├── README.md └── Real_ESRGAN_Batch_Process_Videos_Notebook_by_Geeve_George.ipynb /README.md: -------------------------------------------------------------------------------- 1 | # Real-ESRGAN-Video-Batch-Process 2 | Upscale any number of videos using this colab notebook! 3 | 4 | ## IMPORTANT : Watch the Youtube video below, to learn how to use the colab notebook! 5 | 6 | 7 | 1. [Youtube Video Instruction](https://www.youtube.com/watch?v=19qJHkBB8pY) for Real-ESRGAN Video Batch Processing google colab logo. 8 | 9 | 2. [Colab Demo](https://colab.research.google.com/drive/1qI-mlruopBCFO6MG7dmBINDQsk8hvGJA?usp=sharing) for Real-ESRGAN Video Batch Processing google colab logo. 10 | 11 | 12 | ![](https://i.ibb.co/hBYy5F2/comapare.jpg) 13 | -------------------------------------------------------------------------------- /Real_ESRGAN_Batch_Process_Videos_Notebook_by_Geeve_George.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "Real-ESRGAN Batch Process Videos Notebook by Geeve George.ipynb", 7 | "provenance": [], 8 | "collapsed_sections": [ 9 | "6BPxh_VmVVIu", 10 | "4pr9am3HWtvH", 11 | "rqiEtaOYXnrt", 12 | "dUJ_0fQ5YYm2" 13 | ], 14 | "include_colab_link": true 15 | }, 16 | "kernelspec": { 17 | "name": "python3", 18 | "display_name": "Python 3" 19 | }, 20 | "language_info": { 21 | "name": "python" 22 | }, 23 | "accelerator": "GPU" 24 | }, 25 | "cells": [ 26 | { 27 | "cell_type": "markdown", 28 | "metadata": { 29 | "id": "view-in-github", 30 | "colab_type": "text" 31 | }, 32 | "source": [ 33 | "\"Open" 34 | ] 35 | }, 36 | { 37 | "cell_type": "markdown", 38 | "metadata": { 39 | "id": "6BPxh_VmVVIu" 40 | }, 41 | "source": [ 42 | "# 1. Important Notes\n", 43 | "\n", 44 | "* If you are using the free Colab tier , it works best for short length videos\n", 45 | "* Just follow the instructions in the notebook and you should be fine!\n", 46 | "\n", 47 | "*Colab Notebook prepared by Geeve George*" 48 | ] 49 | }, 50 | { 51 | "cell_type": "code", 52 | "metadata": { 53 | "id": "GnpnrLfMV2jU", 54 | "colab": { 55 | "base_uri": "https://localhost:8080/" 56 | }, 57 | "outputId": "bc5e2a82-c52b-49f7-84c6-1be5142fb184" 58 | }, 59 | "source": [ 60 | "# Clone Real-ESRGAN and enter the Real-ESRGAN\n", 61 | "!git clone https://github.com/xinntao/Real-ESRGAN.git\n", 62 | "%cd Real-ESRGAN\n", 63 | "# Set up the environment\n", 64 | "!pip install basicsr\n", 65 | "!pip install facexlib\n", 66 | "!pip install gfpgan\n", 67 | "!pip install -r requirements.txt\n", 68 | "!python setup.py develop\n", 69 | "# Download the pre-trained model\n", 70 | "!wget https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth -P experiments/pretrained_models" 71 | ], 72 | "execution_count": null, 73 | "outputs": [ 74 | { 75 | "output_type": "stream", 76 | "name": "stdout", 77 | "text": [ 78 | "Cloning into 'Real-ESRGAN'...\n", 79 | "remote: Enumerating objects: 561, done.\u001b[K\n", 80 | "remote: Total 561 (delta 0), reused 0 (delta 0), pack-reused 561\u001b[K\n", 81 | "Receiving objects: 100% (561/561), 4.64 MiB | 42.77 MiB/s, done.\n", 82 | "Resolving deltas: 100% (288/288), done.\n", 83 | "/content/Real-ESRGAN\n", 84 | "Collecting basicsr\n", 85 | " Downloading basicsr-1.3.4.9.tar.gz (161 kB)\n", 86 | "\u001b[K |████████████████████████████████| 161 kB 28.4 MB/s \n", 87 | "\u001b[?25hCollecting addict\n", 88 | " Downloading addict-2.4.0-py3-none-any.whl (3.8 kB)\n", 89 | "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from basicsr) (0.16.0)\n", 90 | "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from basicsr) (0.99)\n", 91 | "Requirement 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markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (3.3.6)\n", 225 | "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->gfpgan) (1.35.0)\n", 226 | "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (0.2.8)\n", 227 | "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (4.8)\n", 228 | "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->gfpgan) (4.2.4)\n", 229 | "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->gfpgan) (1.3.1)\n", 230 | "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tb-nightly->gfpgan) (4.10.1)\n", 231 | "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tb-nightly->gfpgan) (3.7.0)\n", 232 | "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tb-nightly->gfpgan) (0.4.8)\n", 233 | "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->gfpgan) (3.2.0)\n", 234 | "Installing collected packages: gfpgan\n", 235 | "Successfully installed gfpgan-0.2.4\n", 236 | "Requirement already satisfied: basicsr>=1.3.3.11 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 1)) (1.3.4.9)\n", 237 | "Requirement already satisfied: facexlib>=0.2.0.3 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 2)) (0.2.1.1)\n", 238 | "Requirement already satisfied: gfpgan>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 3)) (0.2.4)\n", 239 | "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 4)) (1.19.5)\n", 240 | "Requirement already satisfied: opencv-python in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 5)) (4.1.2.30)\n", 241 | "Requirement already satisfied: Pillow in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 6)) (7.1.2)\n", 242 | "Requirement already satisfied: torch>=1.7 in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 7)) (1.10.0+cu111)\n", 243 | "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 8)) (0.11.1+cu111)\n", 244 | "Requirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from -r requirements.txt (line 9)) (4.62.3)\n", 245 | "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.4.1)\n", 246 | "Requirement already satisfied: future in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.16.0)\n", 247 | "Requirement already satisfied: tb-nightly in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.9.0a20220213)\n", 248 | "Requirement already satisfied: scikit-image in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.18.3)\n", 249 | "Requirement already satisfied: addict in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.4.0)\n", 250 | "Requirement already satisfied: lmdb in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.99)\n", 251 | "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.23.0)\n", 252 | "Requirement already satisfied: yapf in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.32.0)\n", 253 | "Requirement already satisfied: pyyaml in /usr/local/lib/python3.7/dist-packages (from basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.13)\n", 254 | "Requirement already satisfied: numba in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.0.3->-r requirements.txt (line 2)) (0.51.2)\n", 255 | "Requirement already satisfied: filterpy in /usr/local/lib/python3.7/dist-packages (from facexlib>=0.2.0.3->-r requirements.txt (line 2)) (1.4.5)\n", 256 | "Requirement already satisfied: typing-extensions in /usr/local/lib/python3.7/dist-packages (from torch>=1.7->-r requirements.txt (line 7)) (3.10.0.2)\n", 257 | "Requirement already satisfied: matplotlib in /usr/local/lib/python3.7/dist-packages (from filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (3.2.2)\n", 258 | "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (3.0.7)\n", 259 | "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (2.8.2)\n", 260 | "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (1.3.2)\n", 261 | "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (0.11.0)\n", 262 | "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->filterpy->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (1.15.0)\n", 263 | "Requirement already satisfied: llvmlite<0.35,>=0.34.0.dev0 in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (0.34.0)\n", 264 | "Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from numba->facexlib>=0.2.0.3->-r requirements.txt (line 2)) (57.4.0)\n", 265 | "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2021.10.8)\n", 266 | "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.0.4)\n", 267 | "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.24.3)\n", 268 | "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.10)\n", 269 | "Requirement already satisfied: tifffile>=2019.7.26 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2021.11.2)\n", 270 | "Requirement already satisfied: imageio>=2.3.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.4.1)\n", 271 | "Requirement already satisfied: networkx>=2.0 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (2.6.3)\n", 272 | "Requirement already satisfied: PyWavelets>=1.1.1 in /usr/local/lib/python3.7/dist-packages (from scikit-image->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.2.0)\n", 273 | "Requirement already satisfied: wheel>=0.26 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.37.1)\n", 274 | "Requirement already satisfied: protobuf>=3.9.2 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.17.3)\n", 275 | "Requirement already satisfied: werkzeug>=0.11.15 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.0.1)\n", 276 | "Requirement already satisfied: google-auth-oauthlib<0.5,>=0.4.1 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.4.6)\n", 277 | "Requirement already satisfied: tensorboard-data-server<0.7.0,>=0.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.6.1)\n", 278 | "Requirement already satisfied: grpcio>=1.24.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.43.0)\n", 279 | "Requirement already satisfied: absl-py>=0.4 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.0.0)\n", 280 | "Requirement already satisfied: markdown>=2.6.8 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.3.6)\n", 281 | "Requirement already satisfied: tensorboard-plugin-wit>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.8.1)\n", 282 | "Requirement already satisfied: google-auth<3,>=1.6.3 in /usr/local/lib/python3.7/dist-packages (from tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.35.0)\n", 283 | "Requirement already satisfied: pyasn1-modules>=0.2.1 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.2.8)\n", 284 | "Requirement already satisfied: rsa<5,>=3.1.4 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (4.8)\n", 285 | "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (4.2.4)\n", 286 | "Requirement already satisfied: requests-oauthlib>=0.7.0 in /usr/local/lib/python3.7/dist-packages (from google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (1.3.1)\n", 287 | "Requirement already satisfied: importlib-metadata>=4.4 in /usr/local/lib/python3.7/dist-packages (from markdown>=2.6.8->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (4.10.1)\n", 288 | "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=4.4->markdown>=2.6.8->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.7.0)\n", 289 | "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /usr/local/lib/python3.7/dist-packages (from pyasn1-modules>=0.2.1->google-auth<3,>=1.6.3->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (0.4.8)\n", 290 | "Requirement already satisfied: oauthlib>=3.0.0 in /usr/local/lib/python3.7/dist-packages (from requests-oauthlib>=0.7.0->google-auth-oauthlib<0.5,>=0.4.1->tb-nightly->basicsr>=1.3.3.11->-r requirements.txt (line 1)) (3.2.0)\n", 291 | "running develop\n", 292 | "running egg_info\n", 293 | "creating realesrgan.egg-info\n", 294 | "writing realesrgan.egg-info/PKG-INFO\n", 295 | "writing dependency_links to realesrgan.egg-info/dependency_links.txt\n", 296 | "writing requirements to realesrgan.egg-info/requires.txt\n", 297 | "writing top-level names to realesrgan.egg-info/top_level.txt\n", 298 | "writing manifest file 'realesrgan.egg-info/SOURCES.txt'\n", 299 | "reading manifest template 'MANIFEST.in'\n", 300 | "adding license file 'LICENSE'\n", 301 | "writing manifest file 'realesrgan.egg-info/SOURCES.txt'\n", 302 | "running build_ext\n", 303 | "Creating /usr/local/lib/python3.7/dist-packages/realesrgan.egg-link (link to .)\n", 304 | "Adding realesrgan 0.2.3.0 to easy-install.pth file\n", 305 | "\n", 306 | "Installed /content/Real-ESRGAN\n", 307 | "Processing dependencies for realesrgan==0.2.3.0\n", 308 | "Searching for tqdm==4.62.3\n", 309 | "Best match: tqdm 4.62.3\n", 310 | "Adding tqdm 4.62.3 to easy-install.pth file\n", 311 | "Installing tqdm script to /usr/local/bin\n", 312 | "\n", 313 | "Using /usr/local/lib/python3.7/dist-packages\n", 314 | "Searching for torchvision==0.11.1+cu111\n", 315 | "Best match: torchvision 0.11.1+cu111\n", 316 | "Adding torchvision 0.11.1+cu111 to easy-install.pth file\n", 317 | "\n", 318 | "Using /usr/local/lib/python3.7/dist-packages\n", 319 | "Searching for torch==1.10.0+cu111\n", 320 | "Best match: torch 1.10.0+cu111\n", 321 | "Adding torch 1.10.0+cu111 to easy-install.pth file\n", 322 | "Installing convert-caffe2-to-onnx script to /usr/local/bin\n", 323 | "Installing convert-onnx-to-caffe2 script to /usr/local/bin\n", 324 | "Installing torchrun script to /usr/local/bin\n", 325 | "\n", 326 | "Using /usr/local/lib/python3.7/dist-packages\n", 327 | "Searching for Pillow==7.1.2\n", 328 | "Best match: Pillow 7.1.2\n", 329 | "Adding Pillow 7.1.2 to easy-install.pth file\n", 330 | "\n", 331 | "Using /usr/local/lib/python3.7/dist-packages\n", 332 | "Searching for opencv-python==4.1.2.30\n", 333 | "Best match: opencv-python 4.1.2.30\n", 334 | "Adding opencv-python 4.1.2.30 to easy-install.pth file\n", 335 | "\n", 336 | "Using /usr/local/lib/python3.7/dist-packages\n", 337 | "Searching for numpy==1.19.5\n", 338 | "Best match: numpy 1.19.5\n", 339 | "Adding numpy 1.19.5 to easy-install.pth file\n", 340 | "Installing f2py script to /usr/local/bin\n", 341 | "Installing f2py3 script to /usr/local/bin\n", 342 | "Installing f2py3.7 script to /usr/local/bin\n", 343 | "\n", 344 | "Using /usr/local/lib/python3.7/dist-packages\n", 345 | "Searching for gfpgan==0.2.4\n", 346 | "Best match: gfpgan 0.2.4\n", 347 | "Adding gfpgan 0.2.4 to easy-install.pth file\n", 348 | "\n", 349 | "Using /usr/local/lib/python3.7/dist-packages\n", 350 | "Searching for facexlib==0.2.1.1\n", 351 | "Best match: facexlib 0.2.1.1\n", 352 | "Adding facexlib 0.2.1.1 to easy-install.pth file\n", 353 | "\n", 354 | "Using /usr/local/lib/python3.7/dist-packages\n", 355 | "Searching for basicsr==1.3.4.9\n", 356 | "Best match: basicsr 1.3.4.9\n", 357 | "Adding basicsr 1.3.4.9 to easy-install.pth file\n", 358 | "\n", 359 | "Using /usr/local/lib/python3.7/dist-packages\n", 360 | "Searching for typing-extensions==3.10.0.2\n", 361 | "Best match: typing-extensions 3.10.0.2\n", 362 | "Adding typing-extensions 3.10.0.2 to easy-install.pth file\n", 363 | "\n", 364 | "Using /usr/local/lib/python3.7/dist-packages\n", 365 | "Searching for tb-nightly==2.9.0a20220213\n", 366 | "Best match: tb-nightly 2.9.0a20220213\n", 367 | "Adding tb-nightly 2.9.0a20220213 to easy-install.pth file\n", 368 | "Installing tensorboard script to /usr/local/bin\n", 369 | "\n", 370 | "Using /usr/local/lib/python3.7/dist-packages\n", 371 | "Searching for lmdb==0.99\n", 372 | "Best match: lmdb 0.99\n", 373 | "Adding lmdb 0.99 to easy-install.pth file\n", 374 | "\n", 375 | "Using /usr/local/lib/python3.7/dist-packages\n", 376 | "Searching for scipy==1.4.1\n", 377 | "Best match: scipy 1.4.1\n", 378 | "Adding scipy 1.4.1 to easy-install.pth file\n", 379 | "\n", 380 | "Using /usr/local/lib/python3.7/dist-packages\n", 381 | "Searching for yapf==0.32.0\n", 382 | "Best match: yapf 0.32.0\n", 383 | "Adding yapf 0.32.0 to easy-install.pth file\n", 384 | "Installing yapf script to /usr/local/bin\n", 385 | "Installing yapf-diff script to /usr/local/bin\n", 386 | "\n", 387 | "Using /usr/local/lib/python3.7/dist-packages\n", 388 | "Searching for PyYAML==3.13\n", 389 | "Best match: PyYAML 3.13\n", 390 | "Adding PyYAML 3.13 to easy-install.pth file\n", 391 | "\n", 392 | "Using /usr/local/lib/python3.7/dist-packages\n", 393 | "Searching for filterpy==1.4.5\n", 394 | "Best match: filterpy 1.4.5\n", 395 | "Adding filterpy 1.4.5 to easy-install.pth file\n", 396 | "\n", 397 | "Using /usr/local/lib/python3.7/dist-packages\n", 398 | "Searching for numba==0.51.2\n", 399 | "Best match: numba 0.51.2\n", 400 | "Adding numba 0.51.2 to easy-install.pth file\n", 401 | "\n", 402 | "Using /usr/local/lib/python3.7/dist-packages\n", 403 | "Searching for requests==2.23.0\n", 404 | "Best match: requests 2.23.0\n", 405 | "Adding requests 2.23.0 to easy-install.pth file\n", 406 | "\n", 407 | "Using /usr/local/lib/python3.7/dist-packages\n", 408 | "Searching for future==0.16.0\n", 409 | "Best match: future 0.16.0\n", 410 | "Adding future 0.16.0 to easy-install.pth file\n", 411 | "Installing futurize script to /usr/local/bin\n", 412 | "Installing pasteurize script to /usr/local/bin\n", 413 | "\n", 414 | "Using /usr/local/lib/python3.7/dist-packages\n", 415 | "Searching for addict==2.4.0\n", 416 | "Best match: addict 2.4.0\n", 417 | "Adding addict 2.4.0 to easy-install.pth file\n", 418 | "\n", 419 | "Using /usr/local/lib/python3.7/dist-packages\n", 420 | "Searching for scikit-image==0.18.3\n", 421 | "Best match: scikit-image 0.18.3\n", 422 | "Adding scikit-image 0.18.3 to easy-install.pth file\n", 423 | "Installing skivi script to /usr/local/bin\n", 424 | "\n", 425 | "Using /usr/local/lib/python3.7/dist-packages\n", 426 | "Searching for absl-py==1.0.0\n", 427 | "Best match: absl-py 1.0.0\n", 428 | "Adding absl-py 1.0.0 to easy-install.pth file\n", 429 | "\n", 430 | "Using /usr/local/lib/python3.7/dist-packages\n", 431 | "Searching for setuptools==57.4.0\n", 432 | "Best match: setuptools 57.4.0\n", 433 | "Adding setuptools 57.4.0 to easy-install.pth file\n", 434 | "\n", 435 | "Using /usr/local/lib/python3.7/dist-packages\n", 436 | "Searching for protobuf==3.17.3\n", 437 | "Best match: protobuf 3.17.3\n", 438 | "Adding protobuf 3.17.3 to easy-install.pth file\n", 439 | "\n", 440 | "Using /usr/local/lib/python3.7/dist-packages\n", 441 | "Searching for Markdown==3.3.6\n", 442 | "Best match: Markdown 3.3.6\n", 443 | "Adding Markdown 3.3.6 to easy-install.pth file\n", 444 | "Installing markdown_py script to /usr/local/bin\n", 445 | "\n", 446 | "Using /usr/local/lib/python3.7/dist-packages\n", 447 | "Searching for tensorboard-plugin-wit==1.8.1\n", 448 | "Best match: tensorboard-plugin-wit 1.8.1\n", 449 | "Adding tensorboard-plugin-wit 1.8.1 to easy-install.pth file\n", 450 | "\n", 451 | "Using /usr/local/lib/python3.7/dist-packages\n", 452 | "Searching for google-auth==1.35.0\n", 453 | "Best match: google-auth 1.35.0\n", 454 | "Adding google-auth 1.35.0 to easy-install.pth file\n", 455 | "\n", 456 | "Using /usr/local/lib/python3.7/dist-packages\n", 457 | "Searching for tensorboard-data-server==0.6.1\n", 458 | "Best match: tensorboard-data-server 0.6.1\n", 459 | "Adding tensorboard-data-server 0.6.1 to easy-install.pth file\n", 460 | "\n", 461 | "Using /usr/local/lib/python3.7/dist-packages\n", 462 | "Searching for google-auth-oauthlib==0.4.6\n", 463 | "Best match: google-auth-oauthlib 0.4.6\n", 464 | "Adding google-auth-oauthlib 0.4.6 to easy-install.pth file\n", 465 | "Installing google-oauthlib-tool script to /usr/local/bin\n", 466 | "\n", 467 | "Using /usr/local/lib/python3.7/dist-packages\n", 468 | "Searching for grpcio==1.43.0\n", 469 | "Best match: grpcio 1.43.0\n", 470 | "Adding grpcio 1.43.0 to easy-install.pth file\n", 471 | "\n", 472 | "Using /usr/local/lib/python3.7/dist-packages\n", 473 | "Searching for wheel==0.37.1\n", 474 | "Best match: wheel 0.37.1\n", 475 | "Adding wheel 0.37.1 to easy-install.pth file\n", 476 | "Installing wheel script to /usr/local/bin\n", 477 | "\n", 478 | "Using /usr/local/lib/python3.7/dist-packages\n", 479 | "Searching for Werkzeug==1.0.1\n", 480 | "Best match: Werkzeug 1.0.1\n", 481 | "Adding Werkzeug 1.0.1 to easy-install.pth file\n", 482 | "\n", 483 | "Using /usr/local/lib/python3.7/dist-packages\n", 484 | "Searching for matplotlib==3.2.2\n", 485 | "Best match: matplotlib 3.2.2\n", 486 | "Adding matplotlib 3.2.2 to easy-install.pth file\n", 487 | "\n", 488 | "Using /usr/local/lib/python3.7/dist-packages\n", 489 | "Searching for llvmlite==0.34.0\n", 490 | "Best match: llvmlite 0.34.0\n", 491 | "Adding llvmlite 0.34.0 to easy-install.pth file\n", 492 | "\n", 493 | "Using /usr/local/lib/python3.7/dist-packages\n", 494 | "Searching for certifi==2021.10.8\n", 495 | "Best match: certifi 2021.10.8\n", 496 | "Adding certifi 2021.10.8 to easy-install.pth file\n", 497 | "\n", 498 | "Using /usr/local/lib/python3.7/dist-packages\n", 499 | "Searching for chardet==3.0.4\n", 500 | "Best match: chardet 3.0.4\n", 501 | "Adding chardet 3.0.4 to easy-install.pth file\n", 502 | "Installing chardetect script to /usr/local/bin\n", 503 | "\n", 504 | "Using /usr/local/lib/python3.7/dist-packages\n", 505 | "Searching for idna==2.10\n", 506 | "Best match: idna 2.10\n", 507 | "Adding idna 2.10 to easy-install.pth file\n", 508 | "\n", 509 | "Using /usr/local/lib/python3.7/dist-packages\n", 510 | "Searching for urllib3==1.24.3\n", 511 | "Best match: urllib3 1.24.3\n", 512 | "Adding urllib3 1.24.3 to easy-install.pth file\n", 513 | "\n", 514 | "Using /usr/local/lib/python3.7/dist-packages\n", 515 | "Searching for imageio==2.4.1\n", 516 | "Best match: imageio 2.4.1\n", 517 | "Adding imageio 2.4.1 to easy-install.pth file\n", 518 | "Installing imageio_download_bin script to /usr/local/bin\n", 519 | "Installing imageio_remove_bin script to /usr/local/bin\n", 520 | "\n", 521 | "Using /usr/local/lib/python3.7/dist-packages\n", 522 | "Searching for tifffile==2021.11.2\n", 523 | "Best match: tifffile 2021.11.2\n", 524 | "Adding tifffile 2021.11.2 to easy-install.pth file\n", 525 | "Installing lsm2bin script to /usr/local/bin\n", 526 | "Installing tiff2fsspec script to /usr/local/bin\n", 527 | "Installing tiffcomment script to /usr/local/bin\n", 528 | "Installing tifffile script to /usr/local/bin\n", 529 | "\n", 530 | "Using /usr/local/lib/python3.7/dist-packages\n", 531 | "Searching for networkx==2.6.3\n", 532 | "Best match: networkx 2.6.3\n", 533 | "Adding networkx 2.6.3 to easy-install.pth file\n", 534 | "\n", 535 | "Using /usr/local/lib/python3.7/dist-packages\n", 536 | "Searching for PyWavelets==1.2.0\n", 537 | "Best match: PyWavelets 1.2.0\n", 538 | "Adding PyWavelets 1.2.0 to easy-install.pth file\n", 539 | "\n", 540 | "Using /usr/local/lib/python3.7/dist-packages\n", 541 | "Searching for six==1.15.0\n", 542 | "Best match: six 1.15.0\n", 543 | "Adding six 1.15.0 to easy-install.pth file\n", 544 | "\n", 545 | "Using /usr/local/lib/python3.7/dist-packages\n", 546 | "Searching for importlib-metadata==4.10.1\n", 547 | "Best match: importlib-metadata 4.10.1\n", 548 | "Adding importlib-metadata 4.10.1 to easy-install.pth file\n", 549 | "\n", 550 | "Using /usr/local/lib/python3.7/dist-packages\n", 551 | "Searching for rsa==4.8\n", 552 | "Best match: rsa 4.8\n", 553 | "Adding rsa 4.8 to easy-install.pth file\n", 554 | "Installing pyrsa-decrypt script to /usr/local/bin\n", 555 | "Installing pyrsa-encrypt script to /usr/local/bin\n", 556 | "Installing pyrsa-keygen script to /usr/local/bin\n", 557 | "Installing pyrsa-priv2pub script to /usr/local/bin\n", 558 | "Installing pyrsa-sign script to /usr/local/bin\n", 559 | "Installing pyrsa-verify script to /usr/local/bin\n", 560 | "\n", 561 | "Using /usr/local/lib/python3.7/dist-packages\n", 562 | "Searching for cachetools==4.2.4\n", 563 | "Best match: cachetools 4.2.4\n", 564 | "Adding cachetools 4.2.4 to easy-install.pth file\n", 565 | "\n", 566 | "Using /usr/local/lib/python3.7/dist-packages\n", 567 | "Searching for pyasn1-modules==0.2.8\n", 568 | "Best match: pyasn1-modules 0.2.8\n", 569 | "Adding pyasn1-modules 0.2.8 to easy-install.pth file\n", 570 | "\n", 571 | "Using /usr/local/lib/python3.7/dist-packages\n", 572 | "Searching for requests-oauthlib==1.3.1\n", 573 | "Best match: requests-oauthlib 1.3.1\n", 574 | "Adding requests-oauthlib 1.3.1 to easy-install.pth file\n", 575 | "\n", 576 | "Using /usr/local/lib/python3.7/dist-packages\n", 577 | "Searching for cycler==0.11.0\n", 578 | "Best match: cycler 0.11.0\n", 579 | "Adding cycler 0.11.0 to easy-install.pth file\n", 580 | "\n", 581 | "Using /usr/local/lib/python3.7/dist-packages\n", 582 | "Searching for pyparsing==3.0.7\n", 583 | "Best match: pyparsing 3.0.7\n", 584 | "Adding pyparsing 3.0.7 to easy-install.pth file\n", 585 | "\n", 586 | "Using /usr/local/lib/python3.7/dist-packages\n", 587 | "Searching for kiwisolver==1.3.2\n", 588 | "Best match: kiwisolver 1.3.2\n", 589 | "Adding kiwisolver 1.3.2 to easy-install.pth file\n", 590 | "\n", 591 | "Using /usr/local/lib/python3.7/dist-packages\n", 592 | "Searching for python-dateutil==2.8.2\n", 593 | "Best match: python-dateutil 2.8.2\n", 594 | "Adding python-dateutil 2.8.2 to easy-install.pth file\n", 595 | "\n", 596 | "Using /usr/local/lib/python3.7/dist-packages\n", 597 | "Searching for zipp==3.7.0\n", 598 | "Best match: zipp 3.7.0\n", 599 | "Adding zipp 3.7.0 to easy-install.pth file\n", 600 | "\n", 601 | "Using /usr/local/lib/python3.7/dist-packages\n", 602 | "Searching for pyasn1==0.4.8\n", 603 | "Best match: pyasn1 0.4.8\n", 604 | "Adding pyasn1 0.4.8 to easy-install.pth file\n", 605 | "\n", 606 | "Using /usr/local/lib/python3.7/dist-packages\n", 607 | "Searching for oauthlib==3.2.0\n", 608 | "Best match: oauthlib 3.2.0\n", 609 | "Adding oauthlib 3.2.0 to easy-install.pth file\n", 610 | "\n", 611 | "Using /usr/local/lib/python3.7/dist-packages\n", 612 | "Finished processing dependencies for realesrgan==0.2.3.0\n", 613 | "--2022-02-13 14:09:10-- https://github.com/xinntao/Real-ESRGAN/releases/download/v0.1.0/RealESRGAN_x4plus.pth\n", 614 | "Resolving github.com (github.com)... 140.82.113.3\n", 615 | "Connecting to github.com (github.com)|140.82.113.3|:443... connected.\n", 616 | "HTTP request sent, awaiting response... 302 Found\n", 617 | "Location: https://objects.githubusercontent.com/github-production-release-asset-2e65be/387326890/08f0e941-ebb7-48f0-9d6a-73e87b710e7e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220213%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220213T140910Z&X-Amz-Expires=300&X-Amz-Signature=9914fa46bf2b61ad218da7486a489099b3d9e3cc7f0b964a1697afc9b872f5ba&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=387326890&response-content-disposition=attachment%3B%20filename%3DRealESRGAN_x4plus.pth&response-content-type=application%2Foctet-stream [following]\n", 618 | "--2022-02-13 14:09:10-- https://objects.githubusercontent.com/github-production-release-asset-2e65be/387326890/08f0e941-ebb7-48f0-9d6a-73e87b710e7e?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=AKIAIWNJYAX4CSVEH53A%2F20220213%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20220213T140910Z&X-Amz-Expires=300&X-Amz-Signature=9914fa46bf2b61ad218da7486a489099b3d9e3cc7f0b964a1697afc9b872f5ba&X-Amz-SignedHeaders=host&actor_id=0&key_id=0&repo_id=387326890&response-content-disposition=attachment%3B%20filename%3DRealESRGAN_x4plus.pth&response-content-type=application%2Foctet-stream\n", 619 | "Resolving objects.githubusercontent.com (objects.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...\n", 620 | "Connecting to objects.githubusercontent.com (objects.githubusercontent.com)|185.199.108.133|:443... connected.\n", 621 | "HTTP request sent, awaiting response... 200 OK\n", 622 | "Length: 67040989 (64M) [application/octet-stream]\n", 623 | "Saving to: ‘experiments/pretrained_models/RealESRGAN_x4plus.pth’\n", 624 | "\n", 625 | "RealESRGAN_x4plus.p 100%[===================>] 63.93M 213MB/s in 0.3s \n", 626 | "\n", 627 | "2022-02-13 14:09:10 (213 MB/s) - ‘experiments/pretrained_models/RealESRGAN_x4plus.pth’ saved [67040989/67040989]\n", 628 | "\n" 629 | ] 630 | } 631 | ] 632 | }, 633 | { 634 | "cell_type": "markdown", 635 | "metadata": { 636 | "id": "4pr9am3HWtvH" 637 | }, 638 | "source": [ 639 | "# 2. This section is for creating some important folders (IMPORTANT : Please Read)\n", 640 | "\n", 641 | "\n", 642 | "\n", 643 | "* First Run this cell\n", 644 | "\n", 645 | "* Once you've run the cell , you can see that a folder named \"videos\" will be created inside the Real-ESRGAN folder\n", 646 | "\n", 647 | "\n", 648 | "* Just drag and drop any number of videos from your computer and place them inside the \"videos\" folder. (videos you want to upscale)\n", 649 | "\n", 650 | "\n", 651 | "\n", 652 | "\n", 653 | "\n" 654 | ] 655 | }, 656 | { 657 | "cell_type": "code", 658 | "metadata": { 659 | "id": "u1tiyMZJW5td" 660 | }, 661 | "source": [ 662 | "import os\n", 663 | "from google.colab import files\n", 664 | "import shutil\n", 665 | "\n", 666 | "upload_folder = 'upload'\n", 667 | "result_folder = 'results'\n", 668 | "video_folder = 'videos'\n", 669 | "video_result_folder = 'results_videos'\n", 670 | "video_mp4_result_folder = 'results_mp4_videos'\n", 671 | "\n", 672 | "if os.path.isdir(upload_folder):\n", 673 | " print(upload_folder+\" exists\")\n", 674 | "else :\n", 675 | " os.mkdir(upload_folder)\n", 676 | "\n", 677 | "if os.path.isdir(video_folder):\n", 678 | " print(video_folder+\" exists\")\n", 679 | "else :\n", 680 | " os.mkdir(video_folder)\n", 681 | "\n", 682 | "if os.path.isdir(video_result_folder):\n", 683 | " print(video_result_folder+\" exists\")\n", 684 | "else :\n", 685 | " os.mkdir(video_result_folder)\n", 686 | "\n", 687 | "if os.path.isdir(video_mp4_result_folder):\n", 688 | " print(video_mp4_result_folder+\" exists\")\n", 689 | "else :\n", 690 | " os.mkdir(video_mp4_result_folder)\n", 691 | "\n", 692 | "if os.path.isdir(result_folder):\n", 693 | " print(result_folder+\" exists\")\n", 694 | " \n", 695 | "else :\n", 696 | " os.mkdir(result_folder) \n", 697 | "\n" 698 | ], 699 | "execution_count": null, 700 | "outputs": [] 701 | }, 702 | { 703 | "cell_type": "markdown", 704 | "metadata": { 705 | "id": "rqiEtaOYXnrt" 706 | }, 707 | "source": [ 708 | "\n", 709 | "# 3. Inference (Please READ)\n", 710 | "\n", 711 | "\n", 712 | "\n", 713 | "* Then run this cell , it will take a good amount of time depending on the length of your video and how many videos you want to upscale\n", 714 | "\n", 715 | "* Once the upscaling process is complete , you can find your upscaled video results , under the \"results_mp4_videos\" folder.\n", 716 | "\n", 717 | "\n", 718 | "\n", 719 | "* By default the video is upscaled to a 25fps format, in case you want to change that , it can be changed within the cell below , \n", 720 | "change the \"fps\" variable. (Can be found towards the end part of the code section.)\n", 721 | "\n", 722 | "\n", 723 | "\n", 724 | "\n", 725 | "\n", 726 | "\n" 727 | ] 728 | }, 729 | { 730 | "cell_type": "code", 731 | "metadata": { 732 | "colab": { 733 | "base_uri": "https://localhost:8080/" 734 | }, 735 | "id": "XTVL4m_zXqBU", 736 | "outputId": "54a0971a-dea0-4f64-d474-3b3aabfd5cd3" 737 | }, 738 | "source": [ 739 | "import cv2\n", 740 | "import numpy as np\n", 741 | "import glob\n", 742 | "from os.path import isfile, join\n", 743 | "import subprocess\n", 744 | "from IPython.display import clear_output \n", 745 | "\n", 746 | "# assign directory\n", 747 | "directory = '/content/Real-ESRGAN/videos' #PATH_WITH_INPUT_VIDEOS\n", 748 | "zee = 0\n", 749 | "\n", 750 | "#deletes frames from previous video\n", 751 | "for f in os.listdir(upload_folder): \n", 752 | " os.remove(os.path.join(upload_folder, f))\n", 753 | "\n", 754 | "#deletes upscaled frames from previous video\n", 755 | "for f in os.listdir(result_folder): \n", 756 | " os.remove(os.path.join(result_folder, f))\n", 757 | "\n", 758 | "#clearing previous .avi files\n", 759 | "for f in os.listdir(video_result_folder): \n", 760 | " os.remove(os.path.join(video_result_folder, f))\n", 761 | " \n", 762 | "#clearing .mp4 result files\n", 763 | "for f in os.listdir(video_mp4_result_folder): \n", 764 | " os.remove(os.path.join(video_mp4_result_folder, f))\n", 765 | "\n", 766 | "\n", 767 | "def convert_frames_to_video(pathIn,pathOut,fps):\n", 768 | " frame_array = []\n", 769 | " files = [f for f in os.listdir(pathIn) if isfile(join(pathIn, f))]\n", 770 | " #for sorting the file names properly\n", 771 | " files.sort(key = lambda x: int(x[5:-4]))\n", 772 | " size2 = (0,0)\n", 773 | "\n", 774 | " for i in range(len(files)):\n", 775 | " filename=pathIn + files[i]\n", 776 | " #reading each files\n", 777 | " img = cv2.imread(filename)\n", 778 | " height, width, layers = img.shape\n", 779 | " size = (width,height)\n", 780 | " size2 = size\n", 781 | " print(filename)\n", 782 | " #inserting the frames into an image array\n", 783 | " frame_array.append(img)\n", 784 | " out = cv2.VideoWriter(pathOut,cv2.VideoWriter_fourcc(*'DIVX'), fps, size2)\n", 785 | " for i in range(len(frame_array)):\n", 786 | " # writing to a image array\n", 787 | " out.write(frame_array[i])\n", 788 | " out.release()\n", 789 | " \n", 790 | " \n", 791 | "for filename in os.listdir(directory):\n", 792 | " \n", 793 | " f = os.path.join(directory, filename)\n", 794 | " # checking if it is a file\n", 795 | " if os.path.isfile(f):\n", 796 | " \n", 797 | " \n", 798 | " print(\"PROCESSING :\"+str(f)+\"\\n\")\n", 799 | " # Read the video from specified path\n", 800 | " \n", 801 | " #video to frames\n", 802 | " cam = cv2.VideoCapture(str(f))\n", 803 | "\n", 804 | " try:\n", 805 | "\n", 806 | " # PATH TO STORE VIDEO FRAMES\n", 807 | " if not os.path.exists('/content/Real-ESRGAN/upload'):\n", 808 | " os.makedirs('/content/Real-ESRGAN/upload')\n", 809 | "\n", 810 | " # if not created then raise error\n", 811 | " except OSError:\n", 812 | " print ('Error: Creating directory of data')\n", 813 | "\n", 814 | " # frame\n", 815 | " currentframe = 0\n", 816 | "\n", 817 | " #clear all folders\n", 818 | "\n", 819 | "\n", 820 | " #deletes upscaled frames from previous video\n", 821 | " #for f in os.listdir(result_folder):\n", 822 | " # os.remove(os.path.join(result_folder, f)) \n", 823 | " \n", 824 | "\n", 825 | "\n", 826 | "\n", 827 | " while(True):\n", 828 | "\n", 829 | " # reading from frame\n", 830 | " ret,frame = cam.read()\n", 831 | "\n", 832 | " if ret:\n", 833 | " # if video is still left continue creating images\n", 834 | " name = '/content/Real-ESRGAN/upload/frame' + str(currentframe) + '.jpg'\n", 835 | "\n", 836 | " # writing the extracted images\n", 837 | " cv2.imwrite(name, frame)\n", 838 | "\n", 839 | "\n", 840 | " # increasing counter so that it will\n", 841 | " # show how many frames are created\n", 842 | " currentframe += 1\n", 843 | " else:\n", 844 | " #deletes all the videos you uploaded for upscaling\n", 845 | " #for f in os.listdir(video_folder):\n", 846 | " # os.remove(os.path.join(video_folder, f)) \n", 847 | "\n", 848 | " break\n", 849 | " \n", 850 | " # Release all space and windows once done\n", 851 | " cam.release()\n", 852 | " cv2.destroyAllWindows()\n", 853 | " \n", 854 | " #apply super-resolution on all frames of a video\n", 855 | " #scale factor is by 3.5x \n", 856 | "\n", 857 | " !python inference_realesrgan.py -n RealESRGAN_x4plus -i upload --outscale 2 --half --face_enhance --tile 128\n", 858 | "\n", 859 | " #after upscaling just delete the source frames\n", 860 | " for f in os.listdir(upload_folder): \n", 861 | " os.remove(os.path.join(upload_folder, f)) \n", 862 | "\n", 863 | " #rename all frames in \"results\" to remove the 'out' substring from the processing results\n", 864 | " paths = (os.path.join(root, filename)\n", 865 | " for root, _, filenames in os.walk('/content/Real-ESRGAN/results')\n", 866 | " for filename in filenames)\n", 867 | " for path in paths:\n", 868 | " newname = path.replace('_out', '')\n", 869 | " if newname != path:\n", 870 | " os.rename(path, newname) \n", 871 | " \n", 872 | " #convert super res frames to .avi \n", 873 | " pathIn = '/content/Real-ESRGAN/results/'\n", 874 | "\n", 875 | " zee = zee+1\n", 876 | " fName = \"video\"+str(zee) \n", 877 | " filenameVid = f\"{fName}.avi\"\n", 878 | " \n", 879 | " pathOut = \"/content/Real-ESRGAN/results_videos/\"+filenameVid\n", 880 | "\n", 881 | " fps = 25.0 #change this to FPS of your source video\n", 882 | "\n", 883 | " convert_frames_to_video(pathIn, pathOut, fps) \n", 884 | "\n", 885 | " #after processing frames converted to .avi video , delete upscaled frames from previous video\n", 886 | " for f in os.listdir(result_folder): \n", 887 | " os.remove(os.path.join(result_folder, f))\n", 888 | "\n", 889 | " #convert .avi to .mp4\n", 890 | " src = '/content/Real-ESRGAN/results_videos/'\n", 891 | " dst = '/content/Real-ESRGAN/results_mp4_videos/'\n", 892 | "\n", 893 | " for root, dirs, filenames in os.walk(src, topdown=False):\n", 894 | " #print(filenames)\n", 895 | " for filename in filenames:\n", 896 | " print('[INFO] 1',filename)\n", 897 | " try:\n", 898 | " _format = ''\n", 899 | " if \".flv\" in filename.lower():\n", 900 | " _format=\".flv\"\n", 901 | " if \".mp4\" in filename.lower():\n", 902 | " _format=\".mp4\"\n", 903 | " if \".avi\" in filename.lower():\n", 904 | " _format=\".avi\"\n", 905 | " if \".mov\" in filename.lower():\n", 906 | " _format=\".mov\"\n", 907 | "\n", 908 | " inputfile = os.path.join(root, filename)\n", 909 | " print('[INFO] 1',inputfile)\n", 910 | " outputfile = os.path.join(dst, filename.lower().replace(_format, \".mp4\"))\n", 911 | " subprocess.call(['ffmpeg', '-i', inputfile, outputfile]) \n", 912 | " except:\n", 913 | " print(\"An exception occurred\") \n", 914 | " \n", 915 | " clear_output(wait=True)\n", 916 | "\n", 917 | " #clearing previous .avi files\n", 918 | " for f in os.listdir(video_result_folder): \n", 919 | " os.remove(os.path.join(video_result_folder, f))\n", 920 | "\n", 921 | " #deletes frames from previous video\n", 922 | " #for f in os.listdir(upload_folder):\n", 923 | " # os.remove(os.path.join(upload_folder, f))\n", 924 | "\n", 925 | " \n", 926 | "\n", 927 | " # if it is out of memory, try to use the `--tile` option\n", 928 | "# We upsample the image with the scale factor X3.5\n", 929 | "\n", 930 | "# Arguments\n", 931 | "# -n, --model_name: Model names\n", 932 | "# -i, --input: input folder or image\n", 933 | "# --outscale: Output scale, can be arbitrary scale factore. " 934 | ], 935 | "execution_count": null, 936 | "outputs": [ 937 | { 938 | "output_type": "stream", 939 | "name": "stdout", 940 | "text": [ 941 | "PROCESSING :/content/Real-ESRGAN/videos/death-note-light-yagami.mp4\n", 942 | "\n", 943 | "Testing 0 frame0\n", 944 | "\tTile 1/15\n", 945 | "\tTile 2/15\n", 946 | "\tTile 3/15\n", 947 | "\tTile 4/15\n", 948 | "\tTile 5/15\n", 949 | "\tTile 6/15\n", 950 | "\tTile 7/15\n", 951 | "\tTile 8/15\n", 952 | "\tTile 9/15\n", 953 | "\tTile 10/15\n", 954 | "\tTile 11/15\n", 955 | "\tTile 12/15\n", 956 | "\tTile 13/15\n", 957 | "\tTile 14/15\n", 958 | "\tTile 15/15\n", 959 | "Testing 1 frame1\n", 960 | "\tTile 1/15\n", 961 | "\tTile 2/15\n", 962 | "\tTile 3/15\n", 963 | "\tTile 4/15\n", 964 | "\tTile 5/15\n", 965 | "\tTile 6/15\n", 966 | "\tTile 7/15\n", 967 | "\tTile 8/15\n", 968 | "\tTile 9/15\n", 969 | "\tTile 10/15\n", 970 | "\tTile 11/15\n", 971 | "\tTile 12/15\n", 972 | "\tTile 13/15\n", 973 | "\tTile 14/15\n", 974 | "\tTile 15/15\n", 975 | "Testing 2 frame10\n", 976 | "/usr/local/lib/python3.7/dist-packages/torch/nn/functional.py:3680: UserWarning: The default behavior for interpolate/upsample with float scale_factor changed in 1.6.0 to align with other frameworks/libraries, and now uses scale_factor directly, instead of relying on the computed output size. If you wish to restore the old behavior, please set recompute_scale_factor=True. See the documentation of nn.Upsample for details. \n", 977 | " \"The default behavior for interpolate/upsample with float scale_factor changed \"\n", 978 | "\tTile 1/15\n", 979 | "\tTile 2/15\n", 980 | "\tTile 3/15\n", 981 | "\tTile 4/15\n", 982 | "\tTile 5/15\n", 983 | "\tTile 6/15\n", 984 | "\tTile 7/15\n", 985 | "\tTile 8/15\n", 986 | "\tTile 9/15\n", 987 | "\tTile 10/15\n", 988 | "\tTile 11/15\n", 989 | "\tTile 12/15\n", 990 | "\tTile 13/15\n", 991 | "\tTile 14/15\n", 992 | "\tTile 15/15\n", 993 | "Testing 3 frame11\n", 994 | "\tTile 1/15\n", 995 | "\tTile 2/15\n", 996 | "\tTile 3/15\n", 997 | "\tTile 4/15\n", 998 | "\tTile 5/15\n", 999 | "\tTile 6/15\n", 1000 | "\tTile 7/15\n", 1001 | "\tTile 8/15\n", 1002 | "\tTile 9/15\n", 1003 | "\tTile 10/15\n", 1004 | "\tTile 11/15\n", 1005 | "\tTile 12/15\n", 1006 | "\tTile 13/15\n", 1007 | "\tTile 14/15\n", 1008 | "\tTile 15/15\n", 1009 | "Testing 4 frame12\n", 1010 | "\tTile 1/15\n", 1011 | "\tTile 2/15\n", 1012 | "\tTile 3/15\n", 1013 | 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5/15\n", 1255 | "\tTile 6/15\n", 1256 | "\tTile 7/15\n", 1257 | "\tTile 8/15\n", 1258 | "\tTile 9/15\n", 1259 | "\tTile 10/15\n", 1260 | "\tTile 11/15\n", 1261 | "\tTile 12/15\n", 1262 | "\tTile 13/15\n", 1263 | "\tTile 14/15\n", 1264 | "\tTile 15/15\n", 1265 | "Testing 20 frame27\n", 1266 | "\tTile 1/15\n", 1267 | "\tTile 2/15\n", 1268 | "\tTile 3/15\n", 1269 | "\tTile 4/15\n", 1270 | "\tTile 5/15\n", 1271 | "\tTile 6/15\n", 1272 | "\tTile 7/15\n", 1273 | "\tTile 8/15\n", 1274 | "\tTile 9/15\n", 1275 | "\tTile 10/15\n", 1276 | "\tTile 11/15\n", 1277 | "\tTile 12/15\n", 1278 | "\tTile 13/15\n", 1279 | "\tTile 14/15\n", 1280 | "\tTile 15/15\n", 1281 | "Testing 21 frame28\n", 1282 | "\tTile 1/15\n", 1283 | "\tTile 2/15\n", 1284 | "\tTile 3/15\n", 1285 | "\tTile 4/15\n", 1286 | "\tTile 5/15\n", 1287 | "\tTile 6/15\n", 1288 | "\tTile 7/15\n", 1289 | "\tTile 8/15\n", 1290 | "\tTile 9/15\n", 1291 | "\tTile 10/15\n", 1292 | "\tTile 11/15\n", 1293 | "\tTile 12/15\n", 1294 | "\tTile 13/15\n", 1295 | "\tTile 14/15\n", 1296 | "\tTile 15/15\n", 1297 | "Testing 22 frame29\n", 1298 | "\tTile 1/15\n", 1299 | "\tTile 2/15\n", 1300 | "\tTile 3/15\n", 1301 | "\tTile 4/15\n", 1302 | "\tTile 5/15\n", 1303 | "\tTile 6/15\n", 1304 | "\tTile 7/15\n", 1305 | "\tTile 8/15\n", 1306 | "\tTile 9/15\n", 1307 | "\tTile 10/15\n", 1308 | "\tTile 11/15\n", 1309 | "\tTile 12/15\n", 1310 | "\tTile 13/15\n", 1311 | "\tTile 14/15\n", 1312 | "\tTile 15/15\n", 1313 | "Testing 23 frame3\n", 1314 | "\tTile 1/15\n", 1315 | "\tTile 2/15\n", 1316 | "\tTile 3/15\n", 1317 | "\tTile 4/15\n", 1318 | "\tTile 5/15\n", 1319 | "\tTile 6/15\n", 1320 | "\tTile 7/15\n", 1321 | "\tTile 8/15\n", 1322 | "\tTile 9/15\n", 1323 | "\tTile 10/15\n", 1324 | "\tTile 11/15\n", 1325 | "\tTile 12/15\n", 1326 | "\tTile 13/15\n", 1327 | "\tTile 14/15\n", 1328 | "\tTile 15/15\n", 1329 | "Testing 24 frame30\n", 1330 | "\tTile 1/15\n", 1331 | "\tTile 2/15\n", 1332 | "\tTile 3/15\n", 1333 | "\tTile 4/15\n", 1334 | "\tTile 5/15\n", 1335 | "\tTile 6/15\n", 1336 | "\tTile 7/15\n", 1337 | "\tTile 8/15\n", 1338 | "\tTile 9/15\n", 1339 | "\tTile 10/15\n", 1340 | "\tTile 11/15\n", 1341 | "\tTile 12/15\n", 1342 | "\tTile 13/15\n", 1343 | "\tTile 14/15\n", 1344 | "\tTile 15/15\n", 1345 | "Testing 25 frame31\n", 1346 | "\tTile 1/15\n", 1347 | "\tTile 2/15\n", 1348 | "\tTile 3/15\n", 1349 | "\tTile 4/15\n", 1350 | "\tTile 5/15\n", 1351 | "\tTile 6/15\n", 1352 | "\tTile 7/15\n", 1353 | "\tTile 8/15\n", 1354 | "\tTile 9/15\n", 1355 | "\tTile 10/15\n", 1356 | "\tTile 11/15\n", 1357 | "\tTile 12/15\n", 1358 | "\tTile 13/15\n", 1359 | "\tTile 14/15\n", 1360 | "\tTile 15/15\n", 1361 | "Testing 26 frame32\n", 1362 | "\tTile 1/15\n", 1363 | "\tTile 2/15\n", 1364 | "\tTile 3/15\n", 1365 | "\tTile 4/15\n", 1366 | "\tTile 5/15\n", 1367 | "\tTile 6/15\n", 1368 | "\tTile 7/15\n", 1369 | "\tTile 8/15\n", 1370 | "\tTile 9/15\n", 1371 | "\tTile 10/15\n", 1372 | "\tTile 11/15\n", 1373 | "\tTile 12/15\n", 1374 | "\tTile 13/15\n", 1375 | "\tTile 14/15\n", 1376 | "\tTile 15/15\n", 1377 | "Testing 27 frame33\n", 1378 | "\tTile 1/15\n", 1379 | "\tTile 2/15\n", 1380 | "\tTile 3/15\n", 1381 | "\tTile 4/15\n", 1382 | "\tTile 5/15\n", 1383 | "\tTile 6/15\n", 1384 | "\tTile 7/15\n", 1385 | "\tTile 8/15\n", 1386 | "\tTile 9/15\n", 1387 | "\tTile 10/15\n", 1388 | "\tTile 11/15\n", 1389 | "\tTile 12/15\n", 1390 | "\tTile 13/15\n", 1391 | "\tTile 14/15\n", 1392 | "\tTile 15/15\n", 1393 | "Testing 28 frame34\n", 1394 | "\tTile 1/15\n", 1395 | "\tTile 2/15\n", 1396 | "\tTile 3/15\n", 1397 | "\tTile 4/15\n", 1398 | "\tTile 5/15\n", 1399 | "\tTile 6/15\n", 1400 | "\tTile 7/15\n", 1401 | "\tTile 8/15\n", 1402 | "\tTile 9/15\n", 1403 | "\tTile 10/15\n", 1404 | "\tTile 11/15\n", 1405 | "\tTile 12/15\n", 1406 | "\tTile 13/15\n", 1407 | "\tTile 14/15\n", 1408 | "\tTile 15/15\n", 1409 | "Testing 29 frame35\n", 1410 | "\tTile 1/15\n", 1411 | "\tTile 2/15\n", 1412 | "\tTile 3/15\n", 1413 | "\tTile 4/15\n", 1414 | "\tTile 5/15\n", 1415 | "\tTile 6/15\n", 1416 | "\tTile 7/15\n", 1417 | "\tTile 8/15\n", 1418 | "\tTile 9/15\n", 1419 | "\tTile 10/15\n", 1420 | "\tTile 11/15\n", 1421 | "\tTile 12/15\n", 1422 | "\tTile 13/15\n", 1423 | "\tTile 14/15\n", 1424 | "\tTile 15/15\n", 1425 | "Testing 30 frame36\n", 1426 | "\tTile 1/15\n", 1427 | "\tTile 2/15\n", 1428 | "\tTile 3/15\n", 1429 | "\tTile 4/15\n", 1430 | "\tTile 5/15\n", 1431 | "\tTile 6/15\n", 1432 | "\tTile 7/15\n", 1433 | "\tTile 8/15\n", 1434 | "\tTile 9/15\n", 1435 | "\tTile 10/15\n", 1436 | "\tTile 11/15\n", 1437 | "\tTile 12/15\n", 1438 | "\tTile 13/15\n", 1439 | "\tTile 14/15\n", 1440 | "\tTile 15/15\n", 1441 | "Testing 31 frame37\n", 1442 | "\tTile 1/15\n", 1443 | "\tTile 2/15\n", 1444 | "\tTile 3/15\n", 1445 | "\tTile 4/15\n", 1446 | "\tTile 5/15\n", 1447 | "\tTile 6/15\n", 1448 | "\tTile 7/15\n", 1449 | "\tTile 8/15\n", 1450 | "\tTile 9/15\n", 1451 | "\tTile 10/15\n", 1452 | "\tTile 11/15\n", 1453 | "\tTile 12/15\n", 1454 | "\tTile 13/15\n", 1455 | "\tTile 14/15\n", 1456 | "\tTile 15/15\n", 1457 | "Testing 32 frame38\n", 1458 | "\tTile 1/15\n", 1459 | "\tTile 2/15\n", 1460 | "\tTile 3/15\n", 1461 | "\tTile 4/15\n", 1462 | "\tTile 5/15\n", 1463 | "\tTile 6/15\n", 1464 | "\tTile 7/15\n", 1465 | "\tTile 8/15\n", 1466 | "\tTile 9/15\n", 1467 | "\tTile 10/15\n", 1468 | "\tTile 11/15\n", 1469 | "\tTile 12/15\n", 1470 | "\tTile 13/15\n", 1471 | "\tTile 14/15\n", 1472 | "\tTile 15/15\n", 1473 | "Testing 33 frame39\n", 1474 | "\tTile 1/15\n", 1475 | "\tTile 2/15\n", 1476 | "\tTile 3/15\n", 1477 | "\tTile 4/15\n", 1478 | "\tTile 5/15\n", 1479 | "\tTile 6/15\n", 1480 | "\tTile 7/15\n", 1481 | "\tTile 8/15\n", 1482 | "\tTile 9/15\n", 1483 | "\tTile 10/15\n", 1484 | "\tTile 11/15\n", 1485 | "\tTile 12/15\n", 1486 | "\tTile 13/15\n", 1487 | "\tTile 14/15\n", 1488 | "\tTile 15/15\n", 1489 | "Testing 34 frame4\n", 1490 | "\tTile 1/15\n", 1491 | "\tTile 2/15\n", 1492 | "\tTile 3/15\n", 1493 | "\tTile 4/15\n", 1494 | "\tTile 5/15\n", 1495 | "\tTile 6/15\n", 1496 | "\tTile 7/15\n", 1497 | "\tTile 8/15\n", 1498 | "\tTile 9/15\n", 1499 | "\tTile 10/15\n", 1500 | "\tTile 11/15\n", 1501 | "\tTile 12/15\n", 1502 | "\tTile 13/15\n", 1503 | "\tTile 14/15\n", 1504 | "\tTile 15/15\n", 1505 | "Testing 35 frame40\n", 1506 | "\tTile 1/15\n", 1507 | "\tTile 2/15\n", 1508 | "\tTile 3/15\n", 1509 | "\tTile 4/15\n", 1510 | "\tTile 5/15\n", 1511 | "\tTile 6/15\n", 1512 | "\tTile 7/15\n", 1513 | "\tTile 8/15\n", 1514 | "\tTile 9/15\n", 1515 | "\tTile 10/15\n", 1516 | "\tTile 11/15\n", 1517 | "\tTile 12/15\n", 1518 | "\tTile 13/15\n", 1519 | "\tTile 14/15\n", 1520 | "\tTile 15/15\n", 1521 | "Testing 36 frame41\n", 1522 | "\tTile 1/15\n", 1523 | "\tTile 2/15\n", 1524 | "\tTile 3/15\n", 1525 | "\tTile 4/15\n", 1526 | "\tTile 5/15\n", 1527 | "\tTile 6/15\n", 1528 | "\tTile 7/15\n", 1529 | "\tTile 8/15\n", 1530 | "\tTile 9/15\n", 1531 | "\tTile 10/15\n", 1532 | "\tTile 11/15\n", 1533 | "\tTile 12/15\n", 1534 | "\tTile 13/15\n", 1535 | "\tTile 14/15\n", 1536 | "\tTile 15/15\n", 1537 | "Testing 37 frame42\n", 1538 | "\tTile 1/15\n", 1539 | "\tTile 2/15\n", 1540 | "\tTile 3/15\n", 1541 | "\tTile 4/15\n", 1542 | "\tTile 5/15\n", 1543 | "\tTile 6/15\n", 1544 | "\tTile 7/15\n", 1545 | "\tTile 8/15\n", 1546 | "\tTile 9/15\n", 1547 | "\tTile 10/15\n", 1548 | "\tTile 11/15\n", 1549 | "\tTile 12/15\n", 1550 | "\tTile 13/15\n", 1551 | "\tTile 14/15\n", 1552 | "\tTile 15/15\n", 1553 | "Testing 38 frame43\n", 1554 | "\tTile 1/15\n", 1555 | "\tTile 2/15\n", 1556 | "\tTile 3/15\n", 1557 | "\tTile 4/15\n", 1558 | "\tTile 5/15\n", 1559 | "\tTile 6/15\n", 1560 | "\tTile 7/15\n", 1561 | "\tTile 8/15\n", 1562 | "\tTile 9/15\n", 1563 | "\tTile 10/15\n", 1564 | "\tTile 11/15\n", 1565 | "\tTile 12/15\n", 1566 | "\tTile 13/15\n", 1567 | "\tTile 14/15\n", 1568 | "\tTile 15/15\n", 1569 | "Testing 39 frame44\n", 1570 | "\tTile 1/15\n", 1571 | "\tTile 2/15\n", 1572 | "\tTile 3/15\n", 1573 | "\tTile 4/15\n", 1574 | "\tTile 5/15\n", 1575 | "\tTile 6/15\n", 1576 | "\tTile 7/15\n", 1577 | "\tTile 8/15\n", 1578 | "\tTile 9/15\n", 1579 | "\tTile 10/15\n", 1580 | "\tTile 11/15\n", 1581 | "\tTile 12/15\n", 1582 | "\tTile 13/15\n", 1583 | "\tTile 14/15\n", 1584 | "\tTile 15/15\n", 1585 | "Testing 40 frame45\n", 1586 | "\tTile 1/15\n", 1587 | "\tTile 2/15\n", 1588 | "\tTile 3/15\n", 1589 | "\tTile 4/15\n", 1590 | "\tTile 5/15\n", 1591 | "\tTile 6/15\n", 1592 | "\tTile 7/15\n", 1593 | "\tTile 8/15\n", 1594 | "\tTile 9/15\n", 1595 | "\tTile 10/15\n", 1596 | "\tTile 11/15\n", 1597 | "\tTile 12/15\n", 1598 | "\tTile 13/15\n", 1599 | "\tTile 14/15\n", 1600 | "\tTile 15/15\n", 1601 | "Testing 41 frame46\n", 1602 | "\tTile 1/15\n", 1603 | "\tTile 2/15\n", 1604 | "\tTile 3/15\n", 1605 | "\tTile 4/15\n", 1606 | "\tTile 5/15\n", 1607 | "\tTile 6/15\n", 1608 | "\tTile 7/15\n", 1609 | "\tTile 8/15\n", 1610 | "\tTile 9/15\n", 1611 | "\tTile 10/15\n", 1612 | "\tTile 11/15\n", 1613 | "\tTile 12/15\n", 1614 | "\tTile 13/15\n", 1615 | "\tTile 14/15\n", 1616 | "\tTile 15/15\n", 1617 | "Testing 42 frame47\n", 1618 | "\tTile 1/15\n", 1619 | "\tTile 2/15\n", 1620 | "\tTile 3/15\n", 1621 | "\tTile 4/15\n", 1622 | "\tTile 5/15\n", 1623 | "\tTile 6/15\n", 1624 | "\tTile 7/15\n", 1625 | "\tTile 8/15\n", 1626 | "\tTile 9/15\n", 1627 | "\tTile 10/15\n", 1628 | "\tTile 11/15\n", 1629 | "\tTile 12/15\n", 1630 | "\tTile 13/15\n", 1631 | "\tTile 14/15\n", 1632 | "\tTile 15/15\n", 1633 | "Testing 43 frame48\n", 1634 | "\tTile 1/15\n", 1635 | "\tTile 2/15\n", 1636 | "\tTile 3/15\n", 1637 | "\tTile 4/15\n", 1638 | "\tTile 5/15\n", 1639 | "\tTile 6/15\n", 1640 | "\tTile 7/15\n", 1641 | "\tTile 8/15\n", 1642 | "\tTile 9/15\n", 1643 | "\tTile 10/15\n", 1644 | "\tTile 11/15\n", 1645 | "\tTile 12/15\n", 1646 | "\tTile 13/15\n", 1647 | "\tTile 14/15\n", 1648 | "\tTile 15/15\n", 1649 | "Testing 44 frame49\n", 1650 | "\tTile 1/15\n", 1651 | "\tTile 2/15\n", 1652 | "\tTile 3/15\n", 1653 | "\tTile 4/15\n", 1654 | "\tTile 5/15\n", 1655 | "\tTile 6/15\n", 1656 | "\tTile 7/15\n", 1657 | "\tTile 8/15\n", 1658 | "\tTile 9/15\n", 1659 | "\tTile 10/15\n", 1660 | "\tTile 11/15\n", 1661 | "\tTile 12/15\n", 1662 | "\tTile 13/15\n", 1663 | "\tTile 14/15\n", 1664 | "\tTile 15/15\n", 1665 | "Testing 45 frame5\n", 1666 | "\tTile 1/15\n", 1667 | "\tTile 2/15\n", 1668 | "\tTile 3/15\n", 1669 | "\tTile 4/15\n", 1670 | "\tTile 5/15\n", 1671 | "\tTile 6/15\n", 1672 | "\tTile 7/15\n", 1673 | "\tTile 8/15\n", 1674 | "\tTile 9/15\n", 1675 | "\tTile 10/15\n", 1676 | "\tTile 11/15\n", 1677 | "\tTile 12/15\n", 1678 | "\tTile 13/15\n", 1679 | "\tTile 14/15\n", 1680 | "\tTile 15/15\n", 1681 | "Testing 46 frame50\n", 1682 | "\tTile 1/15\n", 1683 | "\tTile 2/15\n", 1684 | "\tTile 3/15\n", 1685 | "\tTile 4/15\n", 1686 | "\tTile 5/15\n", 1687 | "\tTile 6/15\n", 1688 | "\tTile 7/15\n", 1689 | "\tTile 8/15\n", 1690 | "\tTile 9/15\n", 1691 | "\tTile 10/15\n", 1692 | "\tTile 11/15\n", 1693 | "\tTile 12/15\n", 1694 | "\tTile 13/15\n", 1695 | "\tTile 14/15\n", 1696 | "\tTile 15/15\n", 1697 | "Testing 47 frame51\n", 1698 | "\tTile 1/15\n", 1699 | "\tTile 2/15\n", 1700 | "\tTile 3/15\n", 1701 | "\tTile 4/15\n", 1702 | "\tTile 5/15\n", 1703 | "\tTile 6/15\n", 1704 | "\tTile 7/15\n", 1705 | "\tTile 8/15\n", 1706 | "\tTile 9/15\n", 1707 | "\tTile 10/15\n", 1708 | "\tTile 11/15\n", 1709 | "\tTile 12/15\n", 1710 | "\tTile 13/15\n", 1711 | "\tTile 14/15\n", 1712 | "\tTile 15/15\n", 1713 | "Testing 48 frame52\n", 1714 | "\tTile 1/15\n", 1715 | "\tTile 2/15\n", 1716 | "\tTile 3/15\n", 1717 | "\tTile 4/15\n", 1718 | "\tTile 5/15\n", 1719 | "\tTile 6/15\n", 1720 | "\tTile 7/15\n", 1721 | "\tTile 8/15\n", 1722 | "\tTile 9/15\n", 1723 | "\tTile 10/15\n", 1724 | "\tTile 11/15\n", 1725 | "\tTile 12/15\n", 1726 | "\tTile 13/15\n", 1727 | "\tTile 14/15\n", 1728 | "\tTile 15/15\n", 1729 | "Testing 49 frame53\n", 1730 | "\tTile 1/15\n", 1731 | "\tTile 2/15\n", 1732 | "\tTile 3/15\n", 1733 | "\tTile 4/15\n", 1734 | "\tTile 5/15\n", 1735 | "\tTile 6/15\n", 1736 | "\tTile 7/15\n", 1737 | "\tTile 8/15\n", 1738 | "\tTile 9/15\n", 1739 | "\tTile 10/15\n", 1740 | "\tTile 11/15\n", 1741 | "\tTile 12/15\n", 1742 | "\tTile 13/15\n", 1743 | "\tTile 14/15\n", 1744 | "\tTile 15/15\n", 1745 | "Testing 50 frame54\n", 1746 | "\tTile 1/15\n", 1747 | "\tTile 2/15\n", 1748 | "\tTile 3/15\n", 1749 | "\tTile 4/15\n", 1750 | "\tTile 5/15\n", 1751 | "\tTile 6/15\n", 1752 | "\tTile 7/15\n", 1753 | "\tTile 8/15\n", 1754 | "\tTile 9/15\n", 1755 | "\tTile 10/15\n", 1756 | "\tTile 11/15\n", 1757 | "\tTile 12/15\n", 1758 | "\tTile 13/15\n", 1759 | "\tTile 14/15\n", 1760 | "\tTile 15/15\n", 1761 | "Testing 51 frame55\n", 1762 | "\tTile 1/15\n", 1763 | "\tTile 2/15\n", 1764 | "\tTile 3/15\n", 1765 | "\tTile 4/15\n", 1766 | "\tTile 5/15\n", 1767 | "\tTile 6/15\n", 1768 | "\tTile 7/15\n", 1769 | "\tTile 8/15\n", 1770 | "\tTile 9/15\n", 1771 | "\tTile 10/15\n", 1772 | "\tTile 11/15\n", 1773 | "\tTile 12/15\n", 1774 | "\tTile 13/15\n", 1775 | "\tTile 14/15\n", 1776 | "\tTile 15/15\n", 1777 | "Testing 52 frame56\n", 1778 | "\tTile 1/15\n", 1779 | "\tTile 2/15\n", 1780 | "\tTile 3/15\n", 1781 | "\tTile 4/15\n", 1782 | "\tTile 5/15\n", 1783 | "\tTile 6/15\n", 1784 | "\tTile 7/15\n", 1785 | "\tTile 8/15\n", 1786 | "\tTile 9/15\n", 1787 | "\tTile 10/15\n", 1788 | "\tTile 11/15\n", 1789 | "\tTile 12/15\n", 1790 | "\tTile 13/15\n", 1791 | "\tTile 14/15\n", 1792 | "\tTile 15/15\n", 1793 | "Testing 53 frame57\n", 1794 | "\tTile 1/15\n", 1795 | "\tTile 2/15\n", 1796 | "\tTile 3/15\n", 1797 | "\tTile 4/15\n", 1798 | "\tTile 5/15\n", 1799 | "\tTile 6/15\n", 1800 | "\tTile 7/15\n", 1801 | "\tTile 8/15\n", 1802 | "\tTile 9/15\n", 1803 | "\tTile 10/15\n", 1804 | "\tTile 11/15\n", 1805 | "\tTile 12/15\n", 1806 | "\tTile 13/15\n", 1807 | "\tTile 14/15\n", 1808 | "\tTile 15/15\n", 1809 | "Testing 54 frame58\n", 1810 | "\tTile 1/15\n", 1811 | "\tTile 2/15\n", 1812 | "\tTile 3/15\n", 1813 | "\tTile 4/15\n", 1814 | "\tTile 5/15\n", 1815 | "\tTile 6/15\n", 1816 | "\tTile 7/15\n", 1817 | "\tTile 8/15\n", 1818 | "\tTile 9/15\n", 1819 | "\tTile 10/15\n", 1820 | "\tTile 11/15\n", 1821 | "\tTile 12/15\n", 1822 | "\tTile 13/15\n", 1823 | "\tTile 14/15\n", 1824 | "\tTile 15/15\n", 1825 | "Testing 55 frame59\n", 1826 | "\tTile 1/15\n", 1827 | "\tTile 2/15\n", 1828 | "\tTile 3/15\n", 1829 | "\tTile 4/15\n", 1830 | "\tTile 5/15\n", 1831 | "\tTile 6/15\n", 1832 | "\tTile 7/15\n", 1833 | "\tTile 8/15\n", 1834 | "\tTile 9/15\n", 1835 | "\tTile 10/15\n", 1836 | "\tTile 11/15\n", 1837 | "\tTile 12/15\n", 1838 | "\tTile 13/15\n", 1839 | "\tTile 14/15\n", 1840 | "\tTile 15/15\n", 1841 | "Testing 56 frame6\n", 1842 | "\tTile 1/15\n", 1843 | "\tTile 2/15\n", 1844 | "\tTile 3/15\n", 1845 | "\tTile 4/15\n", 1846 | "\tTile 5/15\n", 1847 | "\tTile 6/15\n", 1848 | "\tTile 7/15\n", 1849 | "\tTile 8/15\n", 1850 | "\tTile 9/15\n", 1851 | "\tTile 10/15\n", 1852 | "\tTile 11/15\n", 1853 | "\tTile 12/15\n", 1854 | "\tTile 13/15\n", 1855 | "\tTile 14/15\n", 1856 | "\tTile 15/15\n", 1857 | "Testing 57 frame60\n", 1858 | "\tTile 1/15\n", 1859 | "\tTile 2/15\n", 1860 | "\tTile 3/15\n", 1861 | "\tTile 4/15\n", 1862 | "\tTile 5/15\n", 1863 | "\tTile 6/15\n", 1864 | "\tTile 7/15\n", 1865 | "\tTile 8/15\n", 1866 | "\tTile 9/15\n", 1867 | "\tTile 10/15\n", 1868 | "\tTile 11/15\n", 1869 | "\tTile 12/15\n", 1870 | "\tTile 13/15\n", 1871 | "\tTile 14/15\n", 1872 | "\tTile 15/15\n", 1873 | "Testing 58 frame61\n", 1874 | "\tTile 1/15\n", 1875 | "\tTile 2/15\n", 1876 | "\tTile 3/15\n", 1877 | "\tTile 4/15\n", 1878 | "\tTile 5/15\n", 1879 | "\tTile 6/15\n", 1880 | "\tTile 7/15\n", 1881 | "\tTile 8/15\n", 1882 | "\tTile 9/15\n", 1883 | "\tTile 10/15\n", 1884 | "\tTile 11/15\n", 1885 | "\tTile 12/15\n", 1886 | "\tTile 13/15\n", 1887 | "\tTile 14/15\n", 1888 | "\tTile 15/15\n", 1889 | "Testing 59 frame62\n", 1890 | "\tTile 1/15\n", 1891 | "\tTile 2/15\n", 1892 | "\tTile 3/15\n", 1893 | "\tTile 4/15\n", 1894 | "\tTile 5/15\n", 1895 | "\tTile 6/15\n", 1896 | "\tTile 7/15\n", 1897 | "\tTile 8/15\n", 1898 | "\tTile 9/15\n", 1899 | "\tTile 10/15\n", 1900 | "\tTile 11/15\n", 1901 | "\tTile 12/15\n", 1902 | "\tTile 13/15\n", 1903 | "\tTile 14/15\n", 1904 | "\tTile 15/15\n", 1905 | "Testing 60 frame63\n", 1906 | "\tTile 1/15\n", 1907 | "\tTile 2/15\n", 1908 | "\tTile 3/15\n", 1909 | "\tTile 4/15\n", 1910 | "\tTile 5/15\n", 1911 | "\tTile 6/15\n", 1912 | "\tTile 7/15\n", 1913 | "\tTile 8/15\n", 1914 | "\tTile 9/15\n", 1915 | "\tTile 10/15\n", 1916 | "\tTile 11/15\n", 1917 | "\tTile 12/15\n", 1918 | "\tTile 13/15\n", 1919 | "\tTile 14/15\n", 1920 | "\tTile 15/15\n", 1921 | "Testing 61 frame64\n", 1922 | "\tTile 1/15\n", 1923 | "\tTile 2/15\n", 1924 | "\tTile 3/15\n", 1925 | "\tTile 4/15\n", 1926 | "\tTile 5/15\n", 1927 | "\tTile 6/15\n", 1928 | "\tTile 7/15\n", 1929 | "\tTile 8/15\n", 1930 | "\tTile 9/15\n", 1931 | "\tTile 10/15\n", 1932 | "\tTile 11/15\n", 1933 | "\tTile 12/15\n", 1934 | "\tTile 13/15\n", 1935 | "\tTile 14/15\n", 1936 | "\tTile 15/15\n", 1937 | "Testing 62 frame65\n", 1938 | "\tTile 1/15\n", 1939 | "\tTile 2/15\n", 1940 | "\tTile 3/15\n", 1941 | "\tTile 4/15\n", 1942 | "\tTile 5/15\n", 1943 | "\tTile 6/15\n", 1944 | "\tTile 7/15\n", 1945 | "\tTile 8/15\n", 1946 | "\tTile 9/15\n", 1947 | "\tTile 10/15\n", 1948 | "\tTile 11/15\n", 1949 | "\tTile 12/15\n", 1950 | "\tTile 13/15\n", 1951 | "\tTile 14/15\n", 1952 | "\tTile 15/15\n", 1953 | "Testing 63 frame66\n", 1954 | "\tTile 1/15\n", 1955 | "\tTile 2/15\n", 1956 | "\tTile 3/15\n", 1957 | "\tTile 4/15\n", 1958 | "\tTile 5/15\n", 1959 | "\tTile 6/15\n", 1960 | "\tTile 7/15\n", 1961 | "\tTile 8/15\n", 1962 | "\tTile 9/15\n", 1963 | "\tTile 10/15\n", 1964 | "\tTile 11/15\n", 1965 | "\tTile 12/15\n", 1966 | "\tTile 13/15\n", 1967 | "\tTile 14/15\n", 1968 | "\tTile 15/15\n", 1969 | "Testing 64 frame67\n", 1970 | "\tTile 1/15\n", 1971 | "\tTile 2/15\n", 1972 | "\tTile 3/15\n", 1973 | "\tTile 4/15\n", 1974 | "\tTile 5/15\n", 1975 | "\tTile 6/15\n", 1976 | "\tTile 7/15\n", 1977 | "\tTile 8/15\n", 1978 | "\tTile 9/15\n", 1979 | "\tTile 10/15\n", 1980 | "\tTile 11/15\n", 1981 | "\tTile 12/15\n", 1982 | "\tTile 13/15\n", 1983 | "\tTile 14/15\n", 1984 | "\tTile 15/15\n", 1985 | "Testing 65 frame68\n", 1986 | "\tTile 1/15\n", 1987 | "\tTile 2/15\n", 1988 | "\tTile 3/15\n", 1989 | "\tTile 4/15\n", 1990 | "\tTile 5/15\n", 1991 | "\tTile 6/15\n", 1992 | "\tTile 7/15\n", 1993 | "\tTile 8/15\n", 1994 | "\tTile 9/15\n", 1995 | "\tTile 10/15\n", 1996 | "\tTile 11/15\n", 1997 | "\tTile 12/15\n", 1998 | "\tTile 13/15\n", 1999 | "\tTile 14/15\n", 2000 | "\tTile 15/15\n", 2001 | "Testing 66 frame69\n", 2002 | "\tTile 1/15\n", 2003 | "\tTile 2/15\n", 2004 | "\tTile 3/15\n", 2005 | "\tTile 4/15\n", 2006 | "\tTile 5/15\n", 2007 | "\tTile 6/15\n", 2008 | "\tTile 7/15\n", 2009 | "\tTile 8/15\n", 2010 | "\tTile 9/15\n", 2011 | "\tTile 10/15\n", 2012 | "\tTile 11/15\n", 2013 | "\tTile 12/15\n", 2014 | "\tTile 13/15\n", 2015 | "\tTile 14/15\n", 2016 | "\tTile 15/15\n", 2017 | "Testing 67 frame7\n", 2018 | "\tTile 1/15\n", 2019 | "\tTile 2/15\n", 2020 | "\tTile 3/15\n", 2021 | "\tTile 4/15\n", 2022 | "\tTile 5/15\n", 2023 | "\tTile 6/15\n", 2024 | "\tTile 7/15\n", 2025 | "\tTile 8/15\n", 2026 | "\tTile 9/15\n", 2027 | "\tTile 10/15\n", 2028 | "\tTile 11/15\n", 2029 | "\tTile 12/15\n", 2030 | "\tTile 13/15\n", 2031 | "\tTile 14/15\n", 2032 | "\tTile 15/15\n", 2033 | "Testing 68 frame70\n", 2034 | "\tTile 1/15\n", 2035 | "\tTile 2/15\n", 2036 | "\tTile 3/15\n", 2037 | "\tTile 4/15\n", 2038 | "\tTile 5/15\n", 2039 | "\tTile 6/15\n", 2040 | "\tTile 7/15\n", 2041 | "\tTile 8/15\n", 2042 | "\tTile 9/15\n", 2043 | "\tTile 10/15\n", 2044 | "\tTile 11/15\n", 2045 | "\tTile 12/15\n", 2046 | "\tTile 13/15\n", 2047 | "\tTile 14/15\n", 2048 | "\tTile 15/15\n", 2049 | "Testing 69 frame71\n", 2050 | "\tTile 1/15\n", 2051 | "\tTile 2/15\n", 2052 | "\tTile 3/15\n", 2053 | "\tTile 4/15\n", 2054 | "\tTile 5/15\n", 2055 | "\tTile 6/15\n", 2056 | "\tTile 7/15\n", 2057 | "\tTile 8/15\n", 2058 | "\tTile 9/15\n", 2059 | "\tTile 10/15\n", 2060 | "\tTile 11/15\n", 2061 | "\tTile 12/15\n", 2062 | "\tTile 13/15\n", 2063 | "\tTile 14/15\n", 2064 | "\tTile 15/15\n", 2065 | "Testing 70 frame72\n", 2066 | "\tTile 1/15\n", 2067 | "\tTile 2/15\n", 2068 | "\tTile 3/15\n", 2069 | "\tTile 4/15\n", 2070 | "\tTile 5/15\n", 2071 | "\tTile 6/15\n", 2072 | "\tTile 7/15\n", 2073 | "\tTile 8/15\n", 2074 | "\tTile 9/15\n", 2075 | "\tTile 10/15\n", 2076 | "\tTile 11/15\n", 2077 | "\tTile 12/15\n", 2078 | "\tTile 13/15\n", 2079 | "\tTile 14/15\n", 2080 | "\tTile 15/15\n", 2081 | "Testing 71 frame73\n", 2082 | "\tTile 1/15\n", 2083 | "\tTile 2/15\n", 2084 | "\tTile 3/15\n", 2085 | "\tTile 4/15\n", 2086 | "\tTile 5/15\n", 2087 | "\tTile 6/15\n", 2088 | "\tTile 7/15\n", 2089 | "\tTile 8/15\n", 2090 | "\tTile 9/15\n", 2091 | "\tTile 10/15\n", 2092 | "\tTile 11/15\n", 2093 | "\tTile 12/15\n", 2094 | "\tTile 13/15\n", 2095 | "\tTile 14/15\n", 2096 | "\tTile 15/15\n", 2097 | "Testing 72 frame74\n", 2098 | "\tTile 1/15\n", 2099 | "\tTile 2/15\n", 2100 | "\tTile 3/15\n", 2101 | "\tTile 4/15\n", 2102 | "\tTile 5/15\n", 2103 | "\tTile 6/15\n", 2104 | "\tTile 7/15\n", 2105 | "\tTile 8/15\n", 2106 | "\tTile 9/15\n", 2107 | "\tTile 10/15\n", 2108 | "\tTile 11/15\n", 2109 | "\tTile 12/15\n", 2110 | "\tTile 13/15\n", 2111 | "\tTile 14/15\n", 2112 | "\tTile 15/15\n", 2113 | "Testing 73 frame75\n", 2114 | "\tTile 1/15\n", 2115 | "\tTile 2/15\n", 2116 | "\tTile 3/15\n", 2117 | "\tTile 4/15\n", 2118 | "\tTile 5/15\n", 2119 | "\tTile 6/15\n", 2120 | "\tTile 7/15\n", 2121 | "\tTile 8/15\n", 2122 | "\tTile 9/15\n", 2123 | "\tTile 10/15\n", 2124 | "\tTile 11/15\n", 2125 | "\tTile 12/15\n", 2126 | "\tTile 13/15\n", 2127 | "\tTile 14/15\n", 2128 | "\tTile 15/15\n", 2129 | "Testing 74 frame76\n", 2130 | "\tTile 1/15\n", 2131 | "\tTile 2/15\n", 2132 | "\tTile 3/15\n", 2133 | "\tTile 4/15\n", 2134 | "\tTile 5/15\n", 2135 | "\tTile 6/15\n", 2136 | "\tTile 7/15\n", 2137 | "\tTile 8/15\n", 2138 | "\tTile 9/15\n", 2139 | "\tTile 10/15\n", 2140 | "\tTile 11/15\n", 2141 | "\tTile 12/15\n", 2142 | "\tTile 13/15\n", 2143 | "\tTile 14/15\n", 2144 | "\tTile 15/15\n", 2145 | "Testing 75 frame77\n", 2146 | "\tTile 1/15\n", 2147 | "\tTile 2/15\n", 2148 | "\tTile 3/15\n", 2149 | "\tTile 4/15\n", 2150 | "\tTile 5/15\n", 2151 | "\tTile 6/15\n", 2152 | "\tTile 7/15\n", 2153 | "\tTile 8/15\n", 2154 | "\tTile 9/15\n", 2155 | "\tTile 10/15\n", 2156 | "\tTile 11/15\n", 2157 | "\tTile 12/15\n", 2158 | "\tTile 13/15\n", 2159 | "\tTile 14/15\n", 2160 | "\tTile 15/15\n", 2161 | "Testing 76 frame78\n", 2162 | "\tTile 1/15\n", 2163 | "\tTile 2/15\n", 2164 | "\tTile 3/15\n", 2165 | "\tTile 4/15\n", 2166 | "\tTile 5/15\n", 2167 | "\tTile 6/15\n", 2168 | "\tTile 7/15\n", 2169 | "\tTile 8/15\n", 2170 | "\tTile 9/15\n", 2171 | "\tTile 10/15\n", 2172 | "\tTile 11/15\n", 2173 | "\tTile 12/15\n", 2174 | "\tTile 13/15\n", 2175 | "\tTile 14/15\n", 2176 | "\tTile 15/15\n", 2177 | "Testing 77 frame79\n", 2178 | "\tTile 1/15\n", 2179 | "\tTile 2/15\n", 2180 | "\tTile 3/15\n", 2181 | "\tTile 4/15\n", 2182 | "\tTile 5/15\n", 2183 | "\tTile 6/15\n", 2184 | "\tTile 7/15\n", 2185 | "\tTile 8/15\n", 2186 | "\tTile 9/15\n", 2187 | "\tTile 10/15\n", 2188 | "\tTile 11/15\n", 2189 | "\tTile 12/15\n", 2190 | "\tTile 13/15\n", 2191 | "\tTile 14/15\n", 2192 | "\tTile 15/15\n", 2193 | "Testing 78 frame8\n", 2194 | "\tTile 1/15\n", 2195 | "\tTile 2/15\n", 2196 | "\tTile 3/15\n", 2197 | "\tTile 4/15\n", 2198 | "\tTile 5/15\n", 2199 | "\tTile 6/15\n", 2200 | "\tTile 7/15\n", 2201 | "\tTile 8/15\n", 2202 | "\tTile 9/15\n", 2203 | "\tTile 10/15\n", 2204 | "\tTile 11/15\n", 2205 | "\tTile 12/15\n", 2206 | "\tTile 13/15\n", 2207 | "\tTile 14/15\n", 2208 | "\tTile 15/15\n", 2209 | "Testing 79 frame80\n", 2210 | "\tTile 1/15\n", 2211 | "\tTile 2/15\n", 2212 | "\tTile 3/15\n", 2213 | "\tTile 4/15\n", 2214 | "\tTile 5/15\n", 2215 | "\tTile 6/15\n", 2216 | "\tTile 7/15\n", 2217 | "\tTile 8/15\n", 2218 | "\tTile 9/15\n", 2219 | "\tTile 10/15\n", 2220 | "\tTile 11/15\n", 2221 | "\tTile 12/15\n", 2222 | "\tTile 13/15\n", 2223 | "\tTile 14/15\n", 2224 | "\tTile 15/15\n", 2225 | "Testing 80 frame81\n", 2226 | "\tTile 1/15\n", 2227 | "\tTile 2/15\n", 2228 | "\tTile 3/15\n", 2229 | "\tTile 4/15\n", 2230 | "\tTile 5/15\n", 2231 | "\tTile 6/15\n", 2232 | "\tTile 7/15\n", 2233 | "\tTile 8/15\n", 2234 | "\tTile 9/15\n", 2235 | "\tTile 10/15\n", 2236 | "\tTile 11/15\n", 2237 | "\tTile 12/15\n", 2238 | "\tTile 13/15\n", 2239 | "\tTile 14/15\n", 2240 | "\tTile 15/15\n", 2241 | "Testing 81 frame82\n", 2242 | "\tTile 1/15\n", 2243 | "\tTile 2/15\n", 2244 | "\tTile 3/15\n", 2245 | "\tTile 4/15\n", 2246 | "\tTile 5/15\n", 2247 | "\tTile 6/15\n", 2248 | "\tTile 7/15\n", 2249 | "\tTile 8/15\n", 2250 | "\tTile 9/15\n", 2251 | "\tTile 10/15\n", 2252 | "\tTile 11/15\n", 2253 | "\tTile 12/15\n", 2254 | "\tTile 13/15\n", 2255 | "\tTile 14/15\n", 2256 | "\tTile 15/15\n", 2257 | "Testing 82 frame83\n", 2258 | "\tTile 1/15\n", 2259 | "\tTile 2/15\n", 2260 | "\tTile 3/15\n", 2261 | "\tTile 4/15\n", 2262 | "\tTile 5/15\n", 2263 | "\tTile 6/15\n", 2264 | "\tTile 7/15\n", 2265 | "\tTile 8/15\n", 2266 | "\tTile 9/15\n", 2267 | "\tTile 10/15\n", 2268 | "\tTile 11/15\n", 2269 | "\tTile 12/15\n", 2270 | "\tTile 13/15\n", 2271 | "\tTile 14/15\n", 2272 | "\tTile 15/15\n", 2273 | "Testing 83 frame84\n", 2274 | "\tTile 1/15\n", 2275 | "\tTile 2/15\n", 2276 | "\tTile 3/15\n", 2277 | "\tTile 4/15\n", 2278 | "\tTile 5/15\n", 2279 | "\tTile 6/15\n", 2280 | "\tTile 7/15\n", 2281 | "\tTile 8/15\n", 2282 | "\tTile 9/15\n", 2283 | "\tTile 10/15\n", 2284 | "\tTile 11/15\n", 2285 | "\tTile 12/15\n", 2286 | "\tTile 13/15\n", 2287 | "\tTile 14/15\n", 2288 | "\tTile 15/15\n", 2289 | "Testing 84 frame85\n", 2290 | "\tTile 1/15\n", 2291 | "\tTile 2/15\n", 2292 | "\tTile 3/15\n", 2293 | "\tTile 4/15\n", 2294 | "\tTile 5/15\n", 2295 | "\tTile 6/15\n", 2296 | "\tTile 7/15\n", 2297 | "\tTile 8/15\n", 2298 | "\tTile 9/15\n", 2299 | "\tTile 10/15\n", 2300 | "\tTile 11/15\n", 2301 | "\tTile 12/15\n", 2302 | "\tTile 13/15\n", 2303 | "\tTile 14/15\n", 2304 | "\tTile 15/15\n", 2305 | "Testing 85 frame86\n", 2306 | "\tTile 1/15\n", 2307 | "\tTile 2/15\n", 2308 | "\tTile 3/15\n", 2309 | "\tTile 4/15\n", 2310 | "\tTile 5/15\n", 2311 | "\tTile 6/15\n", 2312 | "\tTile 7/15\n", 2313 | "\tTile 8/15\n", 2314 | "\tTile 9/15\n", 2315 | "\tTile 10/15\n", 2316 | "\tTile 11/15\n", 2317 | "\tTile 12/15\n", 2318 | "\tTile 13/15\n", 2319 | "\tTile 14/15\n", 2320 | "\tTile 15/15\n", 2321 | "Testing 86 frame87\n", 2322 | "\tTile 1/15\n", 2323 | "\tTile 2/15\n", 2324 | "\tTile 3/15\n", 2325 | "\tTile 4/15\n", 2326 | "\tTile 5/15\n", 2327 | "\tTile 6/15\n", 2328 | "\tTile 7/15\n", 2329 | "\tTile 8/15\n", 2330 | "\tTile 9/15\n", 2331 | "\tTile 10/15\n", 2332 | "\tTile 11/15\n", 2333 | "\tTile 12/15\n", 2334 | "\tTile 13/15\n", 2335 | "\tTile 14/15\n", 2336 | "\tTile 15/15\n", 2337 | "Testing 87 frame88\n", 2338 | "\tTile 1/15\n", 2339 | "\tTile 2/15\n", 2340 | "\tTile 3/15\n", 2341 | "\tTile 4/15\n", 2342 | "\tTile 5/15\n", 2343 | "\tTile 6/15\n", 2344 | "\tTile 7/15\n", 2345 | "\tTile 8/15\n", 2346 | "\tTile 9/15\n", 2347 | "\tTile 10/15\n", 2348 | "\tTile 11/15\n", 2349 | "\tTile 12/15\n", 2350 | "\tTile 13/15\n", 2351 | "\tTile 14/15\n", 2352 | "\tTile 15/15\n", 2353 | "Testing 88 frame89\n", 2354 | "\tTile 1/15\n", 2355 | "\tTile 2/15\n", 2356 | "\tTile 3/15\n", 2357 | "\tTile 4/15\n", 2358 | "\tTile 5/15\n", 2359 | "\tTile 6/15\n", 2360 | "\tTile 7/15\n", 2361 | "\tTile 8/15\n", 2362 | "\tTile 9/15\n", 2363 | "\tTile 10/15\n", 2364 | "\tTile 11/15\n", 2365 | "\tTile 12/15\n", 2366 | "\tTile 13/15\n", 2367 | "\tTile 14/15\n", 2368 | "\tTile 15/15\n", 2369 | "Testing 89 frame9\n", 2370 | "\tTile 1/15\n", 2371 | "\tTile 2/15\n", 2372 | "\tTile 3/15\n", 2373 | "\tTile 4/15\n", 2374 | "\tTile 5/15\n", 2375 | "\tTile 6/15\n", 2376 | "\tTile 7/15\n", 2377 | "\tTile 8/15\n", 2378 | "\tTile 9/15\n", 2379 | "\tTile 10/15\n", 2380 | "\tTile 11/15\n", 2381 | "\tTile 12/15\n", 2382 | "\tTile 13/15\n", 2383 | "\tTile 14/15\n", 2384 | "\tTile 15/15\n", 2385 | "Testing 90 frame90\n", 2386 | "\tTile 1/15\n", 2387 | "\tTile 2/15\n", 2388 | "\tTile 3/15\n", 2389 | "\tTile 4/15\n", 2390 | "\tTile 5/15\n", 2391 | "\tTile 6/15\n", 2392 | "\tTile 7/15\n", 2393 | "\tTile 8/15\n", 2394 | "\tTile 9/15\n", 2395 | "\tTile 10/15\n", 2396 | "\tTile 11/15\n", 2397 | "\tTile 12/15\n", 2398 | "\tTile 13/15\n", 2399 | "\tTile 14/15\n", 2400 | "\tTile 15/15\n", 2401 | "Testing 91 frame91\n", 2402 | "\tTile 1/15\n", 2403 | "\tTile 2/15\n", 2404 | "\tTile 3/15\n", 2405 | "\tTile 4/15\n", 2406 | "\tTile 5/15\n", 2407 | "\tTile 6/15\n", 2408 | "\tTile 7/15\n", 2409 | "\tTile 8/15\n", 2410 | "\tTile 9/15\n", 2411 | "\tTile 10/15\n", 2412 | "\tTile 11/15\n", 2413 | "\tTile 12/15\n", 2414 | "\tTile 13/15\n", 2415 | "\tTile 14/15\n", 2416 | "\tTile 15/15\n", 2417 | "Testing 92 frame92\n", 2418 | "\tTile 1/15\n", 2419 | "\tTile 2/15\n", 2420 | "\tTile 3/15\n", 2421 | "\tTile 4/15\n", 2422 | "\tTile 5/15\n", 2423 | "\tTile 6/15\n", 2424 | "\tTile 7/15\n", 2425 | "\tTile 8/15\n", 2426 | "\tTile 9/15\n", 2427 | "\tTile 10/15\n", 2428 | "\tTile 11/15\n", 2429 | "\tTile 12/15\n", 2430 | "\tTile 13/15\n", 2431 | "\tTile 14/15\n", 2432 | "\tTile 15/15\n", 2433 | "Testing 93 frame93\n", 2434 | "\tTile 1/15\n", 2435 | "\tTile 2/15\n", 2436 | "\tTile 3/15\n", 2437 | "\tTile 4/15\n", 2438 | "\tTile 5/15\n", 2439 | "\tTile 6/15\n", 2440 | "\tTile 7/15\n", 2441 | "\tTile 8/15\n", 2442 | "\tTile 9/15\n", 2443 | "\tTile 10/15\n", 2444 | "\tTile 11/15\n", 2445 | "\tTile 12/15\n", 2446 | "\tTile 13/15\n", 2447 | "\tTile 14/15\n", 2448 | "\tTile 15/15\n", 2449 | "Testing 94 frame94\n", 2450 | "\tTile 1/15\n", 2451 | "\tTile 2/15\n", 2452 | "\tTile 3/15\n", 2453 | "\tTile 4/15\n", 2454 | "\tTile 5/15\n", 2455 | "\tTile 6/15\n", 2456 | "\tTile 7/15\n", 2457 | "\tTile 8/15\n", 2458 | "\tTile 9/15\n", 2459 | "\tTile 10/15\n", 2460 | "\tTile 11/15\n", 2461 | "\tTile 12/15\n", 2462 | "\tTile 13/15\n", 2463 | "\tTile 14/15\n", 2464 | "\tTile 15/15\n", 2465 | "Testing 95 frame95\n", 2466 | "\tTile 1/15\n", 2467 | "\tTile 2/15\n", 2468 | "\tTile 3/15\n", 2469 | "\tTile 4/15\n", 2470 | "\tTile 5/15\n", 2471 | "\tTile 6/15\n", 2472 | "\tTile 7/15\n", 2473 | "\tTile 8/15\n", 2474 | "\tTile 9/15\n", 2475 | "\tTile 10/15\n", 2476 | "\tTile 11/15\n", 2477 | "\tTile 12/15\n", 2478 | "\tTile 13/15\n", 2479 | "\tTile 14/15\n", 2480 | "\tTile 15/15\n", 2481 | "Testing 96 frame96\n", 2482 | "\tTile 1/15\n", 2483 | "\tTile 2/15\n", 2484 | "\tTile 3/15\n", 2485 | "\tTile 4/15\n", 2486 | "\tTile 5/15\n", 2487 | "\tTile 6/15\n", 2488 | "\tTile 7/15\n", 2489 | "\tTile 8/15\n", 2490 | "\tTile 9/15\n", 2491 | "\tTile 10/15\n", 2492 | "\tTile 11/15\n", 2493 | "\tTile 12/15\n", 2494 | "\tTile 13/15\n", 2495 | "\tTile 14/15\n", 2496 | "\tTile 15/15\n", 2497 | "/content/Real-ESRGAN/results/frame0.jpg\n", 2498 | "/content/Real-ESRGAN/results/frame1.jpg\n", 2499 | "/content/Real-ESRGAN/results/frame2.jpg\n", 2500 | "/content/Real-ESRGAN/results/frame3.jpg\n", 2501 | "/content/Real-ESRGAN/results/frame4.jpg\n", 2502 | "/content/Real-ESRGAN/results/frame5.jpg\n", 2503 | "/content/Real-ESRGAN/results/frame6.jpg\n", 2504 | "/content/Real-ESRGAN/results/frame7.jpg\n", 2505 | "/content/Real-ESRGAN/results/frame8.jpg\n", 2506 | "/content/Real-ESRGAN/results/frame9.jpg\n", 2507 | "/content/Real-ESRGAN/results/frame10.jpg\n", 2508 | "/content/Real-ESRGAN/results/frame11.jpg\n", 2509 | "/content/Real-ESRGAN/results/frame12.jpg\n", 2510 | "/content/Real-ESRGAN/results/frame13.jpg\n", 2511 | "/content/Real-ESRGAN/results/frame14.jpg\n", 2512 | "/content/Real-ESRGAN/results/frame15.jpg\n", 2513 | "/content/Real-ESRGAN/results/frame16.jpg\n", 2514 | "/content/Real-ESRGAN/results/frame17.jpg\n", 2515 | "/content/Real-ESRGAN/results/frame18.jpg\n", 2516 | "/content/Real-ESRGAN/results/frame19.jpg\n", 2517 | "/content/Real-ESRGAN/results/frame20.jpg\n", 2518 | "/content/Real-ESRGAN/results/frame21.jpg\n", 2519 | "/content/Real-ESRGAN/results/frame22.jpg\n", 2520 | "/content/Real-ESRGAN/results/frame23.jpg\n", 2521 | "/content/Real-ESRGAN/results/frame24.jpg\n", 2522 | "/content/Real-ESRGAN/results/frame25.jpg\n", 2523 | "/content/Real-ESRGAN/results/frame26.jpg\n", 2524 | "/content/Real-ESRGAN/results/frame27.jpg\n", 2525 | "/content/Real-ESRGAN/results/frame28.jpg\n", 2526 | "/content/Real-ESRGAN/results/frame29.jpg\n", 2527 | "/content/Real-ESRGAN/results/frame30.jpg\n", 2528 | "/content/Real-ESRGAN/results/frame31.jpg\n", 2529 | "/content/Real-ESRGAN/results/frame32.jpg\n", 2530 | "/content/Real-ESRGAN/results/frame33.jpg\n", 2531 | "/content/Real-ESRGAN/results/frame34.jpg\n", 2532 | "/content/Real-ESRGAN/results/frame35.jpg\n", 2533 | "/content/Real-ESRGAN/results/frame36.jpg\n", 2534 | "/content/Real-ESRGAN/results/frame37.jpg\n", 2535 | "/content/Real-ESRGAN/results/frame38.jpg\n", 2536 | "/content/Real-ESRGAN/results/frame39.jpg\n", 2537 | "/content/Real-ESRGAN/results/frame40.jpg\n", 2538 | "/content/Real-ESRGAN/results/frame41.jpg\n", 2539 | "/content/Real-ESRGAN/results/frame42.jpg\n", 2540 | "/content/Real-ESRGAN/results/frame43.jpg\n", 2541 | "/content/Real-ESRGAN/results/frame44.jpg\n", 2542 | "/content/Real-ESRGAN/results/frame45.jpg\n", 2543 | "/content/Real-ESRGAN/results/frame46.jpg\n", 2544 | "/content/Real-ESRGAN/results/frame47.jpg\n", 2545 | "/content/Real-ESRGAN/results/frame48.jpg\n", 2546 | "/content/Real-ESRGAN/results/frame49.jpg\n", 2547 | "/content/Real-ESRGAN/results/frame50.jpg\n", 2548 | "/content/Real-ESRGAN/results/frame51.jpg\n", 2549 | "/content/Real-ESRGAN/results/frame52.jpg\n", 2550 | "/content/Real-ESRGAN/results/frame53.jpg\n", 2551 | "/content/Real-ESRGAN/results/frame54.jpg\n", 2552 | "/content/Real-ESRGAN/results/frame55.jpg\n", 2553 | "/content/Real-ESRGAN/results/frame56.jpg\n", 2554 | "/content/Real-ESRGAN/results/frame57.jpg\n", 2555 | "/content/Real-ESRGAN/results/frame58.jpg\n", 2556 | "/content/Real-ESRGAN/results/frame59.jpg\n", 2557 | "/content/Real-ESRGAN/results/frame60.jpg\n", 2558 | "/content/Real-ESRGAN/results/frame61.jpg\n", 2559 | "/content/Real-ESRGAN/results/frame62.jpg\n", 2560 | "/content/Real-ESRGAN/results/frame63.jpg\n", 2561 | "/content/Real-ESRGAN/results/frame64.jpg\n", 2562 | "/content/Real-ESRGAN/results/frame65.jpg\n", 2563 | "/content/Real-ESRGAN/results/frame66.jpg\n", 2564 | "/content/Real-ESRGAN/results/frame67.jpg\n", 2565 | "/content/Real-ESRGAN/results/frame68.jpg\n", 2566 | "/content/Real-ESRGAN/results/frame69.jpg\n", 2567 | "/content/Real-ESRGAN/results/frame70.jpg\n", 2568 | "/content/Real-ESRGAN/results/frame71.jpg\n", 2569 | "/content/Real-ESRGAN/results/frame72.jpg\n", 2570 | "/content/Real-ESRGAN/results/frame73.jpg\n", 2571 | "/content/Real-ESRGAN/results/frame74.jpg\n", 2572 | "/content/Real-ESRGAN/results/frame75.jpg\n", 2573 | "/content/Real-ESRGAN/results/frame76.jpg\n", 2574 | "/content/Real-ESRGAN/results/frame77.jpg\n", 2575 | "/content/Real-ESRGAN/results/frame78.jpg\n", 2576 | "/content/Real-ESRGAN/results/frame79.jpg\n", 2577 | "/content/Real-ESRGAN/results/frame80.jpg\n", 2578 | "/content/Real-ESRGAN/results/frame81.jpg\n", 2579 | "/content/Real-ESRGAN/results/frame82.jpg\n", 2580 | "/content/Real-ESRGAN/results/frame83.jpg\n", 2581 | "/content/Real-ESRGAN/results/frame84.jpg\n", 2582 | "/content/Real-ESRGAN/results/frame85.jpg\n", 2583 | "/content/Real-ESRGAN/results/frame86.jpg\n", 2584 | "/content/Real-ESRGAN/results/frame87.jpg\n", 2585 | "/content/Real-ESRGAN/results/frame88.jpg\n", 2586 | "/content/Real-ESRGAN/results/frame89.jpg\n", 2587 | "/content/Real-ESRGAN/results/frame90.jpg\n", 2588 | "/content/Real-ESRGAN/results/frame91.jpg\n", 2589 | "/content/Real-ESRGAN/results/frame92.jpg\n", 2590 | "/content/Real-ESRGAN/results/frame93.jpg\n", 2591 | "/content/Real-ESRGAN/results/frame94.jpg\n", 2592 | "/content/Real-ESRGAN/results/frame95.jpg\n", 2593 | "/content/Real-ESRGAN/results/frame96.jpg\n", 2594 | "[INFO] 1 video3.avi\n", 2595 | "[INFO] 1 /content/Real-ESRGAN/results_videos/video3.avi\n" 2596 | ] 2597 | } 2598 | ] 2599 | }, 2600 | { 2601 | "cell_type": "markdown", 2602 | "metadata": { 2603 | "id": "nKH0syu9ZAwV" 2604 | }, 2605 | "source": [ 2606 | "# 4. Download Results\n", 2607 | "\n", 2608 | "\n", 2609 | "\n", 2610 | "* All your upscaled .mp4 files will be inside the results_mp4_videos folder (inside Real-ESRGAN folder)\n", 2611 | "\n", 2612 | "\n", 2613 | "* You can right click on the needed file and download it from there.\n", 2614 | "\n", 2615 | "\n", 2616 | "\n", 2617 | "\n" 2618 | ] 2619 | }, 2620 | { 2621 | "cell_type": "markdown", 2622 | "metadata": { 2623 | "id": "dUJ_0fQ5YYm2" 2624 | }, 2625 | "source": [ 2626 | "# 5. Run this cell after the batch of videos have been upscaled \n", 2627 | "# (WARNING : Deletes processed data)\n", 2628 | "\n", 2629 | "\n", 2630 | "\n", 2631 | "* IMPORTANT : Read the comments inside the code section , because this DELETES previous frames and videos\n" 2632 | ] 2633 | }, 2634 | { 2635 | "cell_type": "code", 2636 | "metadata": { 2637 | "id": "7IMD5vhOYp68" 2638 | }, 2639 | "source": [ 2640 | "\n", 2641 | "\n", 2642 | "#deletes frames from previous video\n", 2643 | "for f in os.listdir(upload_folder): \n", 2644 | " os.remove(os.path.join(upload_folder, f))\n", 2645 | "\n", 2646 | "#deletes upscaled frames from previous video\n", 2647 | "for f in os.listdir(result_folder): \n", 2648 | " os.remove(os.path.join(result_folder, f))\n", 2649 | "\n", 2650 | "#deletes all the videos you uploaded for upscaling\n", 2651 | "for f in os.listdir(video_folder): \n", 2652 | " os.remove(os.path.join(video_folder, f))\n", 2653 | "\n", 2654 | "#clearing previous .avi files\n", 2655 | "for f in os.listdir(video_result_folder): \n", 2656 | " os.remove(os.path.join(video_result_folder, f))\n", 2657 | " \n", 2658 | "#clearing .mp4 result files\n", 2659 | "for f in os.listdir(video_mp4_result_folder): \n", 2660 | " os.remove(os.path.join(video_mp4_result_folder, f))" 2661 | ], 2662 | "execution_count": null, 2663 | "outputs": [] 2664 | } 2665 | ] 2666 | } --------------------------------------------------------------------------------