DigitImage/firstordermodel/old_demo.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "first-order-model-demo.ipynb",
      "provenance": [],
      "toc_visible": true,
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AliaksandrSiarohin/first-order-model/blob/master/old_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": "cdO_RxQZLahB"
      },
      "source": [
        "# Demo for paper \"First Order Motion Model for Image Animation\""
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GCDNKsEGLtR6"
      },
      "source": [
        "**Clone repository**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UCMFMJV7K-ag",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 104
        },
        "outputId": "836efe50-65d7-4c95-a17e-13fc3922b491"
      },
      "source": [
        "!git clone https://github.com/AliaksandrSiarohin/first-order-model"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'first-order-model'...\n",
            "remote: Enumerating objects: 246, done.\u001b[K\n",
            "remote: Total 246 (delta 0), reused 0 (delta 0), pack-reused 246\u001b[K\n",
            "Receiving objects: 100% (246/246), 71.46 MiB | 22.54 MiB/s, done.\n",
            "Resolving deltas: 100% (121/121), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PBp6l_4bBYUL",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "702bdf2c-d6d2-41ec-cf3c-9196452544d8"
      },
      "source": [
        "cd first-order-model"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/first-order-model\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IcMX7ueZO0Oa"
      },
      "source": [
        "**Mount your Google drive folder on Colab**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tDbMA8R9OuUo",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "f92ce039-d693-4e03-879b-d0d49a121da2"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/gdrive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VsgVK1EURXkd"
      },
      "source": [
        "**Add folder https://drive.google.com/drive/folders/1kZ1gCnpfU0BnpdU47pLM_TQ6RypDDqgw?usp=sharing  to your google drive.\n",
        "Alternativelly you can use this mirror link https://drive.google.com/drive/folders/16inDpBRPT1UC0YMGMX3dKvRnOUsf5Dhn?usp=sharing**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rW-ipQXPOWUo"
      },
      "source": [
        "**Load driving video and source image**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Oxi6-riLOgnm",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        },
        "outputId": "d38a8850-9eb1-4de4-9bf2-24cbd847ca1f"
      },
      "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('/content/gdrive/My Drive/first-order-motion-model/02.png')\n",
        "reader = imageio.get_reader('/content/gdrive/My Drive/first-order-motion-model/04.mp4')\n",
        "\n",
        "\n",
        "#Resize image and video to 256x256\n",
        "\n",
        "source_image = resize(source_image, (256, 256))[..., :3]\n",
        "\n",
        "fps = reader.get_meta_data()['fps']\n",
        "driving_video = []\n",
        "try:\n",
        "    for im in reader:\n",
        "        driving_video.append(im)\n",
        "except RuntimeError:\n",
        "    pass\n",
        "reader.close()\n",
        "\n",
        "driving_video = [resize(frame, (256, 256))[..., :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": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "\">\n",
              "  Your browser does not support the video tag.\n",
              "</video>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xjM7ubVfWrwT"
      },
      "source": [
        "**Create a model and load checkpoints**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3FQiXqQPWt5B"
      },
      "source": [
        "from demo import load_checkpoints\n",
        "generator, kp_detector = load_checkpoints(config_path='config/vox-256.yaml', \n",
        "                            checkpoint_path='/content/gdrive/My Drive/first-order-motion-model/vox-cpk.pth.tar')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fdFdasHEj3t7"
      },
      "source": [
        "**Perform image animation**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SB12II11kF4c",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 471
        },
        "outputId": "9e2274aa-fd55-4eed-cb50-bec72fcfb8b9"
      },
      "source": [
        "from demo import make_animation\n",
        "from skimage import img_as_ubyte\n",
        "\n",
        "predictions = make_animation(source_image, driving_video, generator, kp_detector, relative=True)\n",
        "\n",
        "#save resulting video\n",
        "imageio.mimsave('../generated.mp4', [img_as_ubyte(frame) for frame in predictions], fps=fps)\n",
        "#video can be downloaded from /content folder\n",
        "\n",
        "HTML(display(source_image, driving_video, predictions).to_html5_video())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 211/211 [00:26<00:00,  7.92it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "MA==\n",
              "\">\n",
              "  Your browser does not support the video tag.\n",
              "</video>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-tJN01xQCpqH"
      },
      "source": [
        "**In the cell above we use relative keypoint displacement to animate the objects. We can use absolute coordinates instead,  but in this way all the object proporions will be inherited from the driving video. For example Putin haircut will be extended to match Trump haircut.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "aOE_W_kfC9aX",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 471
        },
        "outputId": "f472a888-0200-4b21-b6d2-b6f6737bc9e5"
      },
      "source": [
        "predictions = make_animation(source_image, driving_video, generator, kp_detector, relative=False, adapt_movement_scale=True)\n",
        "HTML(display(source_image, driving_video, predictions).to_html5_video())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 211/211 [00:26<00:00,  7.90it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
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              "\">\n",
              "  Your browser does not support the video tag.\n",
              "</video>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QnXrecuX6_Kw"
      },
      "source": [
        "## Running on your data\n",
        "\n",
        "**First we need to crop a face from both source image and video, while simple graphic editor like paint can be used for cropping from image. Cropping from video is more complicated. You can use ffpmeg for this.**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "brJlA_5o72Xc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c2becb7e-e2ee-4651-ee8a-f906b5663417"
      },
      "source": [
        "!ffmpeg -i /content/gdrive/My\\ Drive/first-order-motion-model/07.mkv -ss 00:08:57.50 -t 00:00:08 -filter:v \"crop=600:600:760:50\" -async 1 hinton.mp4"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "ffmpeg version 3.4.8-0ubuntu0.2 Copyright (c) 2000-2020 the FFmpeg developers\n",
            "  built with gcc 7 (Ubuntu 7.5.0-3ubuntu1~18.04)\n",
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          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NSHSxV8iGybI"
      },
      "source": [
        "**Another posibility is to use some screen recording tool, or if you need to crop many images at ones use face detector(https://github.com/1adrianb/face-alignment) , see https://github.com/AliaksandrSiarohin/video-preprocessing for preprcessing of VoxCeleb.** "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d8kQ3U7MHqh-",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 471
        },
        "outputId": "8890e858-ac38-4d59-b014-cc4ed974f276"
      },
      "source": [
        "source_image = imageio.imread('/content/gdrive/My Drive/first-order-motion-model/09.png')\n",
        "driving_video = imageio.mimread('hinton.mp4', memtest=False)\n",
        "\n",
        "\n",
        "#Resize image and video to 256x256\n",
        "\n",
        "source_image = resize(source_image, (256, 256))[..., :3]\n",
        "driving_video = [resize(frame, (256, 256))[..., :3] for frame in driving_video]\n",
        "\n",
        "predictions = make_animation(source_image, driving_video, generator, kp_detector, relative=True,\n",
        "                             adapt_movement_scale=True)\n",
        "\n",
        "HTML(display(source_image, driving_video, predictions).to_html5_video())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 240/240 [00:30<00:00,  7.94it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
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          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    }
  ]
}