DECONVOLUTION_CONVOLUTION_LAYER.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "DECONVOLUTION_CONVOLUTION_LAYER.ipynb",
      "version": "0.3.2",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "metadata": {
        "id": "Xq-Hs8FDr20Z",
        "colab_type": "code",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": 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              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "outputId": "c85b4afa-0785-4c2a-8c51-66c145c3bd98"
      },
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "uploaded = files.upload()"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-3b44c039-38a1-45f9-ae61-7038ba6a1fbf\" name=\"files[]\" multiple disabled />\n",
              "     <output id=\"result-3b44c039-38a1-45f9-ae61-7038ba6a1fbf\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving Transpose2.png to Transpose2.png\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "TB6-2k4Tyis0",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 694
        },
        "outputId": "70e8c2fc-2b7f-42ef-e379-f72b69869218"
      },
      "cell_type": "code",
      "source": [
        "from IPython.display import Image\n",
        "Image('Transpose2.png')"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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Tfa3R8nme8eUY9euiEl/BDSiMveoRhEGqElBIi2vqggsbvk+ucYxvDi+U83FcCQSZknRb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Y2NsJU7I3I/wG0vKChITExMs5KVkQGPHEx6MO9hFQxyIC8vD/JVT+cUyA9Qj6SkpEACkhlkMhlU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GEs1fHY/H09LSkpaWhmg4xcjISLz8t4oQQiwF79KBEwN4K8pMwP39/ZWVlePj42NjY9nZ2Zs3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\nYAm/fv0GjjUqH51COIMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "metadata": {
        "id": "J16g4AcMx-h5",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        "from keras.layers import Input\n",
        "from keras.layers import Conv2DTranspose\n",
        "from keras.layers import Conv2D\n",
        "from keras.models import Model"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "metadata": {
        "id": "jO_fsz7dhl__",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 340
        },
        "outputId": "368c24a4-4c73-46f4-92a4-e263ea63110f"
      },
      "cell_type": "code",
      "source": [
        "img_shape = (32,32,1)\n",
        "input_img = Input(shape=(img_shape))\n",
        "D1 = Conv2DTranspose(32, (3, 3), strides=(2,2), padding='same',name='TRANS_CONV1')(input_img)\n",
        "C1 = Conv2D(32,(1,1),padding='SAME',name='CONV1')(D1)\n",
        "D2 = Conv2DTranspose(32, (3, 3), strides=(2,2), padding='same',name='TRANS_CONV2')(C1)\n",
        "C2 = Conv2D(32,(1,1),padding='SAME',name='CONV2')(D2)\n",
        "D3 = Conv2DTranspose(32, (3, 3), strides=(2,2), padding='same',name='TRANS_CONV3')(C2)\n",
        "model = Model(input_img, D3)\n",
        "model.summary()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_2 (InputLayer)         (None, 32, 32, 1)         0         \n",
            "_________________________________________________________________\n",
            "TRANS_CONV1 (Conv2DTranspose (None, 64, 64, 32)        320       \n",
            "_________________________________________________________________\n",
            "CONV1 (Conv2D)               (None, 64, 64, 32)        1056      \n",
            "_________________________________________________________________\n",
            "TRANS_CONV2 (Conv2DTranspose (None, 128, 128, 32)      9248      \n",
            "_________________________________________________________________\n",
            "CONV2 (Conv2D)               (None, 128, 128, 32)      1056      \n",
            "_________________________________________________________________\n",
            "TRANS_CONV3 (Conv2DTranspose (None, 256, 256, 32)      9248      \n",
            "=================================================================\n",
            "Total params: 20,928\n",
            "Trainable params: 20,928\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "fg7xw7GeyoZt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 344
        },
        "outputId": "8612d998-0699-4da6-c190-6bfab4c52c9b"
      },
      "cell_type": "code",
      "source": [
        "from IPython.display import Image\n",
        "Image('Transpose1.png')"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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mSZdEN8PHt/Lvvpte+aWUWKubb9++LTu+MeZkVIKqWBv8DswYY4wxZjUGBZUV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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "metadata": {
        "id": "xitPNetpi5eO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 648
        },
        "outputId": "e55c6003-de5d-4fb7-b906-78e9614bdb92"
      },
      "cell_type": "code",
      "source": [
        "from IPython.display import SVG\n",
        "from keras.utils.vis_utils import model_to_dot\n",
        "SVG(model_to_dot(model, show_shapes=True).create(prog='dot', format='svg'))"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<IPython.core.display.SVG object>"
            ],
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          "metadata": {
            "tags": []
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          "execution_count": 3
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    {
      "metadata": {
        "id": "B4LLJeN8i7D6",
        "colab_type": "code",
        "colab": {}
      },
      "cell_type": "code",
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}