Sentinel_II_Video_Check.ipynb

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  "metadata": {
    "colab": {
      "name": "Sentinel-II-Video_Check.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "machine_shape": "hm",
      "mount_file_id": "1CjYUj8qg8wNqPejixwu1DQztmX8Mngvh",
      "authorship_tag": "ABX9TyPwSjtwEVoP21eMwugfrDFX",
      "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/am610/DeepFake/blob/main/Sentinel_II_Video_Check.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "58vONawcOosE"
      },
      "source": [
        "from tensorflow.keras.models import load_model\n",
        "import imageio\n",
        "from IPython.display import HTML\n",
        "from scipy.stats import ttest_1samp\n",
        "import dlib\n",
        "import cv2\n",
        "import os\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from skimage.transform import resize\n",
        "import matplotlib.animation as animation\n",
        "from tensorflow.keras.preprocessing.image import img_to_array, load_img\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KudluBSWGYs5"
      },
      "source": [
        "def display(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 = []\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"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VRvXLpLczeTn"
      },
      "source": [
        "# Hypothesis 1 sample t-test. \n",
        "# Assuming Null hypothesis  = Real Video. \n",
        "# Alternate Hypothesis = Fake Video\n",
        "def hypothesis(hypo):\n",
        "  tset, pval = ttest_1samp(hypo, 1)\n",
        "  if (pval<0.05):\n",
        "    print('Fake Video')\n",
        "  else:\n",
        "    print('Real Video') "
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2UXPqy_4E0-w"
      },
      "source": [
        "# Based on the detection of individual frames per video. If they are flagged as real or fake. \n",
        "def result(a,b):\n",
        "  r = a/b\n",
        "  if r<0.7:\n",
        "    print('Fake Video')\n",
        "  else:\n",
        "    print('Real Video')  "
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WSIHuwmug4tU"
      },
      "source": [
        "def video_test(path):\n",
        "    warnings.filterwarnings(\"ignore\")\n",
        "    pr_data = []\n",
        "    hypo=[]\n",
        "    count=0;total=0;\n",
        "    detector = dlib.get_frontal_face_detector()\n",
        "    cap = cv2.VideoCapture(path)\n",
        "    frameRate = cap.get(5)\n",
        "    while cap.isOpened():\n",
        "        frameId = cap.get(1)\n",
        "        ret, frame = cap.read()\n",
        "        if ret != True:\n",
        "            break\n",
        "        if frameId % ((int(frameRate)+1)*1) == 0:\n",
        "            face_rects, scores, idx = detector.run(frame, 0)\n",
        "            for i, pos in enumerate(face_rects):\n",
        "                left = pos.left()\n",
        "                top = pos.top()\n",
        "                right = pos.right()\n",
        "                bottom = pos.bottom()\n",
        "                total+=1\n",
        "                crop_img = frame[top:bottom, left:right]\n",
        "                if (np.shape(crop_img)[0]==0):\n",
        "                  continue\n",
        "                elif (np.shape(crop_img)[1]==0): \n",
        "                  continue\n",
        "                elif (np.shape(crop_img)[2]==0): \n",
        "                  continue   \n",
        "                data = img_to_array(cv2.resize(crop_img, (128, 128))).flatten() / 255.0\n",
        "                #print(np.shape(data))\n",
        "                data = data.reshape(-1, 128, 128, 3)\n",
        "                #print(model2.predict_classes(data))\n",
        "                hypo.append(model2.predict_classes(data)[0])\n",
        "                if(model2.predict_classes(data)==1):\n",
        "                  count+=1\n",
        "\n",
        "    result(count,total)\n",
        "    #hypothesis(hypo)\n",
        "    #return (count/total)"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5HQ1vfaCz5LZ"
      },
      "source": [
        "# Add this folder to your google drive https://drive.google.com/drive/folders/1Zppu1TunpSD46r9n0rQhdrMVBrqLcIUx?usp=sharing\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-wFHWy1gP24G",
        "outputId": "320e7070-0914-4d44-b874-d4c6aeccca33",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/gdrive')"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Drive already mounted at /content/gdrive; to attempt to forcibly remount, call drive.mount(\"/content/gdrive\", force_remount=True).\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WyQI9QHKVjMD"
      },
      "source": [
        "DATA_PREFIX = '/content/gdrive/My Drive/Videos_DF/v/v2'"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_xLdA_p6zT7B"
      },
      "source": [
        "### Models : We have two trained models (in next cell) any one can be used. Generated from the other Notebook. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PcmMEox-xNmj"
      },
      "source": [
        "#model = load_model(DATA_PREFIX+'/dataset/model.h5')\n",
        "model2 = load_model(DATA_PREFIX+'/dataset/model-2.h5')"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LjHGZFupftgt"
      },
      "source": [
        "# Test Video : Choose any one video from below, by uncommenting it. \n",
        "\n",
        "##### User can provide links of other videos present in the folder or other videos, by providing proper links."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qd5OgtcWxHiH"
      },
      "source": [
        "# REAL VIDEO INPUT TEST CASES\n",
        "\n",
        "#path = DATA_PREFIX+'/real/23408559174326383095810043557.mp4' \n",
        "#path = DATA_PREFIX+'/real/951434276370648925832295649036.mp4'\n",
        "#path = DATA_PREFIX+'/real/990528374445753215169375502905.mp4'\n",
        "#path = DATA_PREFIX+'/real/989873876027077232709160757936.mp4'\n",
        "#path = DATA_PREFIX+'/real/983964079718160933185214836121.mp4'\n",
        "#path = DATA_PREFIX+'/real/986829114623101283200591746149.mp4'\n",
        "#---------------------------------------------------------------\n",
        "\n",
        "# FAKE VIDEO INPUT TEST CASES\n",
        "#path = DATA_PREFIX+'/fake/914588625698788367603311258375.mp4' \n",
        "#path = DATA_PREFIX+'/fake/904237124363242243229103239952.mp4' \n",
        "path = DATA_PREFIX+'/fake/982448469770167074727251760045.mp4'"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KLqvAkVq3MtP"
      },
      "source": [
        "# Check Video Here: Real or Fake"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i-kQQ3J9zD2U",
        "outputId": "1bb01dd7-dfc7-4b1e-f27e-9f79f9bd810f",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 453
        }
      },
      "source": [
        "\n",
        "# To see the video. \n",
        "# Takes time to load. So you **may skip** it, if you don't want to wait. \n",
        "\n",
        "\n",
        "reader = imageio.get_reader(path)\n",
        "driving_video = []\n",
        "try:\n",
        "    for im in reader:\n",
        "        driving_video.append(im)\n",
        "except RuntimeError:\n",
        "    pass\n",
        "reader.close()\n",
        "driving_video = [resize(frame, (256, 256))[..., :3] for frame in driving_video]\n",
        "\n",
        "HTML(display(driving_video).to_html5_video())\n"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
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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": 13
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CcVjKjadRMip"
      },
      "source": [
        "#### Result"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LanXDqdBx7Eo",
        "outputId": "89266342-e6ee-4a84-d1d9-7344ed80b65b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "video_test(path)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Fake Video\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}