1-InstColorization_video.ipynb

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Environment Setting"]},{"cell_type":"code","metadata":{"id":"xccN7_1QU-ac","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612360313488,"user_tz":-60,"elapsed":112044,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"7fa4776b-6310-4330-8110-dafd2808b0e1"},"source":["!pip install -U torch==1.5 torchvision==0.6 -f https://download.pytorch.org/whl/cu101/torch_stable.html\n","!pip install cython pyyaml==5.1\n","!pip install -U 'git+https://github.com/cocodataset/cocoapi.git#subdirectory=PythonAPI'\n","!pip install dominate==2.4.0\n","!pip install detectron2==0.1.2 -f https://dl.fbaipublicfiles.com/detectron2/wheels/cu101/index.html"],"execution_count":1,"outputs":[{"output_type":"stream","text":["Looking in links: https://download.pytorch.org/whl/cu101/torch_stable.html\n","Collecting torch==1.5\n","\u001b[?25l  Downloading 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Downloading https://files.pythonhosted.org/packages/f2/c8/1830019bcecf26e76c3fdc36e2a6fa454388a233894dcf6f5eb00a881468/iopath-0.1.3.tar.gz\n","Requirement already satisfied: importlib-metadata; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from markdown>=2.6.8->tensorboard->detectron2==0.1.2) (3.4.0)\n","Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.6/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tensorboard->detectron2==0.1.2) (1.3.0)\n","Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.1.2) (2.10)\n","Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.1.2) (2020.12.5)\n","Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests<3,>=2.21.0->tensorboard->detectron2==0.1.2) 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importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard->detectron2==0.1.2) (3.4.0)\n","Requirement already satisfied: typing-extensions>=3.6.4; python_version < \"3.8\" in /usr/local/lib/python3.6/dist-packages (from importlib-metadata; python_version < \"3.8\"->markdown>=2.6.8->tensorboard->detectron2==0.1.2) (3.7.4.3)\n","Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.6/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tensorboard->detectron2==0.1.2) (3.1.0)\n","Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.6/dist-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.3->tensorboard->detectron2==0.1.2) (0.4.8)\n","Building wheels for collected packages: fvcore, iopath\n","  Building wheel for fvcore (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for fvcore: filename=fvcore-0.1.3.post20210203-cp36-none-any.whl size=44911 sha256=dd070c3cfddef82692f52827a91976801c4a3c8d2de32343e10097a100526784\n","  Stored in directory: /root/.cache/pip/wheels/6b/c0/3b/5fa606f5e47541337df17c1d11845afc357c740039cabdef40\n","  Building wheel for iopath (setup.py) ... \u001b[?25l\u001b[?25hdone\n","  Created wheel for iopath: filename=iopath-0.1.3-cp36-none-any.whl size=11169 sha256=c80ff12fb2b0b2afc787b3e8d86ba735133214c39a4fc72306ace8bc102d47bc\n","  Stored in directory: /root/.cache/pip/wheels/a9/1d/55/94a55e032409ac7617f9cbb88a0fa2cf4e7208806c29730804\n","Successfully built fvcore iopath\n","Installing collected packages: yacs, portalocker, iopath, fvcore, mock, detectron2\n","Successfully installed detectron2-0.1.2+cu101 fvcore-0.1.3.post20210203 iopath-0.1.3 mock-4.0.3 portalocker-2.2.1 yacs-0.1.8\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"53YjTYjm1j58"},"source":["## Clone the file from Gihub"]},{"cell_type":"code","metadata":{"id":"UoxuluzJmbiC","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612360314006,"user_tz":-60,"elapsed":112547,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"209475c7-9991-4a5a-cb1d-06b5a5ee90d2"},"source":["!git clone https://github.com/ericsujw/InstColorization.git"],"execution_count":2,"outputs":[{"output_type":"stream","text":["Cloning into 'InstColorization'...\n","remote: Enumerating objects: 3, done.\u001b[K\n","remote: Counting objects: 100% (3/3), done.\u001b[K\n","remote: Compressing objects: 100% (2/2), done.\u001b[K\n","remote: Total 211 (delta 0), reused 2 (delta 0), pack-reused 208\u001b[K\n","Receiving objects: 100% (211/211), 6.11 MiB | 39.62 MiB/s, done.\n","Resolving deltas: 100% (78/78), done.\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"L65jjMKVpfkH"},"source":["## Start Colorization"]},{"cell_type":"code","metadata":{"id":"lIzoQKQhdTIl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612360314009,"user_tz":-60,"elapsed":112541,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"8a5c8cfe-e618-40a1-b850-553cbd751d81"},"source":["cd InstColorization/"],"execution_count":3,"outputs":[{"output_type":"stream","text":["/content/InstColorization\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"sO-tvByunH3G"},"source":["## Download the Model"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OxiTp0CcMIMm","executionInfo":{"status":"ok","timestamp":1612360337392,"user_tz":-60,"elapsed":135915,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"1f276a99-193b-4d92-d2b3-03f090fb0538"},"source":["!sh scripts/download_model.sh"],"execution_count":4,"outputs":[{"output_type":"stream","text":["Downloading...\n","Finish download.\n","Archive:  checkpoints.zip\n","   creating: checkpoints/coco_finetuned_mask_256_ffs/\n","  inflating: checkpoints/coco_finetuned_mask_256_ffs/latest_net_GComp.pth  \n","  inflating: checkpoints/coco_finetuned_mask_256_ffs/latest_net_G.pth  \n","  inflating: checkpoints/coco_finetuned_mask_256_ffs/latest_net_GF.pth  \n","   creating: checkpoints/coco_finetuned_mask_256/\n","  inflating: checkpoints/coco_finetuned_mask_256/latest_net_GComp.pth  \n","  inflating: checkpoints/coco_finetuned_mask_256/latest_net_G.pth  \n","  inflating: checkpoints/coco_finetuned_mask_256/latest_net_GF.pth  \n","   creating: checkpoints/siggraph_retrained/\n","  inflating: checkpoints/siggraph_retrained/latest_net_G.pth  \n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"92YnbNtU2cdx"},"source":["## Detect Object bounding box\n"]},{"cell_type":"markdown","metadata":{"id":"3Z8V8s3f3cs0"},"source":["Setting the Detectron2."]},{"cell_type":"code","metadata":{"id":"ngV-n2MbvvTZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612360349156,"user_tz":-60,"elapsed":145466,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"3f16bca0-5511-467e-8afa-18e85bce555a"},"source":["from os.path import join, isfile, isdir\n","from os import listdir\n","import os\n","os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n","from argparse import ArgumentParser\n","\n","import detectron2\n","from detectron2.utils.logger import setup_logger\n","setup_logger()\n","\n","import numpy as np\n","import cv2\n","\n","# import some common detectron2 utilities\n","from detectron2 import model_zoo\n","from detectron2.engine import DefaultPredictor\n","from detectron2.config import get_cfg\n","\n","import torch\n","\n","cfg = get_cfg()\n","cfg.merge_from_file(model_zoo.get_config_file(\"COCO-InstanceSegmentation/mask_rcnn_X_101_32x8d_FPN_3x.yaml\"))\n","cfg.MODEL.ROI_HEADS.SCORE_THRESH_TEST = 0.7\n","cfg.MODEL.WEIGHTS = model_zoo.get_checkpoint_url(\"COCO-InstanceSegmentation/mask_rcnn_X_101_32x8d_FPN_3x.yaml\")\n","predictor = DefaultPredictor(cfg)"],"execution_count":5,"outputs":[{"output_type":"stream","text":["** fvcore version of PathManager will be deprecated soon. **\n","** Please migrate to the version in iopath repo. **\n","https://github.com/facebookresearch/iopath \n","\n","model_final_2d9806.pkl: 431MB [00:05, 73.6MB/s]                           \n"],"name":"stderr"}]},{"cell_type":"markdown","metadata":{"id":"gC8wQp-OIPoj"},"source":["## Download davis dataset\n","\n","Link: https://davischallenge.org/"]},{"cell_type":"code","metadata":{"id":"Db7RWKVrVxKZ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612360461401,"user_tz":-60,"elapsed":141823,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"f4210166-af14-4c15-e998-8b1627f61b79"},"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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DAVIS/ImageSets/480p/val.txt"],"execution_count":11,"outputs":[{"output_type":"stream","text":["DAVIS/ImageSets/480p/val.txt\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"OSql4HkQLMhS","executionInfo":{"status":"ok","timestamp":1612360787985,"user_tz":-60,"elapsed":422,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"2200def4-723e-44b2-cc76-e7ddc8e739b9"},"source":["import re\n","\n","with open('DAVIS/ImageSets/480p/val.txt', 'r') as f:\n","  contents = f.read()\n","\n","contents = [content.split(' ')[0] for content in contents.split('\\n')[:-1]]\n","\n","val_set = set()\n","for content in contents:\n","  m = re.search('/JPEGImages/480p/([a-z]+?\\-*[a-z]*?)/[0-9]+?.jpg', content)\n","  val_set.add(m.group(1))\n","val_set = list(val_set)\n","\n","print(val_set)"],"execution_count":25,"outputs":[{"output_type":"stream","text":["['drift-chicane', 'scooter-black', 'blackswan', 'parkour', 'breakdance', 'libby', 'camel', 'drift-straight', 'goat', 'dance-twirl', 'paragliding-launch', 'horsejump-high', 'car-shadow', 'car-roundabout', 'cows', 'bmx-trees', 'kite-surf', 'motocross-jump', 'dog', 'soapbox']\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"aMI--M15YfpW","executionInfo":{"status":"ok","timestamp":1612360968230,"user_tz":-60,"elapsed":895,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["import os\n","import shutil\n","\n","root_src = \"DAVIS/JPEGImages/480p\"\n","root_dst = \"original_dataset\"\n","\n","if not os.path.exists(root_dst):\n","  os.mkdir(root_dst)\n","\n","for folder in val_set:\n","  for filename in os.listdir(os.path.join(root_src, folder)):\n","    src = os.path.join(os.path.join(root_src, folder), filename)\n","    dst = os.path.join(root_dst, \"{}_{}\".format(folder, filename))\n","    shutil.copy(src, dst)"],"execution_count":26,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"JvzeShYCM-8h","executionInfo":{"status":"ok","timestamp":1612361013002,"user_tz":-60,"elapsed":593,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"898fbb41-6cef-4427-b3a0-3483be6de079"},"source":["print(sorted(os.listdir(root_dst)))"],"execution_count":28,"outputs":[{"output_type":"stream","text":["['blackswan_00000.jpg', 'blackswan_00001.jpg', 'blackswan_00002.jpg', 'blackswan_00003.jpg', 'blackswan_00004.jpg', 'blackswan_00005.jpg', 'blackswan_00006.jpg', 'blackswan_00007.jpg', 'blackswan_00008.jpg', 'blackswan_00009.jpg', 'blackswan_00010.jpg', 'blackswan_00011.jpg', 'blackswan_00012.jpg', 'blackswan_00013.jpg', 'blackswan_00014.jpg', 'blackswan_00015.jpg', 'blackswan_00016.jpg', 'blackswan_00017.jpg', 'blackswan_00018.jpg', 'blackswan_00019.jpg', 'blackswan_00020.jpg', 'blackswan_00021.jpg', 'blackswan_00022.jpg', 'blackswan_00023.jpg', 'blackswan_00024.jpg', 'blackswan_00025.jpg', 'blackswan_00026.jpg', 'blackswan_00027.jpg', 'blackswan_00028.jpg', 'blackswan_00029.jpg', 'blackswan_00030.jpg', 'blackswan_00031.jpg', 'blackswan_00032.jpg', 'blackswan_00033.jpg', 'blackswan_00034.jpg', 'blackswan_00035.jpg', 'blackswan_00036.jpg', 'blackswan_00037.jpg', 'blackswan_00038.jpg', 'blackswan_00039.jpg', 'blackswan_00040.jpg', 'blackswan_00041.jpg', 'blackswan_00042.jpg', 'blackswan_00043.jpg', 'blackswan_00044.jpg', 'blackswan_00045.jpg', 'blackswan_00046.jpg', 'blackswan_00047.jpg', 'blackswan_00048.jpg', 'blackswan_00049.jpg', 'bmx-trees_00000.jpg', 'bmx-trees_00001.jpg', 'bmx-trees_00002.jpg', 'bmx-trees_00003.jpg', 'bmx-trees_00004.jpg', 'bmx-trees_00005.jpg', 'bmx-trees_00006.jpg', 'bmx-trees_00007.jpg', 'bmx-trees_00008.jpg', 'bmx-trees_00009.jpg', 'bmx-trees_00010.jpg', 'bmx-trees_00011.jpg', 'bmx-trees_00012.jpg', 'bmx-trees_00013.jpg', 'bmx-trees_00014.jpg', 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'scooter-black_00023.jpg', 'scooter-black_00024.jpg', 'scooter-black_00025.jpg', 'scooter-black_00026.jpg', 'scooter-black_00027.jpg', 'scooter-black_00028.jpg', 'scooter-black_00029.jpg', 'scooter-black_00030.jpg', 'scooter-black_00031.jpg', 'scooter-black_00032.jpg', 'scooter-black_00033.jpg', 'scooter-black_00034.jpg', 'scooter-black_00035.jpg', 'scooter-black_00036.jpg', 'scooter-black_00037.jpg', 'scooter-black_00038.jpg', 'scooter-black_00039.jpg', 'scooter-black_00040.jpg', 'scooter-black_00041.jpg', 'scooter-black_00042.jpg', 'soapbox_00000.jpg', 'soapbox_00001.jpg', 'soapbox_00002.jpg', 'soapbox_00003.jpg', 'soapbox_00004.jpg', 'soapbox_00005.jpg', 'soapbox_00006.jpg', 'soapbox_00007.jpg', 'soapbox_00008.jpg', 'soapbox_00009.jpg', 'soapbox_00010.jpg', 'soapbox_00011.jpg', 'soapbox_00012.jpg', 'soapbox_00013.jpg', 'soapbox_00014.jpg', 'soapbox_00015.jpg', 'soapbox_00016.jpg', 'soapbox_00017.jpg', 'soapbox_00018.jpg', 'soapbox_00019.jpg', 'soapbox_00020.jpg', 'soapbox_00021.jpg', 'soapbox_00022.jpg', 'soapbox_00023.jpg', 'soapbox_00024.jpg', 'soapbox_00025.jpg', 'soapbox_00026.jpg', 'soapbox_00027.jpg', 'soapbox_00028.jpg', 'soapbox_00029.jpg', 'soapbox_00030.jpg', 'soapbox_00031.jpg', 'soapbox_00032.jpg', 'soapbox_00033.jpg', 'soapbox_00034.jpg', 'soapbox_00035.jpg', 'soapbox_00036.jpg', 'soapbox_00037.jpg', 'soapbox_00038.jpg', 'soapbox_00039.jpg', 'soapbox_00040.jpg', 'soapbox_00041.jpg', 'soapbox_00042.jpg', 'soapbox_00043.jpg', 'soapbox_00044.jpg', 'soapbox_00045.jpg', 'soapbox_00046.jpg', 'soapbox_00047.jpg', 'soapbox_00048.jpg', 'soapbox_00049.jpg', 'soapbox_00050.jpg', 'soapbox_00051.jpg', 'soapbox_00052.jpg', 'soapbox_00053.jpg', 'soapbox_00054.jpg', 'soapbox_00055.jpg', 'soapbox_00056.jpg', 'soapbox_00057.jpg', 'soapbox_00058.jpg', 'soapbox_00059.jpg', 'soapbox_00060.jpg', 'soapbox_00061.jpg', 'soapbox_00062.jpg', 'soapbox_00063.jpg', 'soapbox_00064.jpg', 'soapbox_00065.jpg', 'soapbox_00066.jpg', 'soapbox_00067.jpg', 'soapbox_00068.jpg', 'soapbox_00069.jpg', 'soapbox_00070.jpg', 'soapbox_00071.jpg', 'soapbox_00072.jpg', 'soapbox_00073.jpg', 'soapbox_00074.jpg', 'soapbox_00075.jpg', 'soapbox_00076.jpg', 'soapbox_00077.jpg', 'soapbox_00078.jpg', 'soapbox_00079.jpg', 'soapbox_00080.jpg', 'soapbox_00081.jpg', 'soapbox_00082.jpg', 'soapbox_00083.jpg', 'soapbox_00084.jpg', 'soapbox_00085.jpg', 'soapbox_00086.jpg', 'soapbox_00087.jpg', 'soapbox_00088.jpg', 'soapbox_00089.jpg', 'soapbox_00090.jpg', 'soapbox_00091.jpg', 'soapbox_00092.jpg', 'soapbox_00093.jpg', 'soapbox_00094.jpg', 'soapbox_00095.jpg', 'soapbox_00096.jpg', 'soapbox_00097.jpg', 'soapbox_00098.jpg']\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"HUfLSSQf32SJ"},"source":["Let's create a bounding box folder to save our prediction results."]},{"cell_type":"code","metadata":{"id":"Y5RSCOwA4Cum","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612361035459,"user_tz":-60,"elapsed":759,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"eeb0f4ba-21e2-41ab-b4fb-7260e9766fca"},"source":["input_dir = \"original_dataset\"\n","image_list = [f for f in listdir(input_dir) if isfile(join(input_dir, f))]\n","output_npz_dir = \"{0}_bbox\".format(input_dir)\n","if os.path.isdir(output_npz_dir) is False:\n","    print('Create path: {0}'.format(output_npz_dir))\n","    os.makedirs(output_npz_dir)"],"execution_count":29,"outputs":[{"output_type":"stream","text":["Create path: original_dataset_bbox\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"hBlhTIoA4YSB"},"source":["Here we simply take L channel as our input and make sure that we can get consistent box prediction results even though the original image is color images."]},{"cell_type":"code","metadata":{"id":"60Z0uIQH4ztv","executionInfo":{"status":"ok","timestamp":1612361387026,"user_tz":-60,"elapsed":324243,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["for image_path in image_list:\n","    img = cv2.imread(join(input_dir, image_path))\n","    lab_image = cv2.cvtColor(img, cv2.COLOR_BGR2LAB)\n","    l_channel, a_channel, b_channel = cv2.split(lab_image)\n","    l_stack = np.stack([l_channel, l_channel, l_channel], axis=2)\n","    outputs = predictor(l_stack)\n","    save_path = join(output_npz_dir, image_path.split('.')[0])\n","    pred_bbox = outputs[\"instances\"].pred_boxes.to(torch.device('cpu')).tensor.numpy()\n","    pred_scores = outputs[\"instances\"].scores.cpu().data.numpy()\n","    np.savez(save_path, bbox = pred_bbox, scores = pred_scores)"],"execution_count":30,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"yhEBrRXTcuwf","executionInfo":{"status":"ok","timestamp":1612361397635,"user_tz":-60,"elapsed":581,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"5735c1ca-257b-4a2a-9702-734e8ba3fea5"},"source":["!ls original_dataset_bbox | wc -l"],"execution_count":32,"outputs":[{"output_type":"stream","text":["1376\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"fYvWpoUl5VKX"},"source":["## Colorize Images"]},{"cell_type":"markdown","metadata":{"id":"_0qhXEQ45bxc"},"source":["We first set up some libraries and options"]},{"cell_type":"code","metadata":{"id":"g80xLXzi9tOB","executionInfo":{"status":"ok","timestamp":1612361405499,"user_tz":-60,"elapsed":1032,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["import sys\n","import time\n","from options.train_options import TestOptions\n","from models import create_model\n","\n","import torch\n","from tqdm import tqdm_notebook\n","\n","from fusion_dataset import Fusion_Testing_Dataset\n","from util import util\n","import multiprocessing\n","multiprocessing.set_start_method('spawn', True)\n","\n","torch.backends.cudnn.benchmark = True\n","\n","sys.argv = [sys.argv[0]]\n","opt = TestOptions().parse()"],"execution_count":33,"outputs":[]},{"cell_type":"code","metadata":{"id":"Gt1z-YBJdFFc","executionInfo":{"status":"ok","timestamp":1612361452704,"user_tz":-60,"elapsed":584,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["opt.test_img_dir = 'original_dataset'\n","opt.results_img_dir = 'dataset_results'"],"execution_count":35,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"xsMYnRQeKQEw"},"source":["Then we need to create a results folder to save our predicted color images and read the dataset loader."]},{"cell_type":"code","metadata":{"id":"KTWCeb2iEWFM","cellView":"code","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612361454095,"user_tz":-60,"elapsed":403,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"e647d6d8-12ec-49aa-a77d-4a1c51951261"},"source":["save_img_path = \"dataset_results\"\n","if os.path.isdir(save_img_path) is False:\n","    print('Create path: {0}'.format(save_img_path))\n","    os.makedirs(save_img_path)\n","opt.batch_size = 1\n","dataset = Fusion_Testing_Dataset(opt, -1)\n","dataset_loader = torch.utils.data.DataLoader(dataset, batch_size=opt.batch_size)\n","\n","dataset_size = len(dataset)\n","print('#Testing images = %d' % dataset_size)"],"execution_count":36,"outputs":[{"output_type":"stream","text":["#Testing images = 1376\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"6aBEbi-vKgLG"},"source":["Load the pre-trained model."]},{"cell_type":"code","metadata":{"id":"kpw5UGUWImIq","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1612361467645,"user_tz":-60,"elapsed":7122,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"b1c79327-29e9-4521-bec3-7cca06744ff2"},"source":["model = create_model(opt)\n","model.setup_to_test('coco_finetuned_mask_256_ffs')"],"execution_count":37,"outputs":[{"output_type":"stream","text":["initialize network with normal\n","initialize network with normal\n","initialize network with normal\n","model [FusionModel] was created\n","load Fusion model from checkpoints/coco_finetuned_mask_256_ffs/latest_net_GF.pth\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"vornjFjuKlzu"},"source":["Start to colorize every images in `dataset_loader`."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"7E4GsrD0e9ds","executionInfo":{"status":"ok","timestamp":1612361513252,"user_tz":-60,"elapsed":699,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"d2720415-5ba7-4d44-d80a-0069247f6002"},"source":["cd InstColorization"],"execution_count":40,"outputs":[{"output_type":"stream","text":["[Errno 2] No such file or directory: 'InstColorization'\n","/content/InstColorization\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"mwy1Tvh8Iuzm","colab":{"base_uri":"https://localhost:8080/","height":196,"referenced_widgets":["91efce44107445eda6370abb33f73d2a","67906316cfbf4ab692d2731746ac7ef0","061f2e174b0b4dc0aa0e9b2908af3ec1","813ff3fac4114eed9f17946b45437681","ff2dfbae6287482eacfc0c38943a1d8d","6cfecd55778d4cf480516818920fb930","dba1147527614ffab0bdde0ef517a23a","066d82b8286e483c80feb6fb4c9af9ea"]},"executionInfo":{"status":"ok","timestamp":1612362147065,"user_tz":-60,"elapsed":557849,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"10003937-67ad-432b-b048-5108d856af85"},"source":["with torch.no_grad():\n","  count_empty = 0\n","  for data_raw in tqdm_notebook(dataset_loader):\n","      data_raw['full_img'][0] = data_raw['full_img'][0].cuda()\n","      if data_raw['empty_box'][0] == 0:\n","          data_raw['cropped_img'][0] = data_raw['cropped_img'][0].cuda()\n","          box_info = data_raw['box_info'][0]\n","          box_info_2x = data_raw['box_info_2x'][0]\n","          box_info_4x = data_raw['box_info_4x'][0]\n","          box_info_8x = data_raw['box_info_8x'][0]\n","          cropped_data = util.get_colorization_data(data_raw['cropped_img'], opt, ab_thresh=0, p=opt.sample_p)\n","          full_img_data = util.get_colorization_data(data_raw['full_img'], opt, ab_thresh=0, p=opt.sample_p)\n","          model.set_input(cropped_data)\n","          model.set_fusion_input(full_img_data, [box_info, box_info_2x, box_info_4x, box_info_8x])\n","          model.forward()\n","      else:\n","          count_empty += 1\n","          full_img_data = util.get_colorization_data(data_raw['full_img'], opt, ab_thresh=0, p=opt.sample_p)\n","          model.set_forward_without_box(full_img_data)\n","      model.save_current_imgs(join(save_img_path, data_raw['file_id'][0] + '.png'))\n","  print('{0} images without bounding boxes'.format(count_empty))"],"execution_count":42,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:3: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n","Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n","  This is separate from the ipykernel package so we can avoid doing imports until\n"],"name":"stderr"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"91efce44107445eda6370abb33f73d2a","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=1376.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/torch/nn/functional.py:2973: UserWarning: Default upsampling behavior when mode=bilinear is changed to align_corners=False since 0.4.0. Please specify align_corners=True if the old behavior is desired. See the documentation of nn.Upsample for details.\n","  \"See the documentation of nn.Upsample for details.\".format(mode))\n"],"name":"stderr"},{"output_type":"stream","text":["\n","11 images without bounding boxes\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"zAdJR_FqQA4S"},"source":["## Colorize Images without bbox"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"p96wPJMNP67R","executionInfo":{"status":"ok","timestamp":1612362162360,"user_tz":-60,"elapsed":481,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"a2760304-41d1-47c8-f5a2-40a04a6dca12"},"source":["save_img_path = \"dataset_results_without_bbox\"\n","if os.path.isdir(save_img_path) is False:\n","    print('Create path: {0}'.format(save_img_path))\n","    os.makedirs(save_img_path)\n","opt.batch_size = 1\n","dataset = Fusion_Testing_Dataset(opt, -1)\n","dataset_loader = torch.utils.data.DataLoader(dataset, batch_size=opt.batch_size)\n","\n","dataset_size = len(dataset)\n","print('#Testing images = %d' % dataset_size)"],"execution_count":43,"outputs":[{"output_type":"stream","text":["Create path: dataset_results_without_bbox\n","#Testing images = 1376\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":122,"referenced_widgets":["3833a572a42742e4a2fe6cf5b2fd76f3","99d0d49dffca40fd983dc7ea0660c98f","573366ac5178404c81fc86a9cc0bf317","94a29fbda8eb42be818bd0278e2cfee7","ceb8d83b0b2641f68cd7161e71931254","1486acb71c8c49109fada6cd6dd4c789","3e452d50fe504daa901e9a00f42f014a","538a459531fd4a4eaafc7120609b0743"]},"id":"SUC8yIvlP5jo","executionInfo":{"status":"ok","timestamp":1612362330682,"user_tz":-60,"elapsed":158787,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"14666ce3-1520-4dac-addc-33eeb58caf79"},"source":["with torch.no_grad():\n","  for data_raw in tqdm_notebook(dataset_loader):\n","      data_raw['full_img'][0] = data_raw['full_img'][0].cuda()\n","      full_img_data = util.get_colorization_data(data_raw['full_img'], opt, ab_thresh=0, p=opt.sample_p)\n","      model.set_forward_without_box(full_img_data)\n","      model.save_current_imgs(join(save_img_path, data_raw['file_id'][0] + '.png'))"],"execution_count":44,"outputs":[{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/ipykernel_launcher.py:2: TqdmDeprecationWarning: This function will be removed in tqdm==5.0.0\n","Please use `tqdm.notebook.tqdm` instead of `tqdm.tqdm_notebook`\n","  \n"],"name":"stderr"},{"output_type":"display_data","data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3833a572a42742e4a2fe6cf5b2fd76f3","version_minor":0,"version_major":2},"text/plain":["HBox(children=(FloatProgress(value=0.0, max=1376.0), HTML(value='')))"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"5PwxK4t5ShXC","executionInfo":{"status":"ok","timestamp":1612363065543,"user_tz":-60,"elapsed":821,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"167130fe-3efc-455b-e91b-e6f7a4ec986e"},"source":["!ls dataset_results"],"execution_count":50,"outputs":[{"output_type":"stream","text":["blackswan_00000.png\t  drift-chicane_00015.png\n","blackswan_00001.png\t  drift-chicane_00016.png\n","blackswan_00002.png\t  drift-chicane_00017.png\n","blackswan_00003.png\t  drift-chicane_00018.png\n","blackswan_00004.png\t  drift-chicane_00019.png\n","blackswan_00005.png\t  drift-chicane_00020.png\n","blackswan_00006.png\t  drift-chicane_00021.png\n","blackswan_00007.png\t  drift-chicane_00022.png\n","blackswan_00008.png\t  drift-chicane_00023.png\n","blackswan_00009.png\t  drift-chicane_00024.png\n","blackswan_00010.png\t  drift-chicane_00025.png\n","blackswan_00011.png\t  drift-chicane_00026.png\n","blackswan_00012.png\t  drift-chicane_00027.png\n","blackswan_00013.png\t  drift-chicane_00028.png\n","blackswan_00014.png\t  drift-chicane_00029.png\n","blackswan_00015.png\t  drift-chicane_00030.png\n","blackswan_00016.png\t  drift-chicane_00031.png\n","blackswan_00017.png\t  drift-chicane_00032.png\n","blackswan_00018.png\t  drift-chicane_00033.png\n","blackswan_00019.png\t  drift-chicane_00034.png\n","blackswan_00020.png\t  drift-chicane_00035.png\n","blackswan_00021.png\t  drift-chicane_00036.png\n","blackswan_00022.png\t  drift-chicane_00037.png\n","blackswan_00023.png\t  drift-chicane_00038.png\n","blackswan_00024.png\t  drift-chicane_00039.png\n","blackswan_00025.png\t  drift-chicane_00040.png\n","blackswan_00026.png\t  drift-chicane_00041.png\n","blackswan_00027.png\t  drift-chicane_00042.png\n","blackswan_00028.png\t  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soapbox_00073.png\n","dog_00050.png\t\t  soapbox_00074.png\n","dog_00051.png\t\t  soapbox_00075.png\n","dog_00052.png\t\t  soapbox_00076.png\n","dog_00053.png\t\t  soapbox_00077.png\n","dog_00054.png\t\t  soapbox_00078.png\n","dog_00055.png\t\t  soapbox_00079.png\n","dog_00056.png\t\t  soapbox_00080.png\n","dog_00057.png\t\t  soapbox_00081.png\n","dog_00058.png\t\t  soapbox_00082.png\n","dog_00059.png\t\t  soapbox_00083.png\n","drift-chicane\t\t  soapbox_00084.png\n","drift-chicane_00000.png   soapbox_00085.png\n","drift-chicane_00001.png   soapbox_00086.png\n","drift-chicane_00002.png   soapbox_00087.png\n","drift-chicane_00003.png   soapbox_00088.png\n","drift-chicane_00004.png   soapbox_00089.png\n","drift-chicane_00005.png   soapbox_00090.png\n","drift-chicane_00006.png   soapbox_00091.png\n","drift-chicane_00007.png   soapbox_00092.png\n","drift-chicane_00008.png   soapbox_00093.png\n","drift-chicane_00009.png   soapbox_00094.png\n","drift-chicane_00010.png   soapbox_00095.png\n","drift-chicane_00011.png   soapbox_00096.png\n","drift-chicane_00012.png   soapbox_00097.png\n","drift-chicane_00013.png   soapbox_00098.png\n","drift-chicane_00014.png\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"8X3Pgy48PjTA"},"source":["## Save frames as well as videos"]},{"cell_type":"code","metadata":{"id":"xGq6ZDkuTmNf","executionInfo":{"status":"ok","timestamp":1612363307651,"user_tz":-60,"elapsed":70522,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["root = \"DAVIS/JPEGImages/480p\"\n","root_results = \"dataset_colorization\"\n","root_results_without_bb = \"dataset_colorization_without_bb\"\n","root_grayscale = \"dataset_grayscale\"\n","\n","for dir in [root_results, root_results_without_bb, root_grayscale]:\n","  if not os.path.exists(dir):\n","    os.mkdir(dir)\n","\n","for folder in val_set:\n","  for dir in [root_results, root_results_without_bb, root_grayscale]:\n","    if not os.path.exists(os.path.join(dir, folder)):\n","      os.mkdir(os.path.join(dir, folder))\n","\n","  for filename in sorted(os.listdir(os.path.join(root, folder))):\n","    # Dataset results with bbox and grayscale images\n","    img = cv2.imread(os.path.join('original_dataset', \"{}_{}\".format(folder, filename)))\n","    lab_image = cv2.cvtColor(img, cv2.COLOR_BGR2LAB)\n","    l_channel, _, _ = cv2.split(lab_image)\n","\n","    img = cv2.imread(os.path.join('dataset_results', \"{}_{}\".format(folder, filename))[:-4] +'.png')\n","    lab_image = cv2.cvtColor(img, cv2.COLOR_BGR2LAB)\n","    _, a_pred, b_pred = cv2.split(lab_image)\n","    a_pred = cv2.resize(a_pred, (l_channel.shape[1], l_channel.shape[0]))\n","    b_pred = cv2.resize(b_pred, (l_channel.shape[1], l_channel.shape[0]))\n","    gray_color = np.ones_like(a_pred) * 128\n","\n","    gray_image = cv2.cvtColor(np.stack([l_channel, gray_color, gray_color], 2), cv2.COLOR_LAB2BGR)\n","    color_image = cv2.cvtColor(np.stack([l_channel, a_pred, b_pred], 2), cv2.COLOR_LAB2BGR)\n","\n","    cv2.imwrite(os.path.join(root_results, \"{}/{}\".format(folder, filename)), color_image)\n","    cv2.imwrite(os.path.join(root_grayscale, \"{}/{}\".format(folder, filename)), gray_image)\n","\n","    # Dataset results without bbox\n","    img = cv2.imread(os.path.join('dataset_results_without_bbox', \"{}_{}\".format(folder, filename))[:-4] +'.png')\n","    lab_image = cv2.cvtColor(img, cv2.COLOR_BGR2LAB)\n","    _, a_pred, b_pred = cv2.split(lab_image)\n","    a_pred = cv2.resize(a_pred, (l_channel.shape[1], l_channel.shape[0]))\n","    b_pred = cv2.resize(b_pred, (l_channel.shape[1], l_channel.shape[0]))\n","    color_image = cv2.cvtColor(np.stack([l_channel, a_pred, b_pred], 2), cv2.COLOR_LAB2BGR)\n","    cv2.imwrite(os.path.join(root_results_without_bb, \"{}/{}\".format(folder, filename)), color_image)"],"execution_count":51,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"qMl_YqSeV4OK","executionInfo":{"status":"ok","timestamp":1612363328833,"user_tz":-60,"elapsed":580,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"08cff704-bce4-4ad8-d28f-364cc1819ec3"},"source":["!ls dataset_colorization_without_bb"],"execution_count":53,"outputs":[{"output_type":"stream","text":["blackswan   car-roundabout  dog\t\t    horsejump-high  paragliding-launch\n","bmx-trees   car-shadow\t    drift-chicane   kite-surf\t    parkour\n","breakdance  cows\t    drift-straight  libby\t    scooter-black\n","camel\t    dance-twirl     goat\t    motocross-jump  soapbox\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"H6ED36lkWAKJ","executionInfo":{"status":"ok","timestamp":1612363340555,"user_tz":-60,"elapsed":573,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"1f0ebd60-1a13-45d8-f648-1be9af85e77d"},"source":["!ls dataset_colorization"],"execution_count":54,"outputs":[{"output_type":"stream","text":["blackswan   car-roundabout  dog\t\t    horsejump-high  paragliding-launch\n","bmx-trees   car-shadow\t    drift-chicane   kite-surf\t    parkour\n","breakdance  cows\t    drift-straight  libby\t    scooter-black\n","camel\t    dance-twirl     goat\t    motocross-jump  soapbox\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"pSAx8dwCWAQo","executionInfo":{"status":"ok","timestamp":1612363376781,"user_tz":-60,"elapsed":570,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"35bb626f-f2ff-4867-a21f-6a4f724ca42c"},"source":["!ls dataset_grayscale"],"execution_count":56,"outputs":[{"output_type":"stream","text":["blackswan   car-roundabout  dog\t\t    horsejump-high  paragliding-launch\n","bmx-trees   car-shadow\t    drift-chicane   kite-surf\t    parkour\n","breakdance  cows\t    drift-straight  libby\t    scooter-black\n","camel\t    dance-twirl     goat\t    motocross-jump  soapbox\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"SITHasJHtOjo","executionInfo":{"status":"ok","timestamp":1612363507310,"user_tz":-60,"elapsed":73238,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"bf496405-3a5c-4c40-d74a-d8580ed5de1c"},"source":["import os\n","import moviepy.video.io.ImageSequenceClip\n","\n","image_folder_root = 'dataset_colorization'\n","video_dir = 'video_colorization'\n","fps = 20\n","\n","if not os.path.exists(video_dir):\n","  os.mkdir(video_dir)\n","\n","for folder in os.listdir(image_folder_root):\n","\n","  image_folder = os.path.join(image_folder_root, folder)\n","\n","  image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\")])\n","  clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(image_files, fps=fps)\n","\n","  clip.write_videofile(os.path.join(video_dir, folder + '.mp4'))"],"execution_count":57,"outputs":[{"output_type":"stream","text":["[MoviePy] >>>> Building video video_colorization/paragliding-launch.mp4\n","[MoviePy] Writing video video_colorization/paragliding-launch.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:02<00:00, 39.03it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/paragliding-launch.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/soapbox.mp4\n","[MoviePy] Writing video video_colorization/soapbox.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 99/99 [00:02<00:00, 38.04it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/soapbox.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/kite-surf.mp4\n","[MoviePy] Writing video video_colorization/kite-surf.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 69.30it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/kite-surf.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/cows.mp4\n","[MoviePy] Writing video video_colorization/cows.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 104/104 [00:02<00:00, 36.99it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/cows.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/motocross-jump.mp4\n","[MoviePy] Writing video video_colorization/motocross-jump.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 96.54it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/motocross-jump.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/drift-straight.mp4\n","[MoviePy] Writing video video_colorization/drift-straight.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 68.91it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/drift-straight.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/drift-chicane.mp4\n","[MoviePy] Writing video video_colorization/drift-chicane.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 52/52 [00:00<00:00, 68.77it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/drift-chicane.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/horsejump-high.mp4\n","[MoviePy] Writing video video_colorization/horsejump-high.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 66.27it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/horsejump-high.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/goat.mp4\n","[MoviePy] Writing video video_colorization/goat.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 36.89it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/goat.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/dance-twirl.mp4\n","[MoviePy] Writing video video_colorization/dance-twirl.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 36.10it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/dance-twirl.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/car-roundabout.mp4\n","[MoviePy] Writing video video_colorization/car-roundabout.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 75/75 [00:01<00:00, 43.90it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/car-roundabout.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/camel.mp4\n","[MoviePy] Writing video video_colorization/camel.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 40.90it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/camel.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/parkour.mp4\n","[MoviePy] Writing video video_colorization/parkour.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 100/100 [00:03<00:00, 32.74it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/parkour.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/bmx-trees.mp4\n","[MoviePy] Writing video video_colorization/bmx-trees.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:02<00:00, 39.23it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/bmx-trees.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/car-shadow.mp4\n","[MoviePy] Writing video video_colorization/car-shadow.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 95.06it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/car-shadow.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/blackswan.mp4\n","[MoviePy] Writing video video_colorization/blackswan.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 70.84it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/blackswan.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/scooter-black.mp4\n","[MoviePy] Writing video video_colorization/scooter-black.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 44/44 [00:00<00:00, 90.17it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/scooter-black.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/breakdance.mp4\n","[MoviePy] Writing video video_colorization/breakdance.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 84/84 [00:02<00:00, 41.15it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/breakdance.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/dog.mp4\n","[MoviePy] Writing video video_colorization/dog.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 60/60 [00:01<00:00, 52.31it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/dog.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization/libby.mp4\n","[MoviePy] Writing video video_colorization/libby.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 49/49 [00:00<00:00, 72.03it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization/libby.mp4 \n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"v91MeoGcWdRC","executionInfo":{"status":"ok","timestamp":1612363579910,"user_tz":-60,"elapsed":71235,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"a7c4891e-5e19-4cce-c951-be193b2a00f3"},"source":["import os\n","import moviepy.video.io.ImageSequenceClip\n","\n","image_folder_root = 'dataset_colorization_without_bb'\n","video_dir = 'video_colorization_without_bb'\n","fps = 20\n","\n","if not os.path.exists(video_dir):\n","  os.mkdir(video_dir)\n","\n","for folder in os.listdir(image_folder_root):\n","\n","  image_folder = os.path.join(image_folder_root, folder)\n","\n","  image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\")])\n","  clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(image_files, fps=fps)\n","\n","  clip.write_videofile(os.path.join(video_dir, folder + '.mp4'))"],"execution_count":58,"outputs":[{"output_type":"stream","text":["[MoviePy] >>>> Building video video_colorization_without_bb/paragliding-launch.mp4\n","[MoviePy] Writing video video_colorization_without_bb/paragliding-launch.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:01<00:00, 41.19it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/paragliding-launch.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/soapbox.mp4\n","[MoviePy] Writing video video_colorization_without_bb/soapbox.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 99/99 [00:02<00:00, 39.34it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/soapbox.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/kite-surf.mp4\n","[MoviePy] Writing video video_colorization_without_bb/kite-surf.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 69.41it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/kite-surf.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/cows.mp4\n","[MoviePy] Writing video video_colorization_without_bb/cows.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 104/104 [00:02<00:00, 36.86it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/cows.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/motocross-jump.mp4\n","[MoviePy] Writing video video_colorization_without_bb/motocross-jump.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 100.30it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/motocross-jump.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/drift-straight.mp4\n","[MoviePy] Writing video video_colorization_without_bb/drift-straight.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 68.86it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/drift-straight.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/drift-chicane.mp4\n","[MoviePy] Writing video video_colorization_without_bb/drift-chicane.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 52/52 [00:00<00:00, 69.13it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/drift-chicane.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/horsejump-high.mp4\n","[MoviePy] Writing video video_colorization_without_bb/horsejump-high.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 69.47it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/horsejump-high.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/goat.mp4\n","[MoviePy] Writing video video_colorization_without_bb/goat.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 38.10it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/goat.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/dance-twirl.mp4\n","[MoviePy] Writing video video_colorization_without_bb/dance-twirl.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 35.27it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/dance-twirl.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/car-roundabout.mp4\n","[MoviePy] Writing video video_colorization_without_bb/car-roundabout.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 75/75 [00:01<00:00, 42.74it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/car-roundabout.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/camel.mp4\n","[MoviePy] Writing video video_colorization_without_bb/camel.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 40.59it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/camel.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/parkour.mp4\n","[MoviePy] Writing video video_colorization_without_bb/parkour.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 100/100 [00:02<00:00, 33.99it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/parkour.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/bmx-trees.mp4\n","[MoviePy] Writing video video_colorization_without_bb/bmx-trees.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:01<00:00, 40.39it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/bmx-trees.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/car-shadow.mp4\n","[MoviePy] Writing video video_colorization_without_bb/car-shadow.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 97.14it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/car-shadow.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/blackswan.mp4\n","[MoviePy] Writing video video_colorization_without_bb/blackswan.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 70.14it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/blackswan.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/scooter-black.mp4\n","[MoviePy] Writing video video_colorization_without_bb/scooter-black.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 44/44 [00:00<00:00, 90.07it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/scooter-black.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/breakdance.mp4\n","[MoviePy] Writing video video_colorization_without_bb/breakdance.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 84/84 [00:02<00:00, 40.37it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/breakdance.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/dog.mp4\n","[MoviePy] Writing video video_colorization_without_bb/dog.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 60/60 [00:01<00:00, 51.49it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/dog.mp4 \n","\n","[MoviePy] >>>> Building video video_colorization_without_bb/libby.mp4\n","[MoviePy] Writing video video_colorization_without_bb/libby.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 49/49 [00:00<00:00, 73.77it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_colorization_without_bb/libby.mp4 \n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CrpFslr_-E1B","executionInfo":{"status":"ok","timestamp":1612363644961,"user_tz":-60,"elapsed":64036,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"713afc4a-c08d-49d3-d621-125f9bf512c2"},"source":["import os\n","import moviepy.video.io.ImageSequenceClip\n","\n","image_folder_root = 'dataset_grayscale'\n","video_dir = 'video_grayscale'\n","fps = 20\n","\n","if not os.path.exists(video_dir):\n","  os.mkdir(video_dir)\n","\n","for folder in os.listdir(image_folder_root):\n","\n","  image_folder = os.path.join(image_folder_root, folder)\n","\n","  image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\")])\n","  clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(image_files, fps=fps)\n","\n","  clip.write_videofile(os.path.join(video_dir, folder + '.mp4'))"],"execution_count":59,"outputs":[{"output_type":"stream","text":["[MoviePy] >>>> Building video video_grayscale/paragliding-launch.mp4\n","[MoviePy] Writing video video_grayscale/paragliding-launch.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:01<00:00, 46.11it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/paragliding-launch.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/soapbox.mp4\n","[MoviePy] Writing video video_grayscale/soapbox.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 99/99 [00:02<00:00, 43.27it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/soapbox.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/kite-surf.mp4\n","[MoviePy] Writing video video_grayscale/kite-surf.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 73.10it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/kite-surf.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/cows.mp4\n","[MoviePy] Writing video video_grayscale/cows.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 104/104 [00:02<00:00, 42.00it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/cows.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/motocross-jump.mp4\n","[MoviePy] Writing video video_grayscale/motocross-jump.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 102.59it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/motocross-jump.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/drift-straight.mp4\n","[MoviePy] Writing video video_grayscale/drift-straight.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 70.89it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/drift-straight.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/drift-chicane.mp4\n","[MoviePy] Writing video video_grayscale/drift-chicane.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 52/52 [00:00<00:00, 74.55it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/drift-chicane.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/horsejump-high.mp4\n","[MoviePy] Writing video video_grayscale/horsejump-high.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 70.43it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/horsejump-high.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/goat.mp4\n","[MoviePy] Writing video video_grayscale/goat.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 40.04it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/goat.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/dance-twirl.mp4\n","[MoviePy] Writing video video_grayscale/dance-twirl.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 40.79it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/dance-twirl.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/car-roundabout.mp4\n","[MoviePy] Writing video video_grayscale/car-roundabout.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 75/75 [00:01<00:00, 47.75it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/car-roundabout.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/camel.mp4\n","[MoviePy] Writing video video_grayscale/camel.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 44.92it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/camel.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/parkour.mp4\n","[MoviePy] Writing video video_grayscale/parkour.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 100/100 [00:02<00:00, 37.30it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/parkour.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/bmx-trees.mp4\n","[MoviePy] Writing video video_grayscale/bmx-trees.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:01<00:00, 43.44it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/bmx-trees.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/car-shadow.mp4\n","[MoviePy] Writing video video_grayscale/car-shadow.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 93.34it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/car-shadow.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/blackswan.mp4\n","[MoviePy] Writing video video_grayscale/blackswan.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 71.52it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/blackswan.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/scooter-black.mp4\n","[MoviePy] Writing video video_grayscale/scooter-black.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 44/44 [00:00<00:00, 93.63it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/scooter-black.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/breakdance.mp4\n","[MoviePy] Writing video video_grayscale/breakdance.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 84/84 [00:01<00:00, 46.69it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/breakdance.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/dog.mp4\n","[MoviePy] Writing video video_grayscale/dog.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 60/60 [00:01<00:00, 54.60it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/dog.mp4 \n","\n","[MoviePy] >>>> Building video video_grayscale/libby.mp4\n","[MoviePy] Writing video video_grayscale/libby.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 49/49 [00:00<00:00, 70.12it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_grayscale/libby.mp4 \n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"ZDs6Hc1M-E_j","executionInfo":{"status":"ok","timestamp":1612363711398,"user_tz":-60,"elapsed":65460,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"bdc3a886-eeb8-45d9-e8f7-d15b864c6c81"},"source":["import os\n","import moviepy.video.io.ImageSequenceClip\n","\n","image_folder_root = 'DAVIS/JPEGImages/480p'\n","video_dir = 'video_original'\n","fps = 20\n","\n","if not os.path.exists(video_dir):\n","  os.mkdir(video_dir)\n","\n","for folder in val_set:\n","  image_folder = os.path.join(image_folder_root, folder)\n","\n","  image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\")])\n","  clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(image_files, fps=fps)\n","\n","  clip.write_videofile(os.path.join(video_dir, folder + '.mp4'))"],"execution_count":60,"outputs":[{"output_type":"stream","text":["[MoviePy] >>>> Building video video_original/drift-chicane.mp4\n","[MoviePy] Writing video video_original/drift-chicane.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 52/52 [00:00<00:00, 75.90it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/drift-chicane.mp4 \n","\n","[MoviePy] >>>> Building video video_original/scooter-black.mp4\n","[MoviePy] Writing video video_original/scooter-black.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 44/44 [00:00<00:00, 94.66it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/scooter-black.mp4 \n","\n","[MoviePy] >>>> Building video video_original/blackswan.mp4\n","[MoviePy] Writing video video_original/blackswan.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 71.38it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/blackswan.mp4 \n","\n","[MoviePy] >>>> Building video video_original/parkour.mp4\n","[MoviePy] Writing video video_original/parkour.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 100/100 [00:02<00:00, 35.94it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/parkour.mp4 \n","\n","[MoviePy] >>>> Building video video_original/breakdance.mp4\n","[MoviePy] Writing video video_original/breakdance.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 84/84 [00:01<00:00, 45.12it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/breakdance.mp4 \n","\n","[MoviePy] >>>> Building video video_original/libby.mp4\n","[MoviePy] Writing video video_original/libby.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 49/49 [00:00<00:00, 73.79it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/libby.mp4 \n","\n","[MoviePy] >>>> Building video video_original/camel.mp4\n","[MoviePy] Writing video video_original/camel.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 44.84it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/camel.mp4 \n","\n","[MoviePy] >>>> Building video video_original/drift-straight.mp4\n","[MoviePy] Writing video video_original/drift-straight.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 72.35it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/drift-straight.mp4 \n","\n","[MoviePy] >>>> Building video video_original/goat.mp4\n","[MoviePy] Writing video video_original/goat.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 41.69it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/goat.mp4 \n","\n","[MoviePy] >>>> Building video video_original/dance-twirl.mp4\n","[MoviePy] Writing video video_original/dance-twirl.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:02<00:00, 39.46it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/dance-twirl.mp4 \n","\n","[MoviePy] >>>> Building video video_original/paragliding-launch.mp4\n","[MoviePy] Writing video video_original/paragliding-launch.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:01<00:00, 43.52it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/paragliding-launch.mp4 \n","\n","[MoviePy] >>>> Building video video_original/horsejump-high.mp4\n","[MoviePy] Writing video video_original/horsejump-high.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 69.00it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/horsejump-high.mp4 \n","\n","[MoviePy] >>>> Building video video_original/car-shadow.mp4\n","[MoviePy] Writing video video_original/car-shadow.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 100.87it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/car-shadow.mp4 \n","\n","[MoviePy] >>>> Building video video_original/car-roundabout.mp4\n","[MoviePy] Writing video video_original/car-roundabout.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 75/75 [00:01<00:00, 46.80it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/car-roundabout.mp4 \n","\n","[MoviePy] >>>> Building video video_original/cows.mp4\n","[MoviePy] Writing video video_original/cows.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 104/104 [00:02<00:00, 41.43it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/cows.mp4 \n","\n","[MoviePy] >>>> Building video video_original/bmx-trees.mp4\n","[MoviePy] Writing video video_original/bmx-trees.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:01<00:00, 41.27it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/bmx-trees.mp4 \n","\n","[MoviePy] >>>> Building video video_original/kite-surf.mp4\n","[MoviePy] Writing video video_original/kite-surf.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:00<00:00, 74.01it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/kite-surf.mp4 \n","\n","[MoviePy] >>>> Building video video_original/motocross-jump.mp4\n","[MoviePy] Writing video video_original/motocross-jump.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:00<00:00, 100.88it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/motocross-jump.mp4 \n","\n","[MoviePy] >>>> Building video video_original/dog.mp4\n","[MoviePy] Writing video video_original/dog.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 60/60 [00:01<00:00, 52.95it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/dog.mp4 \n","\n","[MoviePy] >>>> Building video video_original/soapbox.mp4\n","[MoviePy] Writing video video_original/soapbox.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 99/99 [00:02<00:00, 41.73it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_original/soapbox.mp4 \n","\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"uAIwhqmQXB5q"},"source":["## Save"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"xlCwv7dx_9rM","executionInfo":{"status":"ok","timestamp":1612363739688,"user_tz":-60,"elapsed":28258,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"b46d1731-7581-4067-e16e-068dbb791f40"},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":61,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"bihSqSnRXj4p","executionInfo":{"status":"ok","timestamp":1612363869108,"user_tz":-60,"elapsed":29953,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"1ca2e55f-50f6-4425-b7c8-26e97c55dec5"},"source":["!zip -r dataset_colorization.zip dataset_colorization\n","!zip -r dataset_colorization_without_bb.zip dataset_colorization_without_bb\n","!zip -r dataset_grayscale.zip dataset_grayscale\n","!cp dataset_colorization.zip dataset_colorization_without_bb.zip dataset_grayscale.zip '../drive/MyDrive/colorization'"],"execution_count":63,"outputs":[{"output_type":"stream","text":["  adding: dataset_colorization/ (stored 0%)\n","  adding: dataset_colorization/paragliding-launch/ (stored 0%)\n","  adding: dataset_colorization/paragliding-launch/00043.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00009.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00066.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00003.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00006.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00010.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00041.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00062.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00073.jpg (deflated 1%)\n","  adding: dataset_colorization/paragliding-launch/00005.jpg (deflated 1%)\n","  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(deflated 1%)\n","  adding: dataset_grayscale/libby/00015.jpg (deflated 1%)\n","  adding: dataset_grayscale/libby/00028.jpg (deflated 1%)\n","  adding: dataset_grayscale/libby/00038.jpg (deflated 1%)\n","  adding: dataset_grayscale/libby/00035.jpg (deflated 1%)\n","  adding: dataset_grayscale/libby/00021.jpg (deflated 1%)\n","  adding: dataset_grayscale/libby/00017.jpg (deflated 1%)\n","  adding: dataset_grayscale/libby/00046.jpg (deflated 1%)\n","  adding: dataset_grayscale/libby/00008.jpg (deflated 1%)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"E8AlgKY0YAT1","executionInfo":{"status":"ok","timestamp":1612363908425,"user_tz":-60,"elapsed":816,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["!cp -r video_colorization video_colorization_without_bb video_grayscale video_original '../drive/MyDrive/colorization'"],"execution_count":65,"outputs":[]},{"cell_type":"code","metadata":{"id":"yF2Z8hxjYwWf","executionInfo":{"status":"ok","timestamp":1612365155157,"user_tz":-60,"elapsed":74662,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["import cv2\n","import numpy as np\n","\n","out='concat'\n","\n","if not os.path.exists(out):\n","  os.mkdir(out)\n","for folder in val_set:\n","  if not os.path.exists(os.path.join(out, folder)):\n","    os.mkdir(os.path.join(out, folder))\n","  for filename in sorted(os.listdir(os.path.join(root, folder))):\n","    imgs = []\n","    for dir in [root, root_grayscale, root_results, root_results_without_bb]:\n","      imgs.append(cv2.imread(os.path.join(os.path.join(dir, folder), filename)))\n","\n","      vis = np.concatenate(imgs, axis=1)\n","    \n","    cv2.imwrite(os.path.join(os.path.join(out, folder), filename), vis)"],"execution_count":83,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"mvnHgGxVbbu6","executionInfo":{"status":"ok","timestamp":1612365472400,"user_tz":-60,"elapsed":287895,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}},"outputId":"67c8afdd-214d-4569-83bc-125f56e77851"},"source":["import os\n","import moviepy.video.io.ImageSequenceClip\n","\n","image_folder_root = out\n","video_dir = 'video_concat'\n","fps = 10\n","\n","if not os.path.exists(video_dir):\n","  os.mkdir(video_dir)\n","\n","for folder in val_set:\n","  image_folder = os.path.join(image_folder_root, folder)\n","\n","  image_files = sorted([image_folder+'/'+img for img in os.listdir(image_folder) if img.endswith(\".jpg\")])\n","  clip = moviepy.video.io.ImageSequenceClip.ImageSequenceClip(image_files, fps=fps)\n","\n","  clip.write_videofile(os.path.join(video_dir, folder + '.mp4'))"],"execution_count":86,"outputs":[{"output_type":"stream","text":["[MoviePy] >>>> Building video video_concat/drift-chicane.mp4\n","[MoviePy] Writing video video_concat/drift-chicane.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 52/52 [00:02<00:00, 18.54it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/drift-chicane.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/scooter-black.mp4\n","[MoviePy] Writing video video_concat/scooter-black.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 44/44 [00:01<00:00, 25.04it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/scooter-black.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/blackswan.mp4\n","[MoviePy] Writing video video_concat/blackswan.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:02<00:00, 17.75it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/blackswan.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/parkour.mp4\n","[MoviePy] Writing video video_concat/parkour.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 100/100 [00:12<00:00,  8.14it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/parkour.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/breakdance.mp4\n","[MoviePy] Writing video video_concat/breakdance.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 84/84 [00:08<00:00, 10.28it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/breakdance.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/libby.mp4\n","[MoviePy] Writing video video_concat/libby.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 49/49 [00:02<00:00, 19.20it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/libby.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/camel.mp4\n","[MoviePy] Writing video video_concat/camel.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:09<00:00,  9.69it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/camel.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/drift-straight.mp4\n","[MoviePy] Writing video video_concat/drift-straight.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:02<00:00, 17.96it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/drift-straight.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/goat.mp4\n","[MoviePy] Writing video video_concat/goat.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:09<00:00,  9.05it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/goat.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/dance-twirl.mp4\n","[MoviePy] Writing video video_concat/dance-twirl.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 90/90 [00:10<00:00,  8.58it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/dance-twirl.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/paragliding-launch.mp4\n","[MoviePy] Writing video video_concat/paragliding-launch.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:07<00:00, 10.04it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/paragliding-launch.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/horsejump-high.mp4\n","[MoviePy] Writing video video_concat/horsejump-high.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:02<00:00, 17.88it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/horsejump-high.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/car-shadow.mp4\n","[MoviePy] Writing video video_concat/car-shadow.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:01<00:00, 25.89it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/car-shadow.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/car-roundabout.mp4\n","[MoviePy] Writing video video_concat/car-roundabout.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 75/75 [00:06<00:00, 10.76it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/car-roundabout.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/cows.mp4\n","[MoviePy] Writing video video_concat/cows.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 104/104 [00:11<00:00,  8.92it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/cows.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/bmx-trees.mp4\n","[MoviePy] Writing video video_concat/bmx-trees.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 80/80 [00:08<00:00,  9.64it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/bmx-trees.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/kite-surf.mp4\n","[MoviePy] Writing video video_concat/kite-surf.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 50/50 [00:02<00:00, 18.73it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/kite-surf.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/motocross-jump.mp4\n","[MoviePy] Writing video video_concat/motocross-jump.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 41/41 [00:01<00:00, 27.49it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/motocross-jump.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/dog.mp4\n","[MoviePy] Writing video video_concat/dog.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 60/60 [00:04<00:00, 12.15it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/dog.mp4 \n","\n","[MoviePy] >>>> Building video video_concat/soapbox.mp4\n","[MoviePy] Writing video video_concat/soapbox.mp4\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 99/99 [00:10<00:00,  9.30it/s]\n"],"name":"stderr"},{"output_type":"stream","text":["[MoviePy] Done.\n","[MoviePy] >>>> Video ready: video_concat/soapbox.mp4 \n","\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"gQn7BP3JdD2t","executionInfo":{"status":"ok","timestamp":1612365473835,"user_tz":-60,"elapsed":1412,"user":{"displayName":"Vincent liu","photoUrl":"","userId":"06840924503322171224"}}},"source":["!cp -r video_concat '../drive/MyDrive/colorization'"],"execution_count":87,"outputs":[]},{"cell_type":"code","metadata":{"id":"g8fpZja-eF_t"},"source":[""],"execution_count":null,"outputs":[]}]}