIL import Image, ImageDraw\n",
+ "%matplotlib inline\n",
+ "import matplotlib.pyplot as plt\n",
+ "import scipy.io\n",
+ "from pathlib import Path\n",
+ "from sklearn import preprocessing\n",
+ "from tqdm import tqdm_notebook as tqdm\n",
+ "\n",
+ "import sys\n",
+ "sys.path.append('/work/megapixels_dev/megapixels/')\n",
+ "from app.settings import app_cfg as cfg\n",
+ "from app.utils import file_utils, im_utils\n",
+ "from app.models.bbox import BBox"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fp_dir_uccs = '/data_store/datasets/people/uccs/dataset'\n",
+ "fp_dir_ims = '/data_store_ssd/datasets/people/uccs/media/original/'\n",
+ "fp_baseline = '/data_store/datasets/people/uccs/dataset/UCCS-v2-detection-baseline-validation.csv'\n",
+ "fp_out_bboxes = '/data_store/datasets/people/uccs/processed/uccs_bboxes_white_01.png'\n",
+ "fp_out_mean = '/data_store/datasets/people/uccs/processed/uccs_mean.png'"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "16149 images\n"
+ ]
+ }
+ ],
+ "source": [
+ "fp_ims = glob(join(fp_dir_ims, '*.jpg'))\n",
+ "print(len(fp_ims), 'images')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(3456, 5184, 3)\n"
+ ]
+ }
+ ],
+ "source": [
+ "im = cv.imread(fp_ims[0])\n",
+ "print(im.shape)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "metadata": {},
+ "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>FILE</th>\n",
+ " <th>BB_X</th>\n",
+ " <th>BB_Y</th>\n",
+ " <th>BB_WIDTH</th>\n",
+ " <th>BB_HEIGHT</th>\n",
+ " <th>DETECTION_SCORE</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>3540.81</td>\n",
+ " <td>1973.13</td>\n",
+ " <td>237.21</td>\n",
+ " <td>287.37</td>\n",
+ " <td>0.99</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>1576.59</td>\n",
+ " <td>2290.10</td>\n",
+ " <td>189.79</td>\n",
+ " <td>223.13</td>\n",
+ " <td>0.97</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>2</th>\n",
+ " <td>000b35e2c91ccd4adb25e7e410db7b7c.jpg</td>\n",
+ " <td>706.63</td>\n",
+ " <td>1512.31</td>\n",
+ " <td>180.06</td>\n",
+ " <td>254.76</td>\n",
+ " <td>0.55</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>3</th>\n",
+ " <td>000d7f5f2b753210388273e792dae92b.jpg</td>\n",
+ " <td>2106.86</td>\n",
+ " <td>2868.81</td>\n",
+ " <td>226.57</td>\n",
+ " <td>279.73</td>\n",
+ " <td>1.00</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>4</th>\n",
+ " <td>000d7f5f2b753210388273e792dae92b.jpg</td>\n",
+ " <td>-17.83</td>\n",
+ " <td>1933.80</td>\n",
+ " <td>125.03</td>\n",
+ " <td>214.81</td>\n",
+ " <td>1.00</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " FILE BB_X BB_Y BB_WIDTH \\\n",
+ "0 000b35e2c91ccd4adb25e7e410db7b7c.jpg 3540.81 1973.13 237.21 \n",
+ "1 000b35e2c91ccd4adb25e7e410db7b7c.jpg 1576.59 2290.10 189.79 \n",
+ "2 000b35e2c91ccd4adb25e7e410db7b7c.jpg 706.63 1512.31 180.06 \n",
+ "3 000d7f5f2b753210388273e792dae92b.jpg 2106.86 2868.81 226.57 \n",
+ "4 000d7f5f2b753210388273e792dae92b.jpg -17.83 1933.80 125.03 \n",
+ "\n",
+ " BB_HEIGHT DETECTION_SCORE \n",
+ "0 287.37 0.99 \n",
+ "1 223.13 0.97 \n",
+ "2 254.76 0.55 \n",
+ "3 279.73 1.00 \n",
+ "4 214.81 1.00 "
+ ]
+ },
+ "execution_count": 46,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df_rois = pd.read_csv(fp_baseline)\n",
+ "roi_records = df_rois.to_dict('records')\n",
+ "df_rois.head()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "rois = {}\n",
+ "rois_all = []\n",
+ "dim = (5184, 3456)\n",
+ "for row in roi_records:\n",
+ " x, y, w, h = row['BB_X'], row['BB_Y'], row['BB_WIDTH'], row['BB_HEIGHT']\n",
+ " # threshold values for 5184x3456\n",
+ " x = max(0, min(5184, x))\n",
+ " y = max(0, min(y,3456))\n",
+ " bbox = BBox.from_xywh_dim(x, y, w, h, dim)\n",
+ " rois[row['FILE']] = bbox\n",
+ " rois_all.append(bbox)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "51838\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(len(rois_all))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 55,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "f74cecd2e9f948358a437e24e1e605d3",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=51838), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f3fe553b3c8>"
+ ]
+ },
+ "execution_count": 55,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# draw it\n",
+ "clr = (255, 255, 255)\n",
+ "size_orig = (5184, 3456)\n",
+ "scale = size_orig[0]/1920\n",
+ "size_draw = (int(size_orig[0]/scale), int(size_orig[1]/scale))\n",
+ "im_draw = np.zeros([size_draw[1], size_draw[0], 3]).astype(np.uint8)\n",
+ "im_bg = im_draw.copy()\n",
+ "im[::] = (0,0,0)\n",
+ "limit = 2000000\n",
+ "stroke_weight = 1\n",
+ "alpha = 0.125\n",
+ "\n",
+ "for i, bbox in enumerate(tqdm(rois_all)):\n",
+ " bbox = bbox.to_dim(size_draw)\n",
+ " pt1, pt2 = tuple(map(int, bbox.pt_tl)), tuple(map(int, bbox.pt_br))\n",
+ " im_draw_next = im_bg.copy()\n",
+ " cv.rectangle(im_draw_next, pt1, pt2, clr, stroke_weight, cv.LINE_AA)\n",
+ " im_bg = cv.addWeighted(im_draw_next, alpha, im_bg, 1 - alpha, 0)\n",
+ " if i > limit:\n",
+ " break\n",
+ "\n",
+ "cv.imwrite(fp_out_bboxes, im_bg)\n",
+ "plt.imshow(cv.cvtColor(im_bg, cv.COLOR_BGR2RGB))"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## Create Average Image"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "fbfe7da23db147e28ba5394e8ee65771",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "HBox(children=(IntProgress(value=0, max=16149), HTML(value='')))"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#im_comp = np.empty_like(im_utils.resize(cv.imread(fp_im), width=1920) / 255)\n",
+ "im_comp = np.empty_like(cv.imread(fp_im) / 255)\n",
+ "for fp_im in tqdm(fp_ims):\n",
+ " im = im_utils.resize(cv.imread(fp_im), width=1920) / 255\n",
+ " im_comp += im"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "im_mean = np.mean(ims, axis=0).astype(np.uint8)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<matplotlib.image.AxesImage at 0x7f40601689b0>"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.imshow(im_mean)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "True"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "cv.imwrite(fp_out_mean, im_mean)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "megapixels",
+ "language": "python",
+ "name": "megapixels"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.8"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}