4-Metrics-SSIM.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"4-Metrics-SSIM.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyNQDcNDemAOjCMDfa5sNIrl"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"q94nbBTVqzDm","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612882427015,"user_tz":-60,"elapsed":18925,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"be40ab44-7895-442c-9c50-6c90a2b37257"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"DOhDJdbJt3wj","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612882432058,"user_tz":-60,"elapsed":23949,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"854aa023-8e85-4284-86f9-d0c138d6b9b5"},"source":["!git clone https://github.com/yzxing87/pytorch-deep-video-prior.git"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Cloning into 'pytorch-deep-video-prior'...\n","remote: Enumerating objects: 11, done.\u001b[K\n","remote: Counting objects: 100% (11/11), done.\u001b[K\n","remote: Compressing objects: 100% (11/11), done.\u001b[K\n","remote: Total 855 (delta 2), reused 6 (delta 0), pack-reused 844\u001b[K\n","Receiving objects: 100% (855/855), 101.21 MiB | 39.96 MiB/s, done.\n","Resolving deltas: 100% (4/4), done.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"klAita2stwpW","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612882432060,"user_tz":-60,"elapsed":23942,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"8e588fb3-5f48-4fd8-f0f6-32b76f2aa705"},"source":["%cd pytorch-deep-video-prior"],"execution_count":3,"outputs":[{"output_type":"stream","text":["/content/pytorch-deep-video-prior\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Iio8KyL8t4I6","executionInfo":{"status":"ok","timestamp":1612882474122,"user_tz":-60,"elapsed":40629,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["!cp '../drive/MyDrive/colorization/dataset_colorization_without_bb.zip' .\n","!cp '../drive/MyDrive/colorization/dataset_colorization.zip' .\n","!cp '../drive/MyDrive/colorization/dataset_grayscale.zip' .\n","!cp '../drive/MyDrive/colorization/dataset_prior_0005.zip' .\n","!cp '../drive/MyDrive/colorization/dataset_prior_0025.zip' .\n","!cp '../drive/MyDrive/colorization/dataset_prior_0050.zip' ."],"execution_count":4,"outputs":[]},{"cell_type":"code","metadata":{"id":"UCEVeDZlt_3M","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612882512062,"user_tz":-60,"elapsed":37900,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"61f97178-09c0-4a4a-d05c-cbf17f125005"},"source":["!unzip 'dataset_colorization_without_bb.zip'\n","!unzip 'dataset_colorization.zip'\n","!unzip 'dataset_grayscale.zip'\n","!unzip 'dataset_prior_0005.zip'\n","!unzip 'dataset_prior_0025.zip'\n","!unzip 'dataset_prior_0050.zip'"],"execution_count":5,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","  inflating: dataset_prior_0025/horsejump-high/predictions_00004.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/out_minor_00019.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/out_main_00013.jpg  \n","  inflating: 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\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"oaD9t5u8u-UK","executionInfo":{"status":"ok","timestamp":1612882601477,"user_tz":-60,"elapsed":123657,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"f49d46cd-e94c-455a-a044-c776f98dfc6e"},"source":["!wget https://graphics.ethz.ch/Downloads/Data/Davis/DAVIS-data.zip\n","!unzip DAVIS-data.zip "],"execution_count":6,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","  inflating: DAVIS/JPEGImages/480p/elephant/00052.jpg  \n","  inflating: DAVIS/JPEGImages/480p/elephant/00031.jpg  \n","  inflating: DAVIS/JPEGImages/480p/elephant/00019.jpg  \n","  inflating: DAVIS/JPEGImages/480p/elephant/00068.jpg  \n","  inflating: DAVIS/JPEGImages/480p/elephant/00078.jpg  \n","  inflating: DAVIS/JPEGImages/480p/elephant/00032.jpg  \n","  inflating: 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val_set=os.listdir('dataset_colorization'); print(val_set)"],"execution_count":7,"outputs":[{"output_type":"stream","text":["['libby', 'horsejump-high', 'car-roundabout', 'dog', 'drift-chicane', 'scooter-black', 'parkour', 'car-shadow', 'cows', 'camel', 'bmx-trees', 'kite-surf', 'breakdance', 'blackswan', 'paragliding-launch', 'drift-straight', 'dance-twirl', 'soapbox', 'goat', 'motocross-jump']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"XSIq3BfmxAa1"},"source":["## SSIM"]},{"cell_type":"code","metadata":{"id":"orvVjvD-ScZw","executionInfo":{"status":"ok","timestamp":1612882601479,"user_tz":-60,"elapsed":104596,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["def load_image_with_pad(path):\n","    if(path[-3:] == 'dng'):\n","        import rawpy\n","        with rawpy.imread(path) as raw:\n","            img = raw.postprocess()\n","    elif(path[-3:]=='bmp' or path[-3:]=='jpg' or path[-3:]=='png'):\n","        img = cv2.imread(path)[:,:,::-1]\n","        org_h,org_w = img.shape[:2]\n","        h = org_h // 32 * 32\n","        w = org_w // 32 * 32\n","        img = img[:h, :w, :]\n","    else:\n","        img = (255*plt.imread(path)[:,:,:3]).astype('uint8')\n","        org_h,org_w = img.shape[:2]\n","        h = org_h // 32 * 32\n","        w = org_w // 32 * 32\n","        img = img[:h, :w, :]\n","    return img"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"ioftkkh9xvQK","executionInfo":{"status":"ok","timestamp":1612882630764,"user_tz":-60,"elapsed":686,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["from tqdm import tqdm\n","import torch\n","import cv2\n","import numpy as np\n","from skimage.measure import compare_ssim\n","\n","original=\"DAVIS/JPEGImages/480p\"\n","colorization=\"dataset_colorization\"\n","\n","def calculate_ssim_dir(original, test):\n","  dists={}\n","  for folder in val_set:\n","    subfolder = os.path.join(original, folder)\n","    for filename in tqdm(sorted(os.listdir(subfolder))):\n","      img_path0 = os.path.join(original, os.path.join(folder, filename))\n","      img_path1 = os.path.join(test, os.path.join(folder, filename))\n","\n","      img0 = load_image_with_pad(img_path0)\n","      img1 = load_image_with_pad(img_path1)\n","\n","      dist = compare_ssim(img0, img1, multichannel=True)\n","\n","      if folder not in dists:\n","        dists[folder] = [dist] \n","      else:\n","        dists[folder].append(dist)\n","  return dists"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"ylL0fjFx784S","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612883091621,"user_tz":-60,"elapsed":460347,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"ed37fed3-36de-4fac-993b-cb3886a2fdf0"},"source":["import cv2\n","original=\"DAVIS/JPEGImages/480p\"\n","tests = ['dataset_colorization', 'dataset_colorization_without_bb']\n","output = {test: calculate_ssim_dir(original, test) for test in tests}"],"execution_count":14,"outputs":[{"output_type":"stream","text":["  0%|          | 0/49 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:21: UserWarning: DEPRECATED: skimage.measure.compare_ssim has been moved to skimage.metrics.structural_similarity. It will be removed from skimage.measure in version 0.18.\n","100%|██████████| 49/49 [00:08<00:00,  6.08it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.10it/s]\n","100%|██████████| 75/75 [00:12<00:00,  6.12it/s]\n","100%|██████████| 60/60 [00:09<00:00,  6.07it/s]\n","100%|██████████| 52/52 [00:08<00:00,  6.11it/s]\n","100%|██████████| 43/43 [00:07<00:00,  6.10it/s]\n","100%|██████████| 100/100 [00:16<00:00,  6.07it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.12it/s]\n","100%|██████████| 104/104 [00:17<00:00,  6.00it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.97it/s]\n","100%|██████████| 80/80 [00:13<00:00,  5.94it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.02it/s]\n","100%|██████████| 84/84 [00:14<00:00,  5.92it/s]\n","100%|██████████| 50/50 [00:08<00:00,  5.96it/s]\n","100%|██████████| 80/80 [00:13<00:00,  6.01it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.06it/s]\n","100%|██████████| 90/90 [00:14<00:00,  6.05it/s]\n","100%|██████████| 99/99 [00:16<00:00,  6.11it/s]\n","100%|██████████| 90/90 [00:15<00:00,  6.00it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.12it/s]\n","100%|██████████| 49/49 [00:08<00:00,  6.07it/s]\n","100%|██████████| 50/50 [00:08<00:00,  5.99it/s]\n","100%|██████████| 75/75 [00:14<00:00,  5.05it/s]\n","100%|██████████| 60/60 [00:10<00:00,  5.90it/s]\n","100%|██████████| 52/52 [00:08<00:00,  5.92it/s]\n","100%|██████████| 43/43 [00:07<00:00,  5.92it/s]\n","100%|██████████| 100/100 [00:16<00:00,  5.98it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.03it/s]\n","100%|██████████| 104/104 [00:17<00:00,  5.96it/s]\n","100%|██████████| 90/90 [00:14<00:00,  6.02it/s]\n","100%|██████████| 80/80 [00:13<00:00,  6.07it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.12it/s]\n","100%|██████████| 84/84 [00:13<00:00,  6.05it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.08it/s]\n","100%|██████████| 80/80 [00:13<00:00,  6.01it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.08it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.99it/s]\n","100%|██████████| 99/99 [00:16<00:00,  6.01it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.96it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.02it/s]\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"vP5LEwqMSvaL","executionInfo":{"status":"ok","timestamp":1612883147950,"user_tz":-60,"elapsed":56312,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["for folder in val_set:\n","  for dataset in ['dataset_prior_0005', 'dataset_prior_0025', 'dataset_prior_0050']:\n","    subfolder = os.path.join(dataset, folder)\n","    for filename in os.listdir(subfolder):\n","      if filename.startswith('out_main_'):\n","        src = os.path.join(subfolder, filename)\n","        dst = os.path.join(subfolder, filename.split('_')[-1])\n","        os.system('mv {} {}'.format(src, dst))"],"execution_count":15,"outputs":[]},{"cell_type":"code","metadata":{"id":"KUE6X94TSxFH","executionInfo":{"status":"ok","timestamp":1612883328635,"user_tz":-60,"elapsed":454,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["def calculate_ssim_dir_with_resize(original, test):\n","  dists={}\n","  for folder in val_set:\n","    subfolder = os.path.join(original, folder)\n","    for filename in tqdm(sorted(os.listdir(subfolder))):\n","      img_path0 = os.path.join(original, os.path.join(folder, filename))\n","      img_path1 = os.path.join(test, os.path.join(folder, filename))\n","\n","      img0 = load_image_with_pad(img_path0)\n","      img1 = load_image_with_pad(img_path1)\n","\n","      dist = compare_ssim(img0, img1, multichannel=True)\n","\n","      if folder not in dists:\n","        dists[folder] = [dist] \n","      else:\n","        dists[folder].append(dist)\n","  return dists"],"execution_count":18,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"2PQ8BUbCTBJF","executionInfo":{"status":"ok","timestamp":1612884020769,"user_tz":-60,"elapsed":691098,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"725bb47d-7a34-49b6-c46f-15005e9125ee"},"source":["original = \"DAVIS/JPEGImages/480p\"\n","tests = ['dataset_prior_0005', 'dataset_prior_0025', 'dataset_prior_0050']\n","for test in tests:\n","  output[test] = calculate_ssim_dir_with_resize(original, test)"],"execution_count":19,"outputs":[{"output_type":"stream","text":["  0%|          | 0/49 [00:00<?, ?it/s]/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:12: UserWarning: DEPRECATED: skimage.measure.compare_ssim has been moved to skimage.metrics.structural_similarity. It will be removed from skimage.measure in version 0.18.\n","  if sys.path[0] == '':\n","100%|██████████| 49/49 [00:08<00:00,  6.05it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.04it/s]\n","100%|██████████| 75/75 [00:12<00:00,  5.99it/s]\n","100%|██████████| 60/60 [00:09<00:00,  6.02it/s]\n","100%|██████████| 52/52 [00:08<00:00,  6.07it/s]\n","100%|██████████| 43/43 [00:07<00:00,  6.02it/s]\n","100%|██████████| 100/100 [00:16<00:00,  5.98it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.08it/s]\n","100%|██████████| 104/104 [00:17<00:00,  6.03it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.97it/s]\n","100%|██████████| 80/80 [00:13<00:00,  6.02it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.10it/s]\n","100%|██████████| 84/84 [00:13<00:00,  6.04it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.09it/s]\n","100%|██████████| 80/80 [00:14<00:00,  5.59it/s]\n","100%|██████████| 50/50 [00:10<00:00,  4.97it/s]\n","100%|██████████| 90/90 [00:14<00:00,  6.01it/s]\n","100%|██████████| 99/99 [00:16<00:00,  6.03it/s]\n","100%|██████████| 90/90 [00:14<00:00,  6.08it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.03it/s]\n","100%|██████████| 49/49 [00:08<00:00,  5.99it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.01it/s]\n","100%|██████████| 75/75 [00:12<00:00,  6.03it/s]\n","100%|██████████| 60/60 [00:09<00:00,  6.06it/s]\n","100%|██████████| 52/52 [00:08<00:00,  6.08it/s]\n","100%|██████████| 43/43 [00:07<00:00,  6.10it/s]\n","100%|██████████| 100/100 [00:16<00:00,  5.92it/s]\n","100%|██████████| 40/40 [00:06<00:00,  5.97it/s]\n","100%|██████████| 104/104 [00:17<00:00,  5.87it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.91it/s]\n","100%|██████████| 80/80 [00:13<00:00,  5.92it/s]\n","100%|██████████| 50/50 [00:08<00:00,  5.97it/s]\n","100%|██████████| 84/84 [00:14<00:00,  5.94it/s]\n","100%|██████████| 50/50 [00:08<00:00,  5.96it/s]\n","100%|██████████| 80/80 [00:13<00:00,  5.97it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.00it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.96it/s]\n","100%|██████████| 99/99 [00:16<00:00,  5.96it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.97it/s]\n","100%|██████████| 40/40 [00:06<00:00,  5.97it/s]\n","100%|██████████| 49/49 [00:08<00:00,  5.95it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.00it/s]\n","100%|██████████| 75/75 [00:12<00:00,  5.85it/s]\n","100%|██████████| 60/60 [00:09<00:00,  6.01it/s]\n","100%|██████████| 52/52 [00:08<00:00,  5.97it/s]\n","100%|██████████| 43/43 [00:07<00:00,  6.00it/s]\n","100%|██████████| 100/100 [00:16<00:00,  5.98it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.01it/s]\n","100%|██████████| 104/104 [00:17<00:00,  5.96it/s]\n","100%|██████████| 90/90 [00:15<00:00,  5.96it/s]\n","100%|██████████| 80/80 [00:13<00:00,  6.04it/s]\n","100%|██████████| 50/50 [00:08<00:00,  5.97it/s]\n","100%|██████████| 84/84 [00:14<00:00,  5.99it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.04it/s]\n","100%|██████████| 80/80 [00:13<00:00,  6.02it/s]\n","100%|██████████| 50/50 [00:08<00:00,  6.03it/s]\n","100%|██████████| 90/90 [00:14<00:00,  6.05it/s]\n","100%|██████████| 99/99 [00:15<00:00,  6.20it/s]\n","100%|██████████| 90/90 [00:14<00:00,  6.12it/s]\n","100%|██████████| 40/40 [00:06<00:00,  6.29it/s]\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"9DWcEUR-TEaG","executionInfo":{"status":"ok","timestamp":1612884088842,"user_tz":-60,"elapsed":484,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"b3ab0ace-e291-4464-f052-83727652c9c6"},"source":["values = {}\n","for key in ['dataset_colorization', 'dataset_prior_0005', 'dataset_prior_0025', 'dataset_prior_0050']:\n","  values[key] = []\n","  for label in val_set:\n","    values[key].append(np.mean(output[key][label]))\n","  print('{}: {}'.format(key, np.mean(values[key])))"],"execution_count":20,"outputs":[{"output_type":"stream","text":["dataset_colorization: 0.959338379417409\n","dataset_prior_0005: 0.8749546967299805\n","dataset_prior_0025: 0.919597458205352\n","dataset_prior_0050: 0.923896031000868\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"yZnj48t1THDV"},"source":[""],"execution_count":null,"outputs":[]}]}