facial_emotion_detection.ipynb

{
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    {
      "cell_type": "markdown",
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      "source": [
        "<a href=\"https://colab.research.google.com/github/yamil-abraham/facial-emotion-detection/blob/main/facial_emotion_detection.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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    {
      "cell_type": "code",
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      "metadata": {
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      "source": [
        "# Train a deep learning model using FER-2013 dataset on facial emotion detection\n",
        "\n",
        "# Dataset from : https://www.kaggle.com/datasets/msambare/fer2013"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
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        "id": "m1JP3D9cLT3W",
        "outputId": "ff65dd79-ec1f-4baa-c193-bc2d9847c1e8"
      },
      "outputs": [
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          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "  inflating: FER-2013/train/surprise/Training_98472640.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98481914.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98511054.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98514521.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98539906.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98569897.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98576352.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98588726.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98594534.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98644924.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98657632.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98664620.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98737557.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98747340.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98750930.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98758885.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98767792.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98774734.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_9880069.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98827007.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98828949.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98840937.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98861159.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98899707.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_9890261.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98971238.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_98972491.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99066709.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_9909756.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99104204.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99106305.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99113691.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_991508.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99182527.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99233432.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99267647.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99279802.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99318660.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_9932811.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99399304.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99399823.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99404349.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_9943398.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99441101.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99576616.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99604118.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99663019.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99791966.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99794165.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99807705.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99827442.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99916297.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99924420.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99937001.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99951755.jpg  \n",
            "  inflating: FER-2013/train/surprise/Training_99984132.jpg  \n"
          ]
        }
      ],
      "source": [
        " # Unzip dataset\n",
        "!unzip FER-2013/FER-2013.zip -d FER-2013/"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "3hKHYnV1Lh31"
      },
      "outputs": [],
      "source": [
        "# Delete zip file\n",
        "!rm -rf FER-2013/FER-2013.zip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "VqmpXuTDLrHQ"
      },
      "outputs": [],
      "source": [
        "# Create a dataset directory and move files\n",
        "!mkdir dataset\n",
        "!cp -r FER-2013 dataset/FER-2013"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "XS9-L90hsUkb",
        "outputId": "106a66e0-5f98-461e-bf38-3322d239906c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 28709 images belonging to 7 classes.\n",
            "Found 7178 images belonging to 7 classes.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 46, 46, 32)        320       \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 44, 44, 64)        18496     \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2  (None, 22, 22, 64)        0         \n",
            " D)                                                              \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 22, 22, 64)        0         \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 20, 20, 128)       73856     \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPoolin  (None, 10, 10, 128)       0         \n",
            " g2D)                                                            \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 10, 10, 128)       0         \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 8, 8, 256)         295168    \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPoolin  (None, 4, 4, 256)         0         \n",
            " g2D)                                                            \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 4, 4, 256)         0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 4096)              0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 512)               2097664   \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 512)               0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 7)                 3591      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 2489095 (9.50 MB)\n",
            "Trainable params: 2489095 (9.50 MB)\n",
            "Non-trainable params: 0 (0.00 Byte)\n",
            "_________________________________________________________________\n",
            "None\n",
            "Epoch 1/50\n",
            "897/897 [==============================] - 46s 36ms/step - loss: 1.7770 - accuracy: 0.2652 - val_loss: 1.6804 - val_accuracy: 0.3174\n",
            "Epoch 2/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.6717 - accuracy: 0.3303 - val_loss: 1.5184 - val_accuracy: 0.4146\n",
            "Epoch 3/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.5411 - accuracy: 0.3992 - val_loss: 1.3786 - val_accuracy: 0.4685\n",
            "Epoch 4/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.4427 - accuracy: 0.4426 - val_loss: 1.3007 - val_accuracy: 0.4925\n",
            "Epoch 5/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.3826 - accuracy: 0.4694 - val_loss: 1.2790 - val_accuracy: 0.5077\n",
            "Epoch 6/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.3444 - accuracy: 0.4843 - val_loss: 1.2148 - val_accuracy: 0.5308\n",
            "Epoch 7/50\n",
            "897/897 [==============================] - 32s 35ms/step - loss: 1.3101 - accuracy: 0.5003 - val_loss: 1.1878 - val_accuracy: 0.5455\n",
            "Epoch 8/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.2891 - accuracy: 0.5057 - val_loss: 1.1833 - val_accuracy: 0.5511\n",
            "Epoch 9/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.2691 - accuracy: 0.5160 - val_loss: 1.1541 - val_accuracy: 0.5643\n",
            "Epoch 10/50\n",
            "897/897 [==============================] - 32s 35ms/step - loss: 1.2621 - accuracy: 0.5178 - val_loss: 1.1624 - val_accuracy: 0.5585\n",
            "Epoch 11/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.2459 - accuracy: 0.5283 - val_loss: 1.1116 - val_accuracy: 0.5748\n",
            "Epoch 12/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.2325 - accuracy: 0.5286 - val_loss: 1.1195 - val_accuracy: 0.5763\n",
            "Epoch 13/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.2244 - accuracy: 0.5334 - val_loss: 1.1247 - val_accuracy: 0.5758\n",
            "Epoch 14/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.2162 - accuracy: 0.5398 - val_loss: 1.1054 - val_accuracy: 0.5805\n",
            "Epoch 15/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.2083 - accuracy: 0.5368 - val_loss: 1.0898 - val_accuracy: 0.5845\n",
            "Epoch 16/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1965 - accuracy: 0.5467 - val_loss: 1.0949 - val_accuracy: 0.5813\n",
            "Epoch 17/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1985 - accuracy: 0.5446 - val_loss: 1.0996 - val_accuracy: 0.5805\n",
            "Epoch 18/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.1917 - accuracy: 0.5446 - val_loss: 1.1027 - val_accuracy: 0.5784\n",
            "Epoch 19/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1764 - accuracy: 0.5524 - val_loss: 1.1031 - val_accuracy: 0.5823\n",
            "Epoch 20/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1739 - accuracy: 0.5554 - val_loss: 1.0743 - val_accuracy: 0.5996\n",
            "Epoch 21/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1687 - accuracy: 0.5577 - val_loss: 1.0799 - val_accuracy: 0.5960\n",
            "Epoch 22/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1650 - accuracy: 0.5572 - val_loss: 1.0954 - val_accuracy: 0.5880\n",
            "Epoch 23/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1578 - accuracy: 0.5621 - val_loss: 1.0775 - val_accuracy: 0.5875\n",
            "Epoch 24/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1535 - accuracy: 0.5604 - val_loss: 1.0651 - val_accuracy: 0.6000\n",
            "Epoch 25/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.1514 - accuracy: 0.5614 - val_loss: 1.0733 - val_accuracy: 0.6011\n",
            "Epoch 26/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.1495 - accuracy: 0.5628 - val_loss: 1.0706 - val_accuracy: 0.5925\n",
            "Epoch 27/50\n",
            "897/897 [==============================] - 33s 36ms/step - loss: 1.1436 - accuracy: 0.5628 - val_loss: 1.0922 - val_accuracy: 0.5942\n",
            "Epoch 28/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.1443 - accuracy: 0.5648 - val_loss: 1.0724 - val_accuracy: 0.5977\n",
            "Epoch 29/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1350 - accuracy: 0.5698 - val_loss: 1.0701 - val_accuracy: 0.5978\n",
            "Epoch 30/50\n",
            "897/897 [==============================] - 31s 34ms/step - loss: 1.1345 - accuracy: 0.5719 - val_loss: 1.0718 - val_accuracy: 0.6023\n",
            "Epoch 31/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1265 - accuracy: 0.5753 - val_loss: 1.0658 - val_accuracy: 0.6034\n",
            "Epoch 32/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.1272 - accuracy: 0.5700 - val_loss: 1.0612 - val_accuracy: 0.5991\n",
            "Epoch 33/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.1242 - accuracy: 0.5740 - val_loss: 1.0576 - val_accuracy: 0.5986\n",
            "Epoch 34/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1209 - accuracy: 0.5725 - val_loss: 1.0482 - val_accuracy: 0.6030\n",
            "Epoch 35/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1168 - accuracy: 0.5765 - val_loss: 1.0540 - val_accuracy: 0.6038\n",
            "Epoch 36/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.1140 - accuracy: 0.5770 - val_loss: 1.0543 - val_accuracy: 0.6056\n",
            "Epoch 37/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1146 - accuracy: 0.5777 - val_loss: 1.0432 - val_accuracy: 0.6024\n",
            "Epoch 38/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1067 - accuracy: 0.5779 - val_loss: 1.0533 - val_accuracy: 0.6060\n",
            "Epoch 39/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1001 - accuracy: 0.5853 - val_loss: 1.0471 - val_accuracy: 0.6098\n",
            "Epoch 40/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.0973 - accuracy: 0.5831 - val_loss: 1.0357 - val_accuracy: 0.6130\n",
            "Epoch 41/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.1035 - accuracy: 0.5834 - val_loss: 1.0637 - val_accuracy: 0.6046\n",
            "Epoch 42/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.0979 - accuracy: 0.5859 - val_loss: 1.0453 - val_accuracy: 0.6113\n",
            "Epoch 43/50\n",
            "897/897 [==============================] - 29s 33ms/step - loss: 1.0986 - accuracy: 0.5844 - val_loss: 1.0377 - val_accuracy: 0.6084\n",
            "Epoch 44/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.0954 - accuracy: 0.5816 - val_loss: 1.0433 - val_accuracy: 0.6154\n",
            "Epoch 45/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.0914 - accuracy: 0.5863 - val_loss: 1.0455 - val_accuracy: 0.6097\n",
            "Epoch 46/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.0889 - accuracy: 0.5876 - val_loss: 1.0510 - val_accuracy: 0.6020\n",
            "Epoch 47/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.0827 - accuracy: 0.5939 - val_loss: 1.0485 - val_accuracy: 0.6052\n",
            "Epoch 48/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.0874 - accuracy: 0.5861 - val_loss: 1.0272 - val_accuracy: 0.6169\n",
            "Epoch 49/50\n",
            "897/897 [==============================] - 29s 32ms/step - loss: 1.0856 - accuracy: 0.5909 - val_loss: 1.0341 - val_accuracy: 0.6205\n",
            "Epoch 50/50\n",
            "897/897 [==============================] - 30s 33ms/step - loss: 1.0805 - accuracy: 0.5873 - val_loss: 1.0357 - val_accuracy: 0.6158\n"
          ]
        }
      ],
      "source": [
        "# Data augmentation | Create dataset generator\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense,Dropout,Flatten\n",
        "from keras.layers import Conv2D,MaxPooling2D\n",
        "import os\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "IMG_HEIGHT=48\n",
        "IMG_WIDTH=48\n",
        "batch_size=32\n",
        "\n",
        "train_data_dir='/content/dataset/FER-2013/train'\n",
        "validation_data_dir='/content/dataset/FER-2013/test'\n",
        "\n",
        "train_datagen = ImageDataGenerator(\n",
        "\t\t\t\t\trescale=1./255,\n",
        "\t\t\t\t\trotation_range=30,\n",
        "\t\t\t\t\tshear_range=0.3,\n",
        "\t\t\t\t\tzoom_range=0.3,\n",
        "\t\t\t\t\thorizontal_flip=True,\n",
        "\t\t\t\t\tfill_mode='nearest')\n",
        "\n",
        "validation_datagen = ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "train_generator = train_datagen.flow_from_directory(\n",
        "\t\t\t\t\ttrain_data_dir,\n",
        "\t\t\t\t\tcolor_mode='grayscale',\n",
        "\t\t\t\t\ttarget_size=(IMG_HEIGHT, IMG_WIDTH),\n",
        "\t\t\t\t\tbatch_size=batch_size,\n",
        "\t\t\t\t\tclass_mode='categorical',\n",
        "\t\t\t\t\tshuffle=True)\n",
        "\n",
        "validation_generator = validation_datagen.flow_from_directory(\n",
        "\t\t\t\t\t\t\tvalidation_data_dir,\n",
        "\t\t\t\t\t\t\tcolor_mode='grayscale',\n",
        "\t\t\t\t\t\t\ttarget_size=(IMG_HEIGHT, IMG_WIDTH),\n",
        "\t\t\t\t\t\t\tbatch_size=batch_size,\n",
        "\t\t\t\t\t\t\tclass_mode='categorical',\n",
        "\t\t\t\t\t\t\tshuffle=True)\n",
        "\n",
        "# Verify the generator by plotting a few faces and printing corresponding labels\n",
        "class_labels=['Angry','Disgust', 'Fear', 'Happy','Neutral','Sad','Surprise']\n",
        "\n",
        "img, label = train_generator.__next__()\n",
        "\n",
        "import random\n",
        "\n",
        "i=random.randint(0, (img.shape[0])-1)\n",
        "image = img[i]\n",
        "l = class_labels[label[i].argmax()]\n",
        "plt.imshow(image[:,:,0], cmap='gray')\n",
        "plt.title(l)\n",
        "plt.show()\n",
        "##########################################################\n",
        "\n",
        "\n",
        "###########################################################\n",
        "# Create the model\n",
        "model = Sequential()\n",
        "\n",
        "model.add(Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=(48,48,1)))\n",
        "\n",
        "model.add(Conv2D(64, kernel_size=(3, 3), activation='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "model.add(Dropout(0.1))\n",
        "\n",
        "model.add(Conv2D(128, kernel_size=(3, 3), activation='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "model.add(Dropout(0.1))\n",
        "\n",
        "model.add(Conv2D(256, kernel_size=(3, 3), activation='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "model.add(Dropout(0.1))\n",
        "\n",
        "model.add(Flatten())\n",
        "model.add(Dense(512, activation='relu'))\n",
        "model.add(Dropout(0.2))\n",
        "\n",
        "model.add(Dense(7, activation='softmax'))\n",
        "\n",
        "model.compile(optimizer = 'adam', loss='categorical_crossentropy', metrics=['accuracy'])\n",
        "\n",
        "# Display summary\n",
        "print(model.summary())\n",
        "\n",
        "\n",
        "train_path = \"/content/dataset/FER-2013/train\"\n",
        "test_path = \"/content/dataset/FER-2013/test\"\n",
        "\n",
        "num_train_imgs = 0\n",
        "for root, dirs, files in os.walk(train_path):\n",
        "    num_train_imgs += len(files)\n",
        "\n",
        "num_test_imgs = 0\n",
        "for root, dirs, files in os.walk(test_path):\n",
        "    num_test_imgs += len(files)\n",
        "\n",
        "\n",
        "epochs=50\n",
        "\n",
        "# Train the model\n",
        "history=model.fit(train_generator,\n",
        "                steps_per_epoch = num_train_imgs//batch_size,\n",
        "                epochs = epochs,\n",
        "                validation_data = validation_generator,\n",
        "                validation_steps = num_test_imgs//batch_size)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "ss9-xg_NEHKp",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "411743af-1f72-43a8-d916-67af06f75b6e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/keras/src/engine/training.py:3000: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n",
            "  saving_api.save_model(\n"
          ]
        }
      ],
      "source": [
        "# Save the trained model\n",
        "model.save('emotion_detection_model_50epochs.h5')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "Iy5mxwmLDvnS",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 927
        },
        "outputId": "a7908629-5974-4b12-c6b0-fee86ae16305"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Plot the training and validation accuracy and loss at each epoch\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "epochs = range(1, len(loss) + 1)\n",
        "plt.plot(epochs, loss, 'y', label='Training loss')\n",
        "plt.plot(epochs, val_loss, 'r', label='Validation loss')\n",
        "plt.title('Training and validation loss')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "\n",
        "acc = history.history['accuracy']\n",
        "#acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "#val_acc = history.history['val_accuracy']\n",
        "\n",
        "plt.plot(epochs, acc, 'y', label='Training acc')\n",
        "plt.plot(epochs, val_acc, 'r', label='Validation acc')\n",
        "plt.title('Training and validation accuracy')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "Myql3g6bEJMg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "outputId": "01a3e1e4-01b6-4a52-8fac-23b0feb428ab"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 114ms/step\n",
            "Accuracy =  0.65625\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "####################################################################\n",
        "from keras.models import load_model\n",
        "\n",
        "\n",
        "# Test the model\n",
        "my_model = load_model('emotion_detection_model_50epochs.h5', compile=False)\n",
        "\n",
        "# Generate a batch of images\n",
        "test_img, test_label = validation_generator.__next__()\n",
        "predictions=my_model.predict(test_img)\n",
        "\n",
        "predictions = np.argmax(predictions, axis=1)\n",
        "test_labels = np.argmax(test_label, axis=1)\n",
        "\n",
        "from sklearn import metrics\n",
        "print (\"Accuracy = \", metrics.accuracy_score(test_labels, predictions))\n",
        "\n",
        "# Confusion Matrix - Verify accuracy of each class\n",
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "cm = confusion_matrix(test_labels, predictions)\n",
        "# print(cm)\n",
        "import seaborn as sns\n",
        "sns.heatmap(cm, annot=True, cmap=\"YlGnBu\")\n",
        "\n",
        "class_labels=['Angry','Disgust', 'Fear', 'Happy','Neutral','Sad','Surprise']\n",
        "# Check results on a few select images\n",
        "n=random.randint(0, test_img.shape[0] - 1)\n",
        "image = test_img[n]\n",
        "orig_label = class_labels[test_labels[n]]\n",
        "pred_label = class_labels[predictions[n]]\n",
        "plt.imshow(image[:,:,0], cmap='gray')\n",
        "plt.title(\"Original label is:\"+orig_label+\" Predicted is: \"+ pred_label)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "aYQm4W9tjTxc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "85e98e3a-cd68-4850-fc74-d0902f58ba55"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 3500x2000 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# Print the model\n",
        "from tensorflow.keras.utils import plot_model\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plot_model(model, to_file='model_plot.png', show_shapes=True, show_layer_names=True)\n",
        "\n",
        "model_img = plt.imread('model_plot.png')\n",
        "plt.figure(figsize=(35, 20))\n",
        "plt.imshow(model_img)\n",
        "plt.axis('off')\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Check results on a few select images\n",
        "n=random.randint(0, test_img.shape[0] - 1)\n",
        "image = test_img[n]\n",
        "orig_label = class_labels[test_labels[n]]\n",
        "pred_label = class_labels[predictions[n]]\n",
        "plt.imshow(image[:,:,0], cmap='gray')\n",
        "plt.title(\"Original label is:\"+orig_label+\" Predicted is: \"+ pred_label)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "id": "0ZUTJdo1Ym5o",
        "outputId": "9857acc6-37ff-40ea-c6b9-6ecc9aa8b5c5"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyP6F+UKBazP4hnRkBn/GB9P",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}