3D_DESIGN_NEURAL_NETWORKS.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "3D_DESIGN_NEURAL_NETWORKS.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "wY5bWBlOaZ7i",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#DEAR ALL GO ON THIS LINK https://viscom.net2vis.uni-ulm.de  \n",
        "#FOR MORE DETAIL PLZ VISIT THIS LINK  https://www.machinecurve.com/index.php/2020/01/07/visualizing-keras-neural-networks-with-net2vis-and-docker/ \n",
        "# COPY BELOW CODE AND PASTE THAN UPDATE TO GENERATE THIS DIAGRAM\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a1fe_-PNB83j",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 118
        },
        "outputId": "f4dd9668-ea6f-4c3e-e89b-e9cb50d68eac"
      },
      "source": [
        "!git clone https://github.com/niazwazir/Figures"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'Figures'...\n",
            "remote: Enumerating objects: 41, done.\u001b[K\n",
            "remote: Counting objects: 100% (41/41), done.\u001b[K\n",
            "remote: Compressing objects: 100% (40/40), done.\u001b[K\n",
            "remote: Total 41 (delta 11), reused 0 (delta 0), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (41/41), done.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iSTHSIDQBfo6",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 845
        },
        "outputId": "c0c5b0c6-b172-4b78-e92a-b5718ff45014"
      },
      "source": [
        "#SRCNN\n",
        "from IPython.display import Image\n",
        "Image('Figures/SRCNN.png')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EdPBrbk8CKHQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#SRCNN MODEL\n",
        "# You can freely modify this file.\n",
        "# However, you need to have a function that is named get_model and returns a Keras Model.\n",
        "\n",
        "import keras as k\n",
        "from keras import models\n",
        "from keras import layers\n",
        "from keras import utils\n",
        "from keras.layers import Dense, Conv2D, Activation\n",
        "\n",
        "def get_model():\n",
        "    img_height = 32\n",
        "    img_width = 32\n",
        "    img_channels = 1\n",
        "\n",
        "    input_shape = (img_height, img_width, img_channels)\n",
        "    img_input = k.Input(shape=input_shape)\n",
        "    C1 = layers.Conv2D(64, 9, padding = 'same', kernel_initializer = 'he_normal')(img_input)\n",
        "    A1 = Activation('relu')(C1)\n",
        "    C2 = layers.Conv2D(32, 1, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A1)\n",
        "    A2 = Activation('relu')(C2)\n",
        "    C3 = layers.Conv2D(1, 5, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A2)\n",
        "    A3 = Activation('relu')(C3)\n",
        "    \n",
        "    \n",
        "    \n",
        "\n",
        "    model = models.Model(img_input, A3)\n",
        "\n",
        "    return model"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1z3fZeF5BfuU",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 790
        },
        "outputId": "623cd33b-32c6-4ad5-b36a-a248ad57fc76"
      },
      "source": [
        "#FSRCNN\n",
        "from IPython.display import Image\n",
        "Image('Figures/FSRCNN.png')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OrN4VKIEBfxL",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#FSRCNN MODEL\n",
        "# You can freely modify this file.\n",
        "# However, you need to have a function that is named get_model and returns a Keras Model.\n",
        "\n",
        "import keras as k\n",
        "from keras import models\n",
        "from keras import layers\n",
        "from keras import utils\n",
        "from keras.layers import Conv2DTranspose\n",
        "from keras.layers import Dense, Conv2D, Activation\n",
        "\n",
        "def get_model():\n",
        "    img_height = 32\n",
        "    img_width = 32\n",
        "    img_channels = 1\n",
        "\n",
        "    input_shape = (img_height, img_width, img_channels)\n",
        "    img_input = k.Input(shape=input_shape)\n",
        "    C1 = layers.Conv2D(56, 5, padding = 'same', kernel_initializer = 'he_normal')(img_input)\n",
        "    A1 = Activation('relu')(C1)\n",
        "    C2 = layers.Conv2D(12, 1, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A1)\n",
        "    A2 = Activation('relu')(C2)\n",
        "    C3 = layers.Conv2D(12, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A2)\n",
        "    A3 = Activation('relu')(C3)\n",
        "    \n",
        "    C4 = layers.Conv2D(12, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A3)\n",
        "    A4 = Activation('relu')(C4)\n",
        "    \n",
        "    C5 = layers.Conv2D(12, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A4)\n",
        "    A5 = Activation('relu')(C5)\n",
        "    \n",
        "    C6 = layers.Conv2D(12, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A5)\n",
        "    A6 = Activation('relu')(C6)\n",
        "    D1 = Conv2DTranspose(1,9, strides=(2,2),padding='same')(A6)\n",
        "    model = models.Model(img_input, D1)\n",
        "\n",
        "    return model"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GXW6AqRy_W7t",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 662
        },
        "outputId": "e4cd541e-5029-4747-ab0d-42510038437f"
      },
      "source": [
        "from IPython.display import Image\n",
        "Image('Figures/VDSR.png')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dSiXjxiFEPns",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#VDSR\n",
        "# You can freely modify this file.\n",
        "# However, you need to have a function that is named get_model and returns a Keras Model.\n",
        "\n",
        "import keras as k\n",
        "from keras import models\n",
        "from keras import layers\n",
        "from keras import utils\n",
        "from keras.layers import Conv2DTranspose\n",
        "from keras.layers.merge import concatenate\n",
        "from keras.layers import Dense, Conv2D, Activation\n",
        "\n",
        "def get_model():\n",
        "    img_height = 41\n",
        "    img_width = 41\n",
        "    img_channels = 1\n",
        "\n",
        "    input_shape = (img_height, img_width, img_channels)\n",
        "    img_input = k.Input(shape=input_shape)\n",
        "    C1 = layers.Conv2D(64, 3, padding = 'same', kernel_initializer = 'he_normal')(img_input)\n",
        "    A1 = Activation('relu')(C1)\n",
        "    C2 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A1)\n",
        "    A2 = Activation('relu')(C2)\n",
        "    C3 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A2)\n",
        "    A3 = Activation('relu')(C3)\n",
        "    \n",
        "    C4 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A3)\n",
        "    A4 = Activation('relu')(C4)\n",
        "    \n",
        "    C5 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A4)\n",
        "    A5 = Activation('relu')(C5)\n",
        "    \n",
        "    C6 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A5)\n",
        "    A6 = Activation('relu')(C6)\n",
        "    \n",
        "    C7 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A6)\n",
        "    A7 = Activation('relu')(C7)\n",
        "    \n",
        "    C8 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A7)\n",
        "    A8 = Activation('relu')(C8)\n",
        "    \n",
        "    C20 = layers.Conv2D(1, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(A8)\n",
        "    A20 = Activation('relu')(C20)\n",
        "    \n",
        "    A22 = concatenate(inputs=[img_input,A20])\n",
        "    \n",
        "    \n",
        "    model = models.Model(img_input, A22)\n",
        "\n",
        "    return model\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-7GlYaN0_XCS",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 418
        },
        "outputId": "9d7b999e-0267-4215-ca70-9fe5d9f59cf8"
      },
      "source": [
        "from IPython.display import Image\n",
        "Image('Figures/XceptionModel.png')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "K44yhQ4NfzHV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import keras as k\n",
        "from keras import models\n",
        "from keras import layers\n",
        "from keras import utils\n",
        "from keras.layers import Dense, Conv2D, Activation\n",
        "\n",
        "def get_model():\n",
        "    img_height = 32\n",
        "    img_width = 32\n",
        "    img_channels = 3\n",
        "\n",
        "    input_shape = (img_height, img_width, img_channels)\n",
        "    img_input = k.Input(shape=input_shape)\n",
        "    #FIRST FEATURE EXTRACTION LAYER\n",
        "    C1 = layers.Conv2D(64, 3, padding = 'same', kernel_initializer = 'he_normal')(img_input)\n",
        "    A1 = layers.LeakyReLU(alpha=0.3)(C1)\n",
        "    \n",
        "    #FIRST RESNET BLOCK\n",
        "    C2 = layers.SeparableConv2D(64, 3,padding = 'same', kernel_initializer = 'he_normal')(A1)\n",
        "    A2 = layers.LeakyReLU(alpha=0.3)(C2)\n",
        "    \n",
        "    C3 = layers.SeparableConv2D(64, 3,padding = 'same', kernel_initializer = 'he_normal')(A2)\n",
        "    A3 = layers.LeakyReLU(alpha=0.3)(C3)\n",
        "    Sum1  = layers.add([A1,A3])\n",
        "    \n",
        "    #SECOND RESNET BLOCK\n",
        "    C4 = layers.SeparableConv2D(64, 3,padding = 'same', kernel_initializer = 'he_normal')(Sum1)\n",
        "    A4 = layers.LeakyReLU(alpha=0.3)(C4)\n",
        "    \n",
        "    C5 = layers.SeparableConv2D(64, 3,padding = 'same', kernel_initializer = 'he_normal')(A4)\n",
        "    A5 = layers.LeakyReLU(alpha=0.3)(C5)\n",
        "    Sum2  = layers.add([A1,A5])\n",
        "    \n",
        "    #SHRINKING LAYER\n",
        "    C6 = layers.SeparableConv2D(64, 1,padding = 'same', kernel_initializer = 'he_normal')(Sum2)\n",
        "    A6 = layers.LeakyReLU(alpha=0.3)(C6)\n",
        "    \n",
        "    #DECONVOLUTION LAYER\n",
        "    y = layers.Conv2DTranspose(3,9, strides=(2,2),padding='same')(A6)\n",
        "    \n",
        "    #EXPANDING LAYER \n",
        "    C7 = layers.SeparableConv2D(64, 1,padding = 'same', kernel_initializer = 'he_normal')(y)\n",
        "    A7 = layers.LeakyReLU(alpha=0.3)(C7)\n",
        "    #XCEPTION BLOCK 1\n",
        "    X1 = layers.SeparableConv2D(64, 3,padding = 'same', kernel_initializer = 'he_normal')(A7)\n",
        "    AX1 = layers.LeakyReLU(alpha=0.3)(X1)\n",
        "    \n",
        "    X2 = layers.SeparableConv2D(64, 5,padding = 'same', kernel_initializer = 'he_normal')(A7)\n",
        "    AX2 = layers.LeakyReLU(alpha=0.3)(X2)\n",
        "    \n",
        "    X3 = layers.SeparableConv2D(64, 7,padding = 'same', kernel_initializer = 'he_normal')(A7)\n",
        "    AX3 = layers.LeakyReLU(alpha=0.3)(X3)\n",
        "    \n",
        "    Sum3  = layers.add([AX1,AX2,AX3])\n",
        "    \n",
        "    C8 = layers.SeparableConv2D(3,3,padding = 'same', kernel_initializer = 'he_normal')(Sum3)\n",
        "    A8 = layers.LeakyReLU(alpha=0.3)(C8)\n",
        "    \n",
        "    #XCEPTION BLOCK 2\n",
        "    X4 = layers.SeparableConv2D(64, 3,padding = 'same', kernel_initializer = 'he_normal')(A8)\n",
        "    AX4 = layers.LeakyReLU(alpha=0.3)(X4)\n",
        "    \n",
        "    X5 = layers.SeparableConv2D(64, 5,padding = 'same', kernel_initializer = 'he_normal')(A8)\n",
        "    AX5 = layers.LeakyReLU(alpha=0.3)(X5)\n",
        "    \n",
        "    X6 = layers.SeparableConv2D(64, 7,padding = 'same', kernel_initializer = 'he_normal')(A8)\n",
        "    AX6 = layers.LeakyReLU(alpha=0.3)(X6)\n",
        "    Sum4  = layers.add([AX4,AX5,AX6])\n",
        "    C9 = layers.SeparableConv2D(3,3,padding = 'same', kernel_initializer = 'he_normal')(Sum4)\n",
        "    A9 = layers.LeakyReLU(alpha=0.3)(C9)\n",
        "    #XCEPTION BLOCK 3\n",
        "    X7 = layers.SeparableConv2D(64, 3,padding = 'same', kernel_initializer = 'he_normal')(A9)\n",
        "    AX7 = layers.LeakyReLU(alpha=0.3)(X7)\n",
        "    \n",
        "    X8 = layers.SeparableConv2D(64, 5,padding = 'same', kernel_initializer = 'he_normal')(A9)\n",
        "    AX8 = layers.LeakyReLU(alpha=0.3)(X8)\n",
        "    \n",
        "    X9 = layers.SeparableConv2D(64, 7,padding = 'same', kernel_initializer = 'he_normal')(A9)\n",
        "    AX9 = layers.LeakyReLU(alpha=0.3)(X9)\n",
        "    Sum5  = layers.add([AX7,AX8,AX9])\n",
        "    \n",
        "    C10 = layers.SeparableConv2D(3,3,padding = 'same', kernel_initializer = 'he_normal')(Sum5)\n",
        "    A10 = layers.LeakyReLU(alpha=0.3)(C10)\n",
        "\n",
        "\n",
        "    model = models.Model(img_input, A10)\n",
        "\n",
        "    return model\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "AxRSeMftBGgD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 529
        },
        "outputId": "fa39a070-9f82-41c2-f9f8-58aeb4348568"
      },
      "source": [
        "from IPython.display import Image\n",
        "Image('Figures/Net2.png')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kAR4NLU5BZCv",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# You can freely modify this file.\n",
        "# However, you need to have a function that is named get_model and returns a Keras Model.\n",
        "import keras as k\n",
        "from keras import models\n",
        "from keras import layers\n",
        "from keras import utils\n",
        "\n",
        "def get_model():\n",
        "    img_height = 256\n",
        "    img_width = 256\n",
        "    img_channels = 1\n",
        "\n",
        "    input_shape = (img_height, img_width, img_channels)\n",
        "    img_input = k.Input(shape=input_shape)\n",
        "    conv1 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(img_input)\n",
        "    conv1 = layers.Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv1)\n",
        "    pool1 = layers.MaxPooling2D(pool_size=(2, 2))(conv1)\n",
        "    conv2 = layers.Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool1)\n",
        "    conv2 = layers.Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv2)\n",
        "    pool2 = layers.MaxPooling2D(pool_size=(2, 2))(conv2)\n",
        "\n",
        "    model = models.Model(img_input, pool2)\n",
        "\n",
        "    return model\n"
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}