U_Net.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "U-Net.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LtAE9bCipMb2"
      },
      "source": [
        "# Unet Architecture\r\n",
        "\r\n",
        "The original Paper can be found [http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/](http://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/)\r\n",
        "\r\n",
        "![Custom_Model.png](data:image/png;base64,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)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A1Y5LxSXnd92",
        "outputId": "423d9e91-af57-4945-dd4b-c6a818425811"
      },
      "source": [
        "import numpy as np \r\n",
        "import os\r\n",
        "import skimage.io as io\r\n",
        "import skimage.transform as trans\r\n",
        "import numpy as np\r\n",
        "from keras.models import *\r\n",
        "from keras.layers import *\r\n",
        "from keras.optimizers import *\r\n",
        "from keras.callbacks import ModelCheckpoint, LearningRateScheduler\r\n",
        "from keras import backend as keras\r\n",
        "\r\n",
        "\r\n",
        "inputs = Input(shape = (256,256,3))\r\n",
        "conv1 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(inputs)\r\n",
        "conv1 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv1)\r\n",
        "pool1 = MaxPooling2D(pool_size=(2, 2))(conv1)\r\n",
        "conv2 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool1)\r\n",
        "conv2 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv2)\r\n",
        "pool2 = MaxPooling2D(pool_size=(2, 2))(conv2)\r\n",
        "conv3 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool2)\r\n",
        "conv3 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv3)\r\n",
        "pool3 = MaxPooling2D(pool_size=(2, 2))(conv3)\r\n",
        "conv4 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool3)\r\n",
        "conv4 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv4)\r\n",
        "drop4 = Dropout(0.5)(conv4)\r\n",
        "pool4 = MaxPooling2D(pool_size=(2, 2))(drop4)\r\n",
        "\r\n",
        "conv5 = Conv2D(1024, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(pool4)\r\n",
        "conv5 = Conv2D(1024, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv5)\r\n",
        "drop5 = Dropout(0.5)(conv5)\r\n",
        "\r\n",
        "up6 = Conv2D(512, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(drop5))\r\n",
        "merge6 = concatenate([drop4,up6], axis = 3)\r\n",
        "conv6 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge6)\r\n",
        "conv6 = Conv2D(512, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv6)\r\n",
        "\r\n",
        "up7 = Conv2D(256, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv6))\r\n",
        "merge7 = concatenate([conv3,up7], axis = 3)\r\n",
        "conv7 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge7)\r\n",
        "conv7 = Conv2D(256, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv7)\r\n",
        "\r\n",
        "up8 = Conv2D(128, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv7))\r\n",
        "merge8 = concatenate([conv2,up8], axis = 3)\r\n",
        "conv8 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge8)\r\n",
        "conv8 = Conv2D(128, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv8)\r\n",
        "\r\n",
        "up9 = Conv2D(64, 2, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(UpSampling2D(size = (2,2))(conv8))\r\n",
        "merge9 = concatenate([conv1,up9], axis = 3)\r\n",
        "conv9 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(merge9)\r\n",
        "conv9 = Conv2D(64, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv9)\r\n",
        "conv9 = Conv2D(2, 3, activation = 'relu', padding = 'same', kernel_initializer = 'he_normal')(conv9)\r\n",
        "conv10 = Conv2D(1, 1, activation = 'sigmoid')(conv9)\r\n",
        "\r\n",
        "model = Model(inputs, conv10)\r\n",
        "model.summary()"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model_3\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_8 (InputLayer)            [(None, 256, 256, 3) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_79 (Conv2D)              (None, 256, 256, 64) 1792        input_8[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_80 (Conv2D)              (None, 256, 256, 64) 36928       conv2d_79[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_14 (MaxPooling2D) (None, 128, 128, 64) 0           conv2d_80[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_81 (Conv2D)              (None, 128, 128, 128 73856       max_pooling2d_14[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_82 (Conv2D)              (None, 128, 128, 128 147584      conv2d_81[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_15 (MaxPooling2D) (None, 64, 64, 128)  0           conv2d_82[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_83 (Conv2D)              (None, 64, 64, 256)  295168      max_pooling2d_15[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_84 (Conv2D)              (None, 64, 64, 256)  590080      conv2d_83[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_16 (MaxPooling2D) (None, 32, 32, 256)  0           conv2d_84[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_85 (Conv2D)              (None, 32, 32, 512)  1180160     max_pooling2d_16[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_86 (Conv2D)              (None, 32, 32, 512)  2359808     conv2d_85[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "dropout_6 (Dropout)             (None, 32, 32, 512)  0           conv2d_86[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_17 (MaxPooling2D) (None, 16, 16, 512)  0           dropout_6[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_87 (Conv2D)              (None, 16, 16, 1024) 4719616     max_pooling2d_17[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_88 (Conv2D)              (None, 16, 16, 1024) 9438208     conv2d_87[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "dropout_7 (Dropout)             (None, 16, 16, 1024) 0           conv2d_88[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_12 (UpSampling2D) (None, 32, 32, 1024) 0           dropout_7[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_89 (Conv2D)              (None, 32, 32, 512)  2097664     up_sampling2d_12[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_12 (Concatenate)    (None, 32, 32, 1024) 0           dropout_6[0][0]                  \n",
            "                                                                 conv2d_89[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_90 (Conv2D)              (None, 32, 32, 512)  4719104     concatenate_12[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_91 (Conv2D)              (None, 32, 32, 512)  2359808     conv2d_90[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_13 (UpSampling2D) (None, 64, 64, 512)  0           conv2d_91[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_92 (Conv2D)              (None, 64, 64, 256)  524544      up_sampling2d_13[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_13 (Concatenate)    (None, 64, 64, 512)  0           conv2d_84[0][0]                  \n",
            "                                                                 conv2d_92[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_93 (Conv2D)              (None, 64, 64, 256)  1179904     concatenate_13[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_94 (Conv2D)              (None, 64, 64, 256)  590080      conv2d_93[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_14 (UpSampling2D) (None, 128, 128, 256 0           conv2d_94[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_95 (Conv2D)              (None, 128, 128, 128 131200      up_sampling2d_14[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_14 (Concatenate)    (None, 128, 128, 256 0           conv2d_82[0][0]                  \n",
            "                                                                 conv2d_95[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_96 (Conv2D)              (None, 128, 128, 128 295040      concatenate_14[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_97 (Conv2D)              (None, 128, 128, 128 147584      conv2d_96[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "up_sampling2d_15 (UpSampling2D) (None, 256, 256, 128 0           conv2d_97[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_98 (Conv2D)              (None, 256, 256, 64) 32832       up_sampling2d_15[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_15 (Concatenate)    (None, 256, 256, 128 0           conv2d_80[0][0]                  \n",
            "                                                                 conv2d_98[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_99 (Conv2D)              (None, 256, 256, 64) 73792       concatenate_15[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_100 (Conv2D)             (None, 256, 256, 64) 36928       conv2d_99[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_101 (Conv2D)             (None, 256, 256, 2)  1154        conv2d_100[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_102 (Conv2D)             (None, 256, 256, 1)  3           conv2d_101[0][0]                 \n",
            "==================================================================================================\n",
            "Total params: 31,032,837\n",
            "Trainable params: 31,032,837\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Gz8GFVGHnoR2",
        "outputId": "238abdeb-b454-42f9-80b6-dc8b199912ef"
      },
      "source": [
        "plot_model(model)"
      ],
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PZbh-lCcn0rR"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}