demo.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "demo.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNSylbAA8rEY4SPEXcQH+18",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AliaksandrSiarohin/articulated-animation/blob/main/demo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-FPGt7_2z7fn"
      },
      "source": [
        "\n",
        "# Demo for paper \"Motion Representations for Articulated Animation\"\n",
        "**Clone repository. First install git lfs. Pulling all checkpoints may take a while**\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2LoHDHBHyzzZ",
        "outputId": "43840da9-0105-48d6-efc6-5977ff106cb2"
      },
      "source": [
        "!curl -s https://packagecloud.io/install/repositories/github/git-lfs/script.deb.sh | sudo bash\n",
        "!sudo apt-get install git-lfs\n",
        "!git lfs install\n",
        "!git clone https://github.com/snap-research/articulated-animation/"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Detected operating system as Ubuntu/bionic.\n",
            "Checking for curl...\n",
            "Detected curl...\n",
            "Checking for gpg...\n",
            "Detected gpg...\n",
            "Running apt-get update... done.\n",
            "Installing apt-transport-https... done.\n",
            "Installing /etc/apt/sources.list.d/github_git-lfs.list...done.\n",
            "Importing packagecloud gpg key... done.\n",
            "Running apt-get update... done.\n",
            "\n",
            "The repository is setup! You can now install packages.\n",
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-460\n",
            "Use 'sudo apt autoremove' to remove it.\n",
            "The following NEW packages will be installed:\n",
            "  git-lfs\n",
            "0 upgraded, 1 newly installed, 0 to remove and 45 not upgraded.\n",
            "Need to get 6,229 kB of archives.\n",
            "After this operation, 14.5 MB of additional disk space will be used.\n",
            "Get:1 https://packagecloud.io/github/git-lfs/ubuntu bionic/main amd64 git-lfs amd64 2.13.3 [6,229 kB]\n",
            "Fetched 6,229 kB in 1s (12.1 MB/s)\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 1.)\n",
            "debconf: falling back to frontend: Readline\n",
            "debconf: unable to initialize frontend: Readline\n",
            "debconf: (This frontend requires a controlling tty.)\n",
            "debconf: falling back to frontend: Teletype\n",
            "dpkg-preconfigure: unable to re-open stdin: \n",
            "Selecting previously unselected package git-lfs.\n",
            "(Reading database ... 160694 files and directories currently installed.)\n",
            "Preparing to unpack .../git-lfs_2.13.3_amd64.deb ...\n",
            "Unpacking git-lfs (2.13.3) ...\n",
            "Setting up git-lfs (2.13.3) ...\n",
            "Git LFS initialized.\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Git LFS initialized.\n",
            "Cloning into 'articulated-animation'...\n",
            "remote: Enumerating objects: 141, done.\u001b[K\n",
            "remote: Counting objects: 100% (141/141), done.\u001b[K\n",
            "remote: Compressing objects: 100% (123/123), done.\u001b[K\n",
            "remote: Total 141 (delta 14), reused 139 (delta 13), pack-reused 0\u001b[K\n",
            "Receiving objects: 100% (141/141), 46.72 MiB | 46.90 MiB/s, done.\n",
            "Resolving deltas: 100% (14/14), done.\n",
            "Filtering content: 100% (5/5), 1.28 GiB | 35.51 MiB/s, done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bCmwKAK4zkGC",
        "outputId": "9b57bd21-9d51-4c87-f67e-358ff24ccd35"
      },
      "source": [
        "cd articulated-animation"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/articulated-animation\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "YinzvwYd0MWj"
      },
      "source": [
        "**Load source image and driving video.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        },
        "id": "CRVOnlASzrhI",
        "outputId": "02896e4c-3530-4db2-b415-be4c2ae72066"
      },
      "source": [
        "import imageio\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.animation as animation\n",
        "from skimage.transform import resize\n",
        "from IPython.display import HTML\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "source_image = imageio.imread('sup-mat/source.png')\n",
        "driving_video = imageio.mimread('sup-mat/driving.mp4')\n",
        "\n",
        "\n",
        "source_image = resize(source_image, (384, 384))[..., :3]\n",
        "driving_video = [resize(frame, (384, 384))[..., :3] for frame in driving_video]\n",
        "\n",
        "def display(source, driving, generated=None):\n",
        "    fig = plt.figure(figsize=(8 + 4 * (generated is not None), 6))\n",
        "\n",
        "    ims = []\n",
        "    for i in range(len(driving)):\n",
        "        cols = [source]\n",
        "        cols.append(driving[i])\n",
        "        if generated is not None:\n",
        "            cols.append(generated[i])\n",
        "        im = plt.imshow(np.concatenate(cols, axis=1), animated=True)\n",
        "        plt.axis('off')\n",
        "        ims.append([im])\n",
        "\n",
        "    ani = animation.ArtistAnimation(fig, ims, interval=50, repeat_delay=1000)\n",
        "    plt.close()\n",
        "    return ani\n",
        "    \n",
        "\n",
        "HTML(display(source_image, driving_video).to_html5_video())"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "YXZmNTcuODMuMTAw\n",
              "\">\n",
              "  Your browser does not support the video tag.\n",
              "</video>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "11vorkyV0Wbk"
      },
      "source": [
        "**Load checkpoints.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n49-tAcEzzeG"
      },
      "source": [
        "from demo import load_checkpoints\n",
        "\n",
        "generator, region_predictor, avd_network = load_checkpoints(config_path='config/ted384.yaml',\n",
        "                                                            checkpoint_path='checkpoints/ted384.pth')"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wP-o3LQq0a79"
      },
      "source": [
        "**Perform animation.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 471
        },
        "id": "Lcv6u7Bcz27V",
        "outputId": "eabd3a58-f0e6-4908-fc9c-b5fbb038e7fa"
      },
      "source": [
        "from demo import make_animation\n",
        "from skimage import img_as_ubyte\n",
        "\n",
        "predictions = make_animation(source_image, driving_video, generator, \n",
        "                             region_predictor, avd_network, animation_mode='avd')\n",
        "\n",
        "#save resulting video\n",
        "imageio.mimsave('generated.mp4', [img_as_ubyte(frame) for frame in predictions])\n",
        "#video can be downloaded from /content folder\n",
        "\n",
        "HTML(display(source_image, driving_video, predictions).to_html5_video())"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 133/133 [00:11<00:00, 11.98it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    }
  ]
}