4-Metrics-LPIPS.ipynb

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liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"0356ac8a-391b-410b-b72f-dbfd981e105f"},"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":{"colab":{"base_uri":"https://localhost:8080/"},"id":"DOhDJdbJt3wj","executionInfo":{"status":"ok","timestamp":1612883502853,"user_tz":-60,"elapsed":11184,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"cd7b0f08-fd09-48f0-ad31-ec8c9c2977f0"},"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 | 35.96 MiB/s, done.\n","Resolving deltas: 100% (4/4), done.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"klAita2stwpW","executionInfo":{"status":"ok","timestamp":1612883502858,"user_tz":-60,"elapsed":10808,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"f97d8cbe-5411-41f6-9b3c-00542890ab5f"},"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":1612883561637,"user_tz":-60,"elapsed":69291,"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":{"colab":{"base_uri":"https://localhost:8080/"},"id":"UCEVeDZlt_3M","executionInfo":{"status":"ok","timestamp":1612883604259,"user_tz":-60,"elapsed":110071,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"4794ea06-7b38-4715-c536-3ad07bf285ac"},"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: dataset_prior_0025/horsejump-high/out_main_00000.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/predictions_00006.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/out_minor_00042.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/out_minor_00005.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/predictions_00047.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/out_minor_00043.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/out_minor_00016.jpg  \n","  inflating: dataset_prior_0025/horsejump-high/out_minor_00040.jpg  \n","  inflating: 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'kite-surf']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"XSIq3BfmxAa1"},"source":["## LPIPS"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"toa6NocwxDMh","executionInfo":{"status":"ok","timestamp":1612883727880,"user_tz":-60,"elapsed":230684,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"d9b08245-d08f-4cb1-bad4-c491622bdbd6"},"source":["!pip install lpips"],"execution_count":8,"outputs":[{"output_type":"stream","text":["Collecting lpips\n","\u001b[?25l  Downloading https://files.pythonhosted.org/packages/21/de/774d9cdb601bb938b6a501f1aeaa64288a763ebbafbeef227a3da86150d9/lpips-0.1.3-py3-none-any.whl (53kB)\n","\r\u001b[K     |██████                          | 10kB 15.2MB/s eta 0:00:01\r\u001b[K     |████████████▏                   | 20kB 19.0MB/s eta 0:00:01\r\u001b[K     |██████████████████▎             | 30kB 13.0MB/s eta 0:00:01\r\u001b[K     |████████████████████████▍       | 40kB 9.8MB/s eta 0:00:01\r\u001b[K     |██████████████████████████████▌ | 51kB 8.6MB/s eta 0:00:01\r\u001b[K     |████████████████████████████████| 61kB 4.7MB/s \n","\u001b[?25hInstalling collected packages: lpips\n","Successfully installed lpips-0.1.3\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"-nVwROABqa7l","executionInfo":{"status":"ok","timestamp":1612883727883,"user_tz":-60,"elapsed":229406,"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":9,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":122,"referenced_widgets":["96e2d0cf3e884e87bf015f0663ab1afa","3f3867c9cdd54b4e8603ab0132b1edeb","4fab188f6b7a400e8e1c0d7399c63084","7941d7fe4b724fcb922ee3018f5f7a40","73a610551213496ab3a82b62f13b6b32","61a23a7d4fe54e399fa275058462c795","4ba7837e32b24edbb7841f6bd7c49418","cc5ff6a82ae748ce9afdb9e0b04ae644"]},"id":"LDfAzh75UmRj","executionInfo":{"status":"ok","timestamp":1612883740735,"user_tz":-60,"elapsed":242094,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"958cb38f-e51d-461f-efe4-09d27de2b6d2"},"source":["import lpips\n","from tqdm import tqdm\n","import torch\n","import numpy as np\n","\n","## Initializing the model\n","loss_fn = lpips.LPIPS(net='alex')\n","loss_fn.cuda()\n","\n","def compute_lpips_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 = lpips.im2tensor(load_image_with_pad(img_path0))\n","      img1 = lpips.im2tensor(load_image_with_pad(img_path1))\n","\n","      img0 = img0.cuda()\n","      img1 = img1.cuda()\n","\n","      with torch.no_grad():\n","        dist = loss_fn.forward(img0,img1).item()\n","\n","      if folder not in dists:\n","        dists[folder] = [dist] \n","      else:\n","        dists[folder].append(dist)\n","  return dists"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Setting up [LPIPS] perceptual loss: trunk [alex], v[0.1], spatial [off]\n"],"name":"stdout"},{"output_type":"stream","text":["Downloading: \"https://download.pytorch.org/models/alexnet-owt-4df8aa71.pth\" to /root/.cache/torch/hub/checkpoints/alexnet-owt-4df8aa71.pth\n"],"name":"stderr"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"96e2d0cf3e884e87bf015f0663ab1afa","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=244418560.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n","Loading model from: /usr/local/lib/python3.6/dist-packages/lpips/weights/v0.1/alex.pth\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"BU5yipPmVFM0","executionInfo":{"status":"ok","timestamp":1612884007395,"user_tz":-60,"elapsed":508513,"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":11,"outputs":[]},{"cell_type":"code","metadata":{"id":"0bl0CIbAU2YP","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612884133471,"user_tz":-60,"elapsed":632983,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"cd3db157-1131-46f6-97c2-b1bec47a1002"},"source":["import cv2\n","original=\"DAVIS/JPEGImages/480p\"\n","tests = ['dataset_colorization', 'dataset_colorization_without_bb']\n","output = {test: compute_lpips_dir(original, test) for test in tests}"],"execution_count":12,"outputs":[{"output_type":"stream","text":["100%|██████████| 90/90 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[00:04<00:00, 22.03it/s]\n","100%|██████████| 50/50 [00:02<00:00, 22.38it/s]\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"lE5V_TUGdS6Z","executionInfo":{"status":"ok","timestamp":1612884133473,"user_tz":-60,"elapsed":631290,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["def compute_lpips_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 = lpips.im2tensor(load_image_with_pad((img_path0)))\n","      img1 = lpips.im2tensor(lpips.load_image(img_path1))\n","\n","      img0 = img0.cuda()\n","      img1 = img1.cuda()\n","\n","      with torch.no_grad():\n","        dist = loss_fn.forward(img0,img1).item()\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":{"colab":{"base_uri":"https://localhost:8080/"},"id":"LLmORGQ3eVCc","executionInfo":{"status":"ok","timestamp":1612884315856,"user_tz":-60,"elapsed":813098,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"a7248d8a-1190-4994-967f-93ad80b433e9"},"source":["original = \"DAVIS/JPEGImages/480p\"\n","tests = ['dataset_prior_0005', 'dataset_prior_0025', 'dataset_prior_0050']\n","for test in tests:\n","  output[test] = compute_lpips_dir_with_resize(original, test)"],"execution_count":14,"outputs":[{"output_type":"stream","text":["100%|██████████| 90/90 [00:04<00:00, 21.70it/s]\n","100%|██████████| 75/75 [00:03<00:00, 22.19it/s]\n","100%|██████████| 50/50 [00:02<00:00, 22.79it/s]\n","100%|██████████| 40/40 [00:01<00:00, 22.66it/s]\n","100%|██████████| 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23.27it/s]\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"d3C8adk0WTmR","executionInfo":{"status":"ok","timestamp":1612884316768,"user_tz":-60,"elapsed":888,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"5d4fe7a9-5bf6-4c08-c184-34b257496dce"},"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":16,"outputs":[{"output_type":"stream","text":["dataset_colorization: 0.1639231984833095\n","dataset_prior_0005: 0.31714888308961586\n","dataset_prior_0025: 0.21794800572777034\n","dataset_prior_0050: 0.2043448998770589\n"],"name":"stdout"}]}]}