Transfer_Learning_DenseNet201.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Transfer_Learning_DenseNet201.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3xfcjGsZfMm3",
        "outputId": "bf7391b4-766a-493f-da29-c86e9d4169cc"
      },
      "source": [
        "!pwd"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f4356PRFfYIO",
        "outputId": "b1eb2c71-dca3-4b1c-98d8-25244e999b09"
      },
      "source": [
        "#changing the working directory and entering to dataset directory for my google drive\n",
        "%cd drive/MyDrive/kaggle/image_classification/"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/kaggle/image_classification\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ldciMsLHfbsI",
        "outputId": "f28520ea-0031-4273-ebe4-9dda4e0628b2"
      },
      "source": [
        "%cd flower_classification/"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "/content/drive/MyDrive/kaggle/image_classification/flower_classification\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nmR7GD7RfhQz",
        "outputId": "36eb1cfe-a0fc-43cd-c95b-2fa3d1b0093d"
      },
      "source": [
        "!ls"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "test  train\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VhTrRme4fjfC"
      },
      "source": [
        "from keras.layers import Input, Lambda, Dense, Flatten\n",
        "from keras.models import Model\n",
        "from keras.applications.densenet import DenseNet201\n",
        "from keras.applications.densenet import preprocess_input\n",
        "from keras.preprocessing import image\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "from keras.models import Sequential\n",
        "import numpy as np\n",
        "from glob import glob\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OC5121djfnnN"
      },
      "source": [
        "# re-size all the images to this\n",
        "IMAGE_SIZE = [224, 224]"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "e4EauHfDfrAg"
      },
      "source": [
        "train_path = 'train'\n",
        "valid_path = 'test'"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0rPJ41ngft8f",
        "outputId": "0d9e6df6-c250-4f7e-ed7b-d168a0ce9981"
      },
      "source": [
        "# add preprocessing layer to the front of DenseNet201\n",
        "densenet = DenseNet201(input_shape=IMAGE_SIZE + [3], weights='imagenet', include_top=False)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet201_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "74842112/74836368 [==============================] - 1s 0us/step\n",
            "74850304/74836368 [==============================] - 1s 0us/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bS-U87O9fwlU"
      },
      "source": [
        "# don't train existing weights\n",
        "for layer in densenet.layers:\n",
        "  layer.trainable = False"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iuYCKenTf0fS"
      },
      "source": [
        "# useful for getting number of classes\n",
        "folders = glob('train/*')"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "65XE11-Of38I"
      },
      "source": [
        "# our layers - you can add more if you want\n",
        "x = Flatten()(densenet.output)\n",
        "# x = Dense(1000, activation='relu')(x)\n",
        "prediction = Dense(len(folders), activation='softmax')(x)"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OTXHPQZOf6f2"
      },
      "source": [
        "# create a model object\n",
        "model = Model(inputs=densenet.input, outputs=prediction)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "l5b9lT9Hf82b",
        "outputId": "b6eb560a-83bf-4afa-da9e-6430491ccfb8"
      },
      "source": [
        "# view the structure of the model\n",
        "model.summary()"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            [(None, 224, 224, 3) 0                                            \n",
            "__________________________________________________________________________________________________\n",
            "zero_padding2d (ZeroPadding2D)  (None, 230, 230, 3)  0           input_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "conv1/conv (Conv2D)             (None, 112, 112, 64) 9408        zero_padding2d[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "conv1/bn (BatchNormalization)   (None, 112, 112, 64) 256         conv1/conv[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv1/relu (Activation)         (None, 112, 112, 64) 0           conv1/bn[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "zero_padding2d_1 (ZeroPadding2D (None, 114, 114, 64) 0           conv1/relu[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "pool1 (MaxPooling2D)            (None, 56, 56, 64)   0           zero_padding2d_1[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block1_0_bn (BatchNormali (None, 56, 56, 64)   256         pool1[0][0]                      \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block1_0_relu (Activation (None, 56, 56, 64)   0           conv2_block1_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block1_1_conv (Conv2D)    (None, 56, 56, 128)  8192        conv2_block1_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block1_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block1_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block1_1_relu (Activation (None, 56, 56, 128)  0           conv2_block1_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block1_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block1_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block1_concat (Concatenat (None, 56, 56, 96)   0           pool1[0][0]                      \n",
            "                                                                 conv2_block1_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block2_0_bn (BatchNormali (None, 56, 56, 96)   384         conv2_block1_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block2_0_relu (Activation (None, 56, 56, 96)   0           conv2_block2_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block2_1_conv (Conv2D)    (None, 56, 56, 128)  12288       conv2_block2_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block2_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block2_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block2_1_relu (Activation (None, 56, 56, 128)  0           conv2_block2_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block2_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block2_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block2_concat (Concatenat (None, 56, 56, 128)  0           conv2_block1_concat[0][0]        \n",
            "                                                                 conv2_block2_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block3_0_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block2_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block3_0_relu (Activation (None, 56, 56, 128)  0           conv2_block3_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block3_1_conv (Conv2D)    (None, 56, 56, 128)  16384       conv2_block3_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block3_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block3_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block3_1_relu (Activation (None, 56, 56, 128)  0           conv2_block3_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block3_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block3_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block3_concat (Concatenat (None, 56, 56, 160)  0           conv2_block2_concat[0][0]        \n",
            "                                                                 conv2_block3_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block4_0_bn (BatchNormali (None, 56, 56, 160)  640         conv2_block3_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block4_0_relu (Activation (None, 56, 56, 160)  0           conv2_block4_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block4_1_conv (Conv2D)    (None, 56, 56, 128)  20480       conv2_block4_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block4_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block4_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block4_1_relu (Activation (None, 56, 56, 128)  0           conv2_block4_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block4_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block4_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block4_concat (Concatenat (None, 56, 56, 192)  0           conv2_block3_concat[0][0]        \n",
            "                                                                 conv2_block4_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block5_0_bn (BatchNormali (None, 56, 56, 192)  768         conv2_block4_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block5_0_relu (Activation (None, 56, 56, 192)  0           conv2_block5_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block5_1_conv (Conv2D)    (None, 56, 56, 128)  24576       conv2_block5_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block5_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block5_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block5_1_relu (Activation (None, 56, 56, 128)  0           conv2_block5_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block5_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block5_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block5_concat (Concatenat (None, 56, 56, 224)  0           conv2_block4_concat[0][0]        \n",
            "                                                                 conv2_block5_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block6_0_bn (BatchNormali (None, 56, 56, 224)  896         conv2_block5_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block6_0_relu (Activation (None, 56, 56, 224)  0           conv2_block6_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block6_1_conv (Conv2D)    (None, 56, 56, 128)  28672       conv2_block6_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block6_1_bn (BatchNormali (None, 56, 56, 128)  512         conv2_block6_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block6_1_relu (Activation (None, 56, 56, 128)  0           conv2_block6_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block6_2_conv (Conv2D)    (None, 56, 56, 32)   36864       conv2_block6_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2_block6_concat (Concatenat (None, 56, 56, 256)  0           conv2_block5_concat[0][0]        \n",
            "                                                                 conv2_block6_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "pool2_bn (BatchNormalization)   (None, 56, 56, 256)  1024        conv2_block6_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "pool2_relu (Activation)         (None, 56, 56, 256)  0           pool2_bn[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "pool2_conv (Conv2D)             (None, 56, 56, 128)  32768       pool2_relu[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "pool2_pool (AveragePooling2D)   (None, 28, 28, 128)  0           pool2_conv[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block1_0_bn (BatchNormali (None, 28, 28, 128)  512         pool2_pool[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block1_0_relu (Activation (None, 28, 28, 128)  0           conv3_block1_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block1_1_conv (Conv2D)    (None, 28, 28, 128)  16384       conv3_block1_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block1_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block1_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block1_1_relu (Activation (None, 28, 28, 128)  0           conv3_block1_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block1_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block1_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block1_concat (Concatenat (None, 28, 28, 160)  0           pool2_pool[0][0]                 \n",
            "                                                                 conv3_block1_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block2_0_bn (BatchNormali (None, 28, 28, 160)  640         conv3_block1_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block2_0_relu (Activation (None, 28, 28, 160)  0           conv3_block2_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block2_1_conv (Conv2D)    (None, 28, 28, 128)  20480       conv3_block2_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block2_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block2_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block2_1_relu (Activation (None, 28, 28, 128)  0           conv3_block2_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block2_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block2_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block2_concat (Concatenat (None, 28, 28, 192)  0           conv3_block1_concat[0][0]        \n",
            "                                                                 conv3_block2_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block3_0_bn (BatchNormali (None, 28, 28, 192)  768         conv3_block2_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block3_0_relu (Activation (None, 28, 28, 192)  0           conv3_block3_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block3_1_conv (Conv2D)    (None, 28, 28, 128)  24576       conv3_block3_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block3_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block3_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block3_1_relu (Activation (None, 28, 28, 128)  0           conv3_block3_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block3_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block3_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block3_concat (Concatenat (None, 28, 28, 224)  0           conv3_block2_concat[0][0]        \n",
            "                                                                 conv3_block3_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block4_0_bn (BatchNormali (None, 28, 28, 224)  896         conv3_block3_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block4_0_relu (Activation (None, 28, 28, 224)  0           conv3_block4_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block4_1_conv (Conv2D)    (None, 28, 28, 128)  28672       conv3_block4_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block4_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block4_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block4_1_relu (Activation (None, 28, 28, 128)  0           conv3_block4_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block4_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block4_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block4_concat (Concatenat (None, 28, 28, 256)  0           conv3_block3_concat[0][0]        \n",
            "                                                                 conv3_block4_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block5_0_bn (BatchNormali (None, 28, 28, 256)  1024        conv3_block4_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block5_0_relu (Activation (None, 28, 28, 256)  0           conv3_block5_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block5_1_conv (Conv2D)    (None, 28, 28, 128)  32768       conv3_block5_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block5_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block5_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block5_1_relu (Activation (None, 28, 28, 128)  0           conv3_block5_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block5_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block5_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block5_concat (Concatenat (None, 28, 28, 288)  0           conv3_block4_concat[0][0]        \n",
            "                                                                 conv3_block5_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block6_0_bn (BatchNormali (None, 28, 28, 288)  1152        conv3_block5_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block6_0_relu (Activation (None, 28, 28, 288)  0           conv3_block6_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block6_1_conv (Conv2D)    (None, 28, 28, 128)  36864       conv3_block6_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block6_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block6_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block6_1_relu (Activation (None, 28, 28, 128)  0           conv3_block6_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block6_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block6_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block6_concat (Concatenat (None, 28, 28, 320)  0           conv3_block5_concat[0][0]        \n",
            "                                                                 conv3_block6_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block7_0_bn (BatchNormali (None, 28, 28, 320)  1280        conv3_block6_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block7_0_relu (Activation (None, 28, 28, 320)  0           conv3_block7_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block7_1_conv (Conv2D)    (None, 28, 28, 128)  40960       conv3_block7_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block7_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block7_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block7_1_relu (Activation (None, 28, 28, 128)  0           conv3_block7_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block7_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block7_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block7_concat (Concatenat (None, 28, 28, 352)  0           conv3_block6_concat[0][0]        \n",
            "                                                                 conv3_block7_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block8_0_bn (BatchNormali (None, 28, 28, 352)  1408        conv3_block7_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block8_0_relu (Activation (None, 28, 28, 352)  0           conv3_block8_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block8_1_conv (Conv2D)    (None, 28, 28, 128)  45056       conv3_block8_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block8_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block8_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block8_1_relu (Activation (None, 28, 28, 128)  0           conv3_block8_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block8_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block8_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block8_concat (Concatenat (None, 28, 28, 384)  0           conv3_block7_concat[0][0]        \n",
            "                                                                 conv3_block8_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block9_0_bn (BatchNormali (None, 28, 28, 384)  1536        conv3_block8_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block9_0_relu (Activation (None, 28, 28, 384)  0           conv3_block9_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block9_1_conv (Conv2D)    (None, 28, 28, 128)  49152       conv3_block9_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block9_1_bn (BatchNormali (None, 28, 28, 128)  512         conv3_block9_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block9_1_relu (Activation (None, 28, 28, 128)  0           conv3_block9_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block9_2_conv (Conv2D)    (None, 28, 28, 32)   36864       conv3_block9_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block9_concat (Concatenat (None, 28, 28, 416)  0           conv3_block8_concat[0][0]        \n",
            "                                                                 conv3_block9_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block10_0_bn (BatchNormal (None, 28, 28, 416)  1664        conv3_block9_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block10_0_relu (Activatio (None, 28, 28, 416)  0           conv3_block10_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block10_1_conv (Conv2D)   (None, 28, 28, 128)  53248       conv3_block10_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block10_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block10_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block10_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block10_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block10_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block10_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block10_concat (Concatena (None, 28, 28, 448)  0           conv3_block9_concat[0][0]        \n",
            "                                                                 conv3_block10_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block11_0_bn (BatchNormal (None, 28, 28, 448)  1792        conv3_block10_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block11_0_relu (Activatio (None, 28, 28, 448)  0           conv3_block11_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block11_1_conv (Conv2D)   (None, 28, 28, 128)  57344       conv3_block11_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block11_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block11_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block11_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block11_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block11_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block11_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block11_concat (Concatena (None, 28, 28, 480)  0           conv3_block10_concat[0][0]       \n",
            "                                                                 conv3_block11_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block12_0_bn (BatchNormal (None, 28, 28, 480)  1920        conv3_block11_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block12_0_relu (Activatio (None, 28, 28, 480)  0           conv3_block12_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block12_1_conv (Conv2D)   (None, 28, 28, 128)  61440       conv3_block12_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block12_1_bn (BatchNormal (None, 28, 28, 128)  512         conv3_block12_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block12_1_relu (Activatio (None, 28, 28, 128)  0           conv3_block12_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block12_2_conv (Conv2D)   (None, 28, 28, 32)   36864       conv3_block12_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv3_block12_concat (Concatena (None, 28, 28, 512)  0           conv3_block11_concat[0][0]       \n",
            "                                                                 conv3_block12_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "pool3_bn (BatchNormalization)   (None, 28, 28, 512)  2048        conv3_block12_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "pool3_relu (Activation)         (None, 28, 28, 512)  0           pool3_bn[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "pool3_conv (Conv2D)             (None, 28, 28, 256)  131072      pool3_relu[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "pool3_pool (AveragePooling2D)   (None, 14, 14, 256)  0           pool3_conv[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block1_0_bn (BatchNormali (None, 14, 14, 256)  1024        pool3_pool[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block1_0_relu (Activation (None, 14, 14, 256)  0           conv4_block1_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block1_1_conv (Conv2D)    (None, 14, 14, 128)  32768       conv4_block1_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block1_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block1_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block1_1_relu (Activation (None, 14, 14, 128)  0           conv4_block1_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block1_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block1_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block1_concat (Concatenat (None, 14, 14, 288)  0           pool3_pool[0][0]                 \n",
            "                                                                 conv4_block1_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block2_0_bn (BatchNormali (None, 14, 14, 288)  1152        conv4_block1_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block2_0_relu (Activation (None, 14, 14, 288)  0           conv4_block2_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block2_1_conv (Conv2D)    (None, 14, 14, 128)  36864       conv4_block2_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block2_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block2_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block2_1_relu (Activation (None, 14, 14, 128)  0           conv4_block2_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block2_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block2_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block2_concat (Concatenat (None, 14, 14, 320)  0           conv4_block1_concat[0][0]        \n",
            "                                                                 conv4_block2_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block3_0_bn (BatchNormali (None, 14, 14, 320)  1280        conv4_block2_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block3_0_relu (Activation (None, 14, 14, 320)  0           conv4_block3_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block3_1_conv (Conv2D)    (None, 14, 14, 128)  40960       conv4_block3_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block3_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block3_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block3_1_relu (Activation (None, 14, 14, 128)  0           conv4_block3_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block3_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block3_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block3_concat (Concatenat (None, 14, 14, 352)  0           conv4_block2_concat[0][0]        \n",
            "                                                                 conv4_block3_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block4_0_bn (BatchNormali (None, 14, 14, 352)  1408        conv4_block3_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block4_0_relu (Activation (None, 14, 14, 352)  0           conv4_block4_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block4_1_conv (Conv2D)    (None, 14, 14, 128)  45056       conv4_block4_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block4_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block4_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block4_1_relu (Activation (None, 14, 14, 128)  0           conv4_block4_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block4_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block4_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block4_concat (Concatenat (None, 14, 14, 384)  0           conv4_block3_concat[0][0]        \n",
            "                                                                 conv4_block4_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block5_0_bn (BatchNormali (None, 14, 14, 384)  1536        conv4_block4_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block5_0_relu (Activation (None, 14, 14, 384)  0           conv4_block5_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block5_1_conv (Conv2D)    (None, 14, 14, 128)  49152       conv4_block5_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block5_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block5_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block5_1_relu (Activation (None, 14, 14, 128)  0           conv4_block5_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block5_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block5_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block5_concat (Concatenat (None, 14, 14, 416)  0           conv4_block4_concat[0][0]        \n",
            "                                                                 conv4_block5_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block6_0_bn (BatchNormali (None, 14, 14, 416)  1664        conv4_block5_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block6_0_relu (Activation (None, 14, 14, 416)  0           conv4_block6_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block6_1_conv (Conv2D)    (None, 14, 14, 128)  53248       conv4_block6_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block6_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block6_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block6_1_relu (Activation (None, 14, 14, 128)  0           conv4_block6_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block6_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block6_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block6_concat (Concatenat (None, 14, 14, 448)  0           conv4_block5_concat[0][0]        \n",
            "                                                                 conv4_block6_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block7_0_bn (BatchNormali (None, 14, 14, 448)  1792        conv4_block6_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block7_0_relu (Activation (None, 14, 14, 448)  0           conv4_block7_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block7_1_conv (Conv2D)    (None, 14, 14, 128)  57344       conv4_block7_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block7_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block7_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block7_1_relu (Activation (None, 14, 14, 128)  0           conv4_block7_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block7_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block7_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block7_concat (Concatenat (None, 14, 14, 480)  0           conv4_block6_concat[0][0]        \n",
            "                                                                 conv4_block7_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block8_0_bn (BatchNormali (None, 14, 14, 480)  1920        conv4_block7_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block8_0_relu (Activation (None, 14, 14, 480)  0           conv4_block8_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block8_1_conv (Conv2D)    (None, 14, 14, 128)  61440       conv4_block8_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block8_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block8_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block8_1_relu (Activation (None, 14, 14, 128)  0           conv4_block8_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block8_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block8_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block8_concat (Concatenat (None, 14, 14, 512)  0           conv4_block7_concat[0][0]        \n",
            "                                                                 conv4_block8_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block9_0_bn (BatchNormali (None, 14, 14, 512)  2048        conv4_block8_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block9_0_relu (Activation (None, 14, 14, 512)  0           conv4_block9_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block9_1_conv (Conv2D)    (None, 14, 14, 128)  65536       conv4_block9_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block9_1_bn (BatchNormali (None, 14, 14, 128)  512         conv4_block9_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block9_1_relu (Activation (None, 14, 14, 128)  0           conv4_block9_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block9_2_conv (Conv2D)    (None, 14, 14, 32)   36864       conv4_block9_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block9_concat (Concatenat (None, 14, 14, 544)  0           conv4_block8_concat[0][0]        \n",
            "                                                                 conv4_block9_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block10_0_bn (BatchNormal (None, 14, 14, 544)  2176        conv4_block9_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block10_0_relu (Activatio (None, 14, 14, 544)  0           conv4_block10_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block10_1_conv (Conv2D)   (None, 14, 14, 128)  69632       conv4_block10_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block10_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block10_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block10_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block10_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block10_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block10_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block10_concat (Concatena (None, 14, 14, 576)  0           conv4_block9_concat[0][0]        \n",
            "                                                                 conv4_block10_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block11_0_bn (BatchNormal (None, 14, 14, 576)  2304        conv4_block10_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block11_0_relu (Activatio (None, 14, 14, 576)  0           conv4_block11_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block11_1_conv (Conv2D)   (None, 14, 14, 128)  73728       conv4_block11_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block11_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block11_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block11_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block11_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block11_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block11_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block11_concat (Concatena (None, 14, 14, 608)  0           conv4_block10_concat[0][0]       \n",
            "                                                                 conv4_block11_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block12_0_bn (BatchNormal (None, 14, 14, 608)  2432        conv4_block11_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block12_0_relu (Activatio (None, 14, 14, 608)  0           conv4_block12_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block12_1_conv (Conv2D)   (None, 14, 14, 128)  77824       conv4_block12_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block12_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block12_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block12_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block12_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block12_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block12_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block12_concat (Concatena (None, 14, 14, 640)  0           conv4_block11_concat[0][0]       \n",
            "                                                                 conv4_block12_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block13_0_bn (BatchNormal (None, 14, 14, 640)  2560        conv4_block12_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block13_0_relu (Activatio (None, 14, 14, 640)  0           conv4_block13_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block13_1_conv (Conv2D)   (None, 14, 14, 128)  81920       conv4_block13_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block13_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block13_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block13_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block13_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block13_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block13_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block13_concat (Concatena (None, 14, 14, 672)  0           conv4_block12_concat[0][0]       \n",
            "                                                                 conv4_block13_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block14_0_bn (BatchNormal (None, 14, 14, 672)  2688        conv4_block13_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block14_0_relu (Activatio (None, 14, 14, 672)  0           conv4_block14_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block14_1_conv (Conv2D)   (None, 14, 14, 128)  86016       conv4_block14_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block14_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block14_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block14_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block14_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block14_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block14_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block14_concat (Concatena (None, 14, 14, 704)  0           conv4_block13_concat[0][0]       \n",
            "                                                                 conv4_block14_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block15_0_bn (BatchNormal (None, 14, 14, 704)  2816        conv4_block14_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block15_0_relu (Activatio (None, 14, 14, 704)  0           conv4_block15_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block15_1_conv (Conv2D)   (None, 14, 14, 128)  90112       conv4_block15_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block15_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block15_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block15_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block15_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block15_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block15_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block15_concat (Concatena (None, 14, 14, 736)  0           conv4_block14_concat[0][0]       \n",
            "                                                                 conv4_block15_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block16_0_bn (BatchNormal (None, 14, 14, 736)  2944        conv4_block15_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block16_0_relu (Activatio (None, 14, 14, 736)  0           conv4_block16_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block16_1_conv (Conv2D)   (None, 14, 14, 128)  94208       conv4_block16_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block16_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block16_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block16_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block16_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block16_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block16_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block16_concat (Concatena (None, 14, 14, 768)  0           conv4_block15_concat[0][0]       \n",
            "                                                                 conv4_block16_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block17_0_bn (BatchNormal (None, 14, 14, 768)  3072        conv4_block16_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block17_0_relu (Activatio (None, 14, 14, 768)  0           conv4_block17_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block17_1_conv (Conv2D)   (None, 14, 14, 128)  98304       conv4_block17_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block17_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block17_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block17_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block17_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block17_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block17_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block17_concat (Concatena (None, 14, 14, 800)  0           conv4_block16_concat[0][0]       \n",
            "                                                                 conv4_block17_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block18_0_bn (BatchNormal (None, 14, 14, 800)  3200        conv4_block17_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block18_0_relu (Activatio (None, 14, 14, 800)  0           conv4_block18_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block18_1_conv (Conv2D)   (None, 14, 14, 128)  102400      conv4_block18_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block18_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block18_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block18_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block18_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block18_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block18_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block18_concat (Concatena (None, 14, 14, 832)  0           conv4_block17_concat[0][0]       \n",
            "                                                                 conv4_block18_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block19_0_bn (BatchNormal (None, 14, 14, 832)  3328        conv4_block18_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block19_0_relu (Activatio (None, 14, 14, 832)  0           conv4_block19_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block19_1_conv (Conv2D)   (None, 14, 14, 128)  106496      conv4_block19_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block19_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block19_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block19_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block19_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block19_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block19_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block19_concat (Concatena (None, 14, 14, 864)  0           conv4_block18_concat[0][0]       \n",
            "                                                                 conv4_block19_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block20_0_bn (BatchNormal (None, 14, 14, 864)  3456        conv4_block19_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block20_0_relu (Activatio (None, 14, 14, 864)  0           conv4_block20_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block20_1_conv (Conv2D)   (None, 14, 14, 128)  110592      conv4_block20_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block20_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block20_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block20_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block20_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block20_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block20_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block20_concat (Concatena (None, 14, 14, 896)  0           conv4_block19_concat[0][0]       \n",
            "                                                                 conv4_block20_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block21_0_bn (BatchNormal (None, 14, 14, 896)  3584        conv4_block20_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block21_0_relu (Activatio (None, 14, 14, 896)  0           conv4_block21_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block21_1_conv (Conv2D)   (None, 14, 14, 128)  114688      conv4_block21_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block21_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block21_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block21_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block21_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block21_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block21_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block21_concat (Concatena (None, 14, 14, 928)  0           conv4_block20_concat[0][0]       \n",
            "                                                                 conv4_block21_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block22_0_bn (BatchNormal (None, 14, 14, 928)  3712        conv4_block21_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block22_0_relu (Activatio (None, 14, 14, 928)  0           conv4_block22_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block22_1_conv (Conv2D)   (None, 14, 14, 128)  118784      conv4_block22_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block22_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block22_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block22_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block22_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block22_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block22_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block22_concat (Concatena (None, 14, 14, 960)  0           conv4_block21_concat[0][0]       \n",
            "                                                                 conv4_block22_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block23_0_bn (BatchNormal (None, 14, 14, 960)  3840        conv4_block22_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block23_0_relu (Activatio (None, 14, 14, 960)  0           conv4_block23_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block23_1_conv (Conv2D)   (None, 14, 14, 128)  122880      conv4_block23_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block23_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block23_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block23_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block23_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block23_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block23_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block23_concat (Concatena (None, 14, 14, 992)  0           conv4_block22_concat[0][0]       \n",
            "                                                                 conv4_block23_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block24_0_bn (BatchNormal (None, 14, 14, 992)  3968        conv4_block23_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block24_0_relu (Activatio (None, 14, 14, 992)  0           conv4_block24_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block24_1_conv (Conv2D)   (None, 14, 14, 128)  126976      conv4_block24_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block24_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block24_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block24_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block24_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block24_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block24_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block24_concat (Concatena (None, 14, 14, 1024) 0           conv4_block23_concat[0][0]       \n",
            "                                                                 conv4_block24_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block25_0_bn (BatchNormal (None, 14, 14, 1024) 4096        conv4_block24_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block25_0_relu (Activatio (None, 14, 14, 1024) 0           conv4_block25_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block25_1_conv (Conv2D)   (None, 14, 14, 128)  131072      conv4_block25_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block25_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block25_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block25_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block25_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block25_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block25_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block25_concat (Concatena (None, 14, 14, 1056) 0           conv4_block24_concat[0][0]       \n",
            "                                                                 conv4_block25_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block26_0_bn (BatchNormal (None, 14, 14, 1056) 4224        conv4_block25_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block26_0_relu (Activatio (None, 14, 14, 1056) 0           conv4_block26_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block26_1_conv (Conv2D)   (None, 14, 14, 128)  135168      conv4_block26_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block26_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block26_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block26_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block26_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block26_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block26_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block26_concat (Concatena (None, 14, 14, 1088) 0           conv4_block25_concat[0][0]       \n",
            "                                                                 conv4_block26_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block27_0_bn (BatchNormal (None, 14, 14, 1088) 4352        conv4_block26_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block27_0_relu (Activatio (None, 14, 14, 1088) 0           conv4_block27_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block27_1_conv (Conv2D)   (None, 14, 14, 128)  139264      conv4_block27_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block27_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block27_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block27_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block27_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block27_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block27_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block27_concat (Concatena (None, 14, 14, 1120) 0           conv4_block26_concat[0][0]       \n",
            "                                                                 conv4_block27_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block28_0_bn (BatchNormal (None, 14, 14, 1120) 4480        conv4_block27_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block28_0_relu (Activatio (None, 14, 14, 1120) 0           conv4_block28_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block28_1_conv (Conv2D)   (None, 14, 14, 128)  143360      conv4_block28_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block28_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block28_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block28_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block28_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block28_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block28_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block28_concat (Concatena (None, 14, 14, 1152) 0           conv4_block27_concat[0][0]       \n",
            "                                                                 conv4_block28_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block29_0_bn (BatchNormal (None, 14, 14, 1152) 4608        conv4_block28_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block29_0_relu (Activatio (None, 14, 14, 1152) 0           conv4_block29_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block29_1_conv (Conv2D)   (None, 14, 14, 128)  147456      conv4_block29_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block29_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block29_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block29_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block29_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block29_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block29_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block29_concat (Concatena (None, 14, 14, 1184) 0           conv4_block28_concat[0][0]       \n",
            "                                                                 conv4_block29_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block30_0_bn (BatchNormal (None, 14, 14, 1184) 4736        conv4_block29_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block30_0_relu (Activatio (None, 14, 14, 1184) 0           conv4_block30_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block30_1_conv (Conv2D)   (None, 14, 14, 128)  151552      conv4_block30_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block30_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block30_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block30_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block30_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block30_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block30_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block30_concat (Concatena (None, 14, 14, 1216) 0           conv4_block29_concat[0][0]       \n",
            "                                                                 conv4_block30_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block31_0_bn (BatchNormal (None, 14, 14, 1216) 4864        conv4_block30_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block31_0_relu (Activatio (None, 14, 14, 1216) 0           conv4_block31_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block31_1_conv (Conv2D)   (None, 14, 14, 128)  155648      conv4_block31_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block31_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block31_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block31_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block31_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block31_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block31_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block31_concat (Concatena (None, 14, 14, 1248) 0           conv4_block30_concat[0][0]       \n",
            "                                                                 conv4_block31_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block32_0_bn (BatchNormal (None, 14, 14, 1248) 4992        conv4_block31_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block32_0_relu (Activatio (None, 14, 14, 1248) 0           conv4_block32_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block32_1_conv (Conv2D)   (None, 14, 14, 128)  159744      conv4_block32_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block32_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block32_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block32_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block32_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block32_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block32_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block32_concat (Concatena (None, 14, 14, 1280) 0           conv4_block31_concat[0][0]       \n",
            "                                                                 conv4_block32_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block33_0_bn (BatchNormal (None, 14, 14, 1280) 5120        conv4_block32_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block33_0_relu (Activatio (None, 14, 14, 1280) 0           conv4_block33_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block33_1_conv (Conv2D)   (None, 14, 14, 128)  163840      conv4_block33_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block33_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block33_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block33_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block33_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block33_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block33_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block33_concat (Concatena (None, 14, 14, 1312) 0           conv4_block32_concat[0][0]       \n",
            "                                                                 conv4_block33_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block34_0_bn (BatchNormal (None, 14, 14, 1312) 5248        conv4_block33_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block34_0_relu (Activatio (None, 14, 14, 1312) 0           conv4_block34_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block34_1_conv (Conv2D)   (None, 14, 14, 128)  167936      conv4_block34_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block34_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block34_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block34_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block34_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block34_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block34_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block34_concat (Concatena (None, 14, 14, 1344) 0           conv4_block33_concat[0][0]       \n",
            "                                                                 conv4_block34_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block35_0_bn (BatchNormal (None, 14, 14, 1344) 5376        conv4_block34_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block35_0_relu (Activatio (None, 14, 14, 1344) 0           conv4_block35_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block35_1_conv (Conv2D)   (None, 14, 14, 128)  172032      conv4_block35_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block35_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block35_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block35_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block35_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block35_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block35_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block35_concat (Concatena (None, 14, 14, 1376) 0           conv4_block34_concat[0][0]       \n",
            "                                                                 conv4_block35_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block36_0_bn (BatchNormal (None, 14, 14, 1376) 5504        conv4_block35_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block36_0_relu (Activatio (None, 14, 14, 1376) 0           conv4_block36_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block36_1_conv (Conv2D)   (None, 14, 14, 128)  176128      conv4_block36_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block36_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block36_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block36_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block36_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block36_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block36_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block36_concat (Concatena (None, 14, 14, 1408) 0           conv4_block35_concat[0][0]       \n",
            "                                                                 conv4_block36_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block37_0_bn (BatchNormal (None, 14, 14, 1408) 5632        conv4_block36_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block37_0_relu (Activatio (None, 14, 14, 1408) 0           conv4_block37_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block37_1_conv (Conv2D)   (None, 14, 14, 128)  180224      conv4_block37_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block37_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block37_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block37_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block37_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block37_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block37_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block37_concat (Concatena (None, 14, 14, 1440) 0           conv4_block36_concat[0][0]       \n",
            "                                                                 conv4_block37_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block38_0_bn (BatchNormal (None, 14, 14, 1440) 5760        conv4_block37_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block38_0_relu (Activatio (None, 14, 14, 1440) 0           conv4_block38_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block38_1_conv (Conv2D)   (None, 14, 14, 128)  184320      conv4_block38_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block38_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block38_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block38_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block38_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block38_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block38_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block38_concat (Concatena (None, 14, 14, 1472) 0           conv4_block37_concat[0][0]       \n",
            "                                                                 conv4_block38_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block39_0_bn (BatchNormal (None, 14, 14, 1472) 5888        conv4_block38_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block39_0_relu (Activatio (None, 14, 14, 1472) 0           conv4_block39_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block39_1_conv (Conv2D)   (None, 14, 14, 128)  188416      conv4_block39_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block39_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block39_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block39_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block39_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block39_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block39_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block39_concat (Concatena (None, 14, 14, 1504) 0           conv4_block38_concat[0][0]       \n",
            "                                                                 conv4_block39_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block40_0_bn (BatchNormal (None, 14, 14, 1504) 6016        conv4_block39_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block40_0_relu (Activatio (None, 14, 14, 1504) 0           conv4_block40_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block40_1_conv (Conv2D)   (None, 14, 14, 128)  192512      conv4_block40_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block40_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block40_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block40_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block40_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block40_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block40_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block40_concat (Concatena (None, 14, 14, 1536) 0           conv4_block39_concat[0][0]       \n",
            "                                                                 conv4_block40_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block41_0_bn (BatchNormal (None, 14, 14, 1536) 6144        conv4_block40_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block41_0_relu (Activatio (None, 14, 14, 1536) 0           conv4_block41_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block41_1_conv (Conv2D)   (None, 14, 14, 128)  196608      conv4_block41_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block41_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block41_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block41_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block41_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block41_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block41_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block41_concat (Concatena (None, 14, 14, 1568) 0           conv4_block40_concat[0][0]       \n",
            "                                                                 conv4_block41_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block42_0_bn (BatchNormal (None, 14, 14, 1568) 6272        conv4_block41_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block42_0_relu (Activatio (None, 14, 14, 1568) 0           conv4_block42_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block42_1_conv (Conv2D)   (None, 14, 14, 128)  200704      conv4_block42_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block42_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block42_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block42_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block42_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block42_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block42_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block42_concat (Concatena (None, 14, 14, 1600) 0           conv4_block41_concat[0][0]       \n",
            "                                                                 conv4_block42_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block43_0_bn (BatchNormal (None, 14, 14, 1600) 6400        conv4_block42_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block43_0_relu (Activatio (None, 14, 14, 1600) 0           conv4_block43_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block43_1_conv (Conv2D)   (None, 14, 14, 128)  204800      conv4_block43_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block43_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block43_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block43_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block43_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block43_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block43_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block43_concat (Concatena (None, 14, 14, 1632) 0           conv4_block42_concat[0][0]       \n",
            "                                                                 conv4_block43_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block44_0_bn (BatchNormal (None, 14, 14, 1632) 6528        conv4_block43_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block44_0_relu (Activatio (None, 14, 14, 1632) 0           conv4_block44_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block44_1_conv (Conv2D)   (None, 14, 14, 128)  208896      conv4_block44_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block44_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block44_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block44_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block44_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block44_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block44_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block44_concat (Concatena (None, 14, 14, 1664) 0           conv4_block43_concat[0][0]       \n",
            "                                                                 conv4_block44_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block45_0_bn (BatchNormal (None, 14, 14, 1664) 6656        conv4_block44_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block45_0_relu (Activatio (None, 14, 14, 1664) 0           conv4_block45_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block45_1_conv (Conv2D)   (None, 14, 14, 128)  212992      conv4_block45_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block45_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block45_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block45_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block45_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block45_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block45_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block45_concat (Concatena (None, 14, 14, 1696) 0           conv4_block44_concat[0][0]       \n",
            "                                                                 conv4_block45_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block46_0_bn (BatchNormal (None, 14, 14, 1696) 6784        conv4_block45_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block46_0_relu (Activatio (None, 14, 14, 1696) 0           conv4_block46_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block46_1_conv (Conv2D)   (None, 14, 14, 128)  217088      conv4_block46_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block46_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block46_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block46_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block46_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block46_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block46_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block46_concat (Concatena (None, 14, 14, 1728) 0           conv4_block45_concat[0][0]       \n",
            "                                                                 conv4_block46_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block47_0_bn (BatchNormal (None, 14, 14, 1728) 6912        conv4_block46_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block47_0_relu (Activatio (None, 14, 14, 1728) 0           conv4_block47_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block47_1_conv (Conv2D)   (None, 14, 14, 128)  221184      conv4_block47_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block47_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block47_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block47_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block47_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block47_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block47_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block47_concat (Concatena (None, 14, 14, 1760) 0           conv4_block46_concat[0][0]       \n",
            "                                                                 conv4_block47_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block48_0_bn (BatchNormal (None, 14, 14, 1760) 7040        conv4_block47_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block48_0_relu (Activatio (None, 14, 14, 1760) 0           conv4_block48_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block48_1_conv (Conv2D)   (None, 14, 14, 128)  225280      conv4_block48_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block48_1_bn (BatchNormal (None, 14, 14, 128)  512         conv4_block48_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block48_1_relu (Activatio (None, 14, 14, 128)  0           conv4_block48_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block48_2_conv (Conv2D)   (None, 14, 14, 32)   36864       conv4_block48_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv4_block48_concat (Concatena (None, 14, 14, 1792) 0           conv4_block47_concat[0][0]       \n",
            "                                                                 conv4_block48_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "pool4_bn (BatchNormalization)   (None, 14, 14, 1792) 7168        conv4_block48_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "pool4_relu (Activation)         (None, 14, 14, 1792) 0           pool4_bn[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "pool4_conv (Conv2D)             (None, 14, 14, 896)  1605632     pool4_relu[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "pool4_pool (AveragePooling2D)   (None, 7, 7, 896)    0           pool4_conv[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block1_0_bn (BatchNormali (None, 7, 7, 896)    3584        pool4_pool[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block1_0_relu (Activation (None, 7, 7, 896)    0           conv5_block1_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block1_1_conv (Conv2D)    (None, 7, 7, 128)    114688      conv5_block1_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block1_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block1_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block1_1_relu (Activation (None, 7, 7, 128)    0           conv5_block1_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block1_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block1_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block1_concat (Concatenat (None, 7, 7, 928)    0           pool4_pool[0][0]                 \n",
            "                                                                 conv5_block1_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block2_0_bn (BatchNormali (None, 7, 7, 928)    3712        conv5_block1_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block2_0_relu (Activation (None, 7, 7, 928)    0           conv5_block2_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block2_1_conv (Conv2D)    (None, 7, 7, 128)    118784      conv5_block2_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block2_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block2_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block2_1_relu (Activation (None, 7, 7, 128)    0           conv5_block2_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block2_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block2_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block2_concat (Concatenat (None, 7, 7, 960)    0           conv5_block1_concat[0][0]        \n",
            "                                                                 conv5_block2_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block3_0_bn (BatchNormali (None, 7, 7, 960)    3840        conv5_block2_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block3_0_relu (Activation (None, 7, 7, 960)    0           conv5_block3_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block3_1_conv (Conv2D)    (None, 7, 7, 128)    122880      conv5_block3_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block3_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block3_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block3_1_relu (Activation (None, 7, 7, 128)    0           conv5_block3_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block3_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block3_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block3_concat (Concatenat (None, 7, 7, 992)    0           conv5_block2_concat[0][0]        \n",
            "                                                                 conv5_block3_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block4_0_bn (BatchNormali (None, 7, 7, 992)    3968        conv5_block3_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block4_0_relu (Activation (None, 7, 7, 992)    0           conv5_block4_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block4_1_conv (Conv2D)    (None, 7, 7, 128)    126976      conv5_block4_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block4_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block4_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block4_1_relu (Activation (None, 7, 7, 128)    0           conv5_block4_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block4_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block4_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block4_concat (Concatenat (None, 7, 7, 1024)   0           conv5_block3_concat[0][0]        \n",
            "                                                                 conv5_block4_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block5_0_bn (BatchNormali (None, 7, 7, 1024)   4096        conv5_block4_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block5_0_relu (Activation (None, 7, 7, 1024)   0           conv5_block5_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block5_1_conv (Conv2D)    (None, 7, 7, 128)    131072      conv5_block5_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block5_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block5_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block5_1_relu (Activation (None, 7, 7, 128)    0           conv5_block5_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block5_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block5_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block5_concat (Concatenat (None, 7, 7, 1056)   0           conv5_block4_concat[0][0]        \n",
            "                                                                 conv5_block5_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block6_0_bn (BatchNormali (None, 7, 7, 1056)   4224        conv5_block5_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block6_0_relu (Activation (None, 7, 7, 1056)   0           conv5_block6_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block6_1_conv (Conv2D)    (None, 7, 7, 128)    135168      conv5_block6_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block6_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block6_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block6_1_relu (Activation (None, 7, 7, 128)    0           conv5_block6_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block6_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block6_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block6_concat (Concatenat (None, 7, 7, 1088)   0           conv5_block5_concat[0][0]        \n",
            "                                                                 conv5_block6_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block7_0_bn (BatchNormali (None, 7, 7, 1088)   4352        conv5_block6_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block7_0_relu (Activation (None, 7, 7, 1088)   0           conv5_block7_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block7_1_conv (Conv2D)    (None, 7, 7, 128)    139264      conv5_block7_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block7_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block7_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block7_1_relu (Activation (None, 7, 7, 128)    0           conv5_block7_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block7_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block7_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block7_concat (Concatenat (None, 7, 7, 1120)   0           conv5_block6_concat[0][0]        \n",
            "                                                                 conv5_block7_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block8_0_bn (BatchNormali (None, 7, 7, 1120)   4480        conv5_block7_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block8_0_relu (Activation (None, 7, 7, 1120)   0           conv5_block8_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block8_1_conv (Conv2D)    (None, 7, 7, 128)    143360      conv5_block8_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block8_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block8_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block8_1_relu (Activation (None, 7, 7, 128)    0           conv5_block8_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block8_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block8_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block8_concat (Concatenat (None, 7, 7, 1152)   0           conv5_block7_concat[0][0]        \n",
            "                                                                 conv5_block8_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block9_0_bn (BatchNormali (None, 7, 7, 1152)   4608        conv5_block8_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block9_0_relu (Activation (None, 7, 7, 1152)   0           conv5_block9_0_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block9_1_conv (Conv2D)    (None, 7, 7, 128)    147456      conv5_block9_0_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block9_1_bn (BatchNormali (None, 7, 7, 128)    512         conv5_block9_1_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block9_1_relu (Activation (None, 7, 7, 128)    0           conv5_block9_1_bn[0][0]          \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block9_2_conv (Conv2D)    (None, 7, 7, 32)     36864       conv5_block9_1_relu[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block9_concat (Concatenat (None, 7, 7, 1184)   0           conv5_block8_concat[0][0]        \n",
            "                                                                 conv5_block9_2_conv[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block10_0_bn (BatchNormal (None, 7, 7, 1184)   4736        conv5_block9_concat[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block10_0_relu (Activatio (None, 7, 7, 1184)   0           conv5_block10_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block10_1_conv (Conv2D)   (None, 7, 7, 128)    151552      conv5_block10_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block10_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block10_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block10_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block10_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block10_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block10_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block10_concat (Concatena (None, 7, 7, 1216)   0           conv5_block9_concat[0][0]        \n",
            "                                                                 conv5_block10_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block11_0_bn (BatchNormal (None, 7, 7, 1216)   4864        conv5_block10_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block11_0_relu (Activatio (None, 7, 7, 1216)   0           conv5_block11_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block11_1_conv (Conv2D)   (None, 7, 7, 128)    155648      conv5_block11_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block11_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block11_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block11_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block11_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block11_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block11_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block11_concat (Concatena (None, 7, 7, 1248)   0           conv5_block10_concat[0][0]       \n",
            "                                                                 conv5_block11_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block12_0_bn (BatchNormal (None, 7, 7, 1248)   4992        conv5_block11_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block12_0_relu (Activatio (None, 7, 7, 1248)   0           conv5_block12_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block12_1_conv (Conv2D)   (None, 7, 7, 128)    159744      conv5_block12_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block12_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block12_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block12_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block12_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block12_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block12_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block12_concat (Concatena (None, 7, 7, 1280)   0           conv5_block11_concat[0][0]       \n",
            "                                                                 conv5_block12_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block13_0_bn (BatchNormal (None, 7, 7, 1280)   5120        conv5_block12_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block13_0_relu (Activatio (None, 7, 7, 1280)   0           conv5_block13_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block13_1_conv (Conv2D)   (None, 7, 7, 128)    163840      conv5_block13_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block13_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block13_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block13_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block13_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block13_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block13_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block13_concat (Concatena (None, 7, 7, 1312)   0           conv5_block12_concat[0][0]       \n",
            "                                                                 conv5_block13_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block14_0_bn (BatchNormal (None, 7, 7, 1312)   5248        conv5_block13_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block14_0_relu (Activatio (None, 7, 7, 1312)   0           conv5_block14_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block14_1_conv (Conv2D)   (None, 7, 7, 128)    167936      conv5_block14_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block14_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block14_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block14_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block14_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block14_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block14_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block14_concat (Concatena (None, 7, 7, 1344)   0           conv5_block13_concat[0][0]       \n",
            "                                                                 conv5_block14_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block15_0_bn (BatchNormal (None, 7, 7, 1344)   5376        conv5_block14_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block15_0_relu (Activatio (None, 7, 7, 1344)   0           conv5_block15_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block15_1_conv (Conv2D)   (None, 7, 7, 128)    172032      conv5_block15_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block15_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block15_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block15_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block15_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block15_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block15_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block15_concat (Concatena (None, 7, 7, 1376)   0           conv5_block14_concat[0][0]       \n",
            "                                                                 conv5_block15_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block16_0_bn (BatchNormal (None, 7, 7, 1376)   5504        conv5_block15_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block16_0_relu (Activatio (None, 7, 7, 1376)   0           conv5_block16_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block16_1_conv (Conv2D)   (None, 7, 7, 128)    176128      conv5_block16_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block16_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block16_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block16_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block16_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block16_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block16_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block16_concat (Concatena (None, 7, 7, 1408)   0           conv5_block15_concat[0][0]       \n",
            "                                                                 conv5_block16_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block17_0_bn (BatchNormal (None, 7, 7, 1408)   5632        conv5_block16_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block17_0_relu (Activatio (None, 7, 7, 1408)   0           conv5_block17_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block17_1_conv (Conv2D)   (None, 7, 7, 128)    180224      conv5_block17_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block17_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block17_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block17_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block17_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block17_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block17_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block17_concat (Concatena (None, 7, 7, 1440)   0           conv5_block16_concat[0][0]       \n",
            "                                                                 conv5_block17_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block18_0_bn (BatchNormal (None, 7, 7, 1440)   5760        conv5_block17_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block18_0_relu (Activatio (None, 7, 7, 1440)   0           conv5_block18_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block18_1_conv (Conv2D)   (None, 7, 7, 128)    184320      conv5_block18_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block18_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block18_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block18_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block18_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block18_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block18_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block18_concat (Concatena (None, 7, 7, 1472)   0           conv5_block17_concat[0][0]       \n",
            "                                                                 conv5_block18_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block19_0_bn (BatchNormal (None, 7, 7, 1472)   5888        conv5_block18_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block19_0_relu (Activatio (None, 7, 7, 1472)   0           conv5_block19_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block19_1_conv (Conv2D)   (None, 7, 7, 128)    188416      conv5_block19_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block19_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block19_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block19_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block19_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block19_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block19_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block19_concat (Concatena (None, 7, 7, 1504)   0           conv5_block18_concat[0][0]       \n",
            "                                                                 conv5_block19_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block20_0_bn (BatchNormal (None, 7, 7, 1504)   6016        conv5_block19_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block20_0_relu (Activatio (None, 7, 7, 1504)   0           conv5_block20_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block20_1_conv (Conv2D)   (None, 7, 7, 128)    192512      conv5_block20_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block20_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block20_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block20_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block20_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block20_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block20_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block20_concat (Concatena (None, 7, 7, 1536)   0           conv5_block19_concat[0][0]       \n",
            "                                                                 conv5_block20_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block21_0_bn (BatchNormal (None, 7, 7, 1536)   6144        conv5_block20_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block21_0_relu (Activatio (None, 7, 7, 1536)   0           conv5_block21_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block21_1_conv (Conv2D)   (None, 7, 7, 128)    196608      conv5_block21_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block21_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block21_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block21_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block21_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block21_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block21_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block21_concat (Concatena (None, 7, 7, 1568)   0           conv5_block20_concat[0][0]       \n",
            "                                                                 conv5_block21_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block22_0_bn (BatchNormal (None, 7, 7, 1568)   6272        conv5_block21_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block22_0_relu (Activatio (None, 7, 7, 1568)   0           conv5_block22_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block22_1_conv (Conv2D)   (None, 7, 7, 128)    200704      conv5_block22_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block22_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block22_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block22_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block22_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block22_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block22_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block22_concat (Concatena (None, 7, 7, 1600)   0           conv5_block21_concat[0][0]       \n",
            "                                                                 conv5_block22_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block23_0_bn (BatchNormal (None, 7, 7, 1600)   6400        conv5_block22_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block23_0_relu (Activatio (None, 7, 7, 1600)   0           conv5_block23_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block23_1_conv (Conv2D)   (None, 7, 7, 128)    204800      conv5_block23_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block23_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block23_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block23_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block23_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block23_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block23_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block23_concat (Concatena (None, 7, 7, 1632)   0           conv5_block22_concat[0][0]       \n",
            "                                                                 conv5_block23_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block24_0_bn (BatchNormal (None, 7, 7, 1632)   6528        conv5_block23_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block24_0_relu (Activatio (None, 7, 7, 1632)   0           conv5_block24_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block24_1_conv (Conv2D)   (None, 7, 7, 128)    208896      conv5_block24_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block24_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block24_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block24_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block24_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block24_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block24_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block24_concat (Concatena (None, 7, 7, 1664)   0           conv5_block23_concat[0][0]       \n",
            "                                                                 conv5_block24_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block25_0_bn (BatchNormal (None, 7, 7, 1664)   6656        conv5_block24_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block25_0_relu (Activatio (None, 7, 7, 1664)   0           conv5_block25_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block25_1_conv (Conv2D)   (None, 7, 7, 128)    212992      conv5_block25_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block25_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block25_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block25_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block25_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block25_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block25_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block25_concat (Concatena (None, 7, 7, 1696)   0           conv5_block24_concat[0][0]       \n",
            "                                                                 conv5_block25_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block26_0_bn (BatchNormal (None, 7, 7, 1696)   6784        conv5_block25_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block26_0_relu (Activatio (None, 7, 7, 1696)   0           conv5_block26_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block26_1_conv (Conv2D)   (None, 7, 7, 128)    217088      conv5_block26_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block26_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block26_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block26_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block26_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block26_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block26_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block26_concat (Concatena (None, 7, 7, 1728)   0           conv5_block25_concat[0][0]       \n",
            "                                                                 conv5_block26_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block27_0_bn (BatchNormal (None, 7, 7, 1728)   6912        conv5_block26_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block27_0_relu (Activatio (None, 7, 7, 1728)   0           conv5_block27_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block27_1_conv (Conv2D)   (None, 7, 7, 128)    221184      conv5_block27_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block27_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block27_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block27_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block27_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block27_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block27_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block27_concat (Concatena (None, 7, 7, 1760)   0           conv5_block26_concat[0][0]       \n",
            "                                                                 conv5_block27_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block28_0_bn (BatchNormal (None, 7, 7, 1760)   7040        conv5_block27_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block28_0_relu (Activatio (None, 7, 7, 1760)   0           conv5_block28_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block28_1_conv (Conv2D)   (None, 7, 7, 128)    225280      conv5_block28_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block28_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block28_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block28_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block28_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block28_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block28_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block28_concat (Concatena (None, 7, 7, 1792)   0           conv5_block27_concat[0][0]       \n",
            "                                                                 conv5_block28_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block29_0_bn (BatchNormal (None, 7, 7, 1792)   7168        conv5_block28_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block29_0_relu (Activatio (None, 7, 7, 1792)   0           conv5_block29_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block29_1_conv (Conv2D)   (None, 7, 7, 128)    229376      conv5_block29_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block29_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block29_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block29_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block29_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block29_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block29_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block29_concat (Concatena (None, 7, 7, 1824)   0           conv5_block28_concat[0][0]       \n",
            "                                                                 conv5_block29_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block30_0_bn (BatchNormal (None, 7, 7, 1824)   7296        conv5_block29_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block30_0_relu (Activatio (None, 7, 7, 1824)   0           conv5_block30_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block30_1_conv (Conv2D)   (None, 7, 7, 128)    233472      conv5_block30_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block30_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block30_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block30_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block30_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block30_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block30_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block30_concat (Concatena (None, 7, 7, 1856)   0           conv5_block29_concat[0][0]       \n",
            "                                                                 conv5_block30_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block31_0_bn (BatchNormal (None, 7, 7, 1856)   7424        conv5_block30_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block31_0_relu (Activatio (None, 7, 7, 1856)   0           conv5_block31_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block31_1_conv (Conv2D)   (None, 7, 7, 128)    237568      conv5_block31_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block31_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block31_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block31_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block31_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block31_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block31_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block31_concat (Concatena (None, 7, 7, 1888)   0           conv5_block30_concat[0][0]       \n",
            "                                                                 conv5_block31_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block32_0_bn (BatchNormal (None, 7, 7, 1888)   7552        conv5_block31_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block32_0_relu (Activatio (None, 7, 7, 1888)   0           conv5_block32_0_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block32_1_conv (Conv2D)   (None, 7, 7, 128)    241664      conv5_block32_0_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block32_1_bn (BatchNormal (None, 7, 7, 128)    512         conv5_block32_1_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block32_1_relu (Activatio (None, 7, 7, 128)    0           conv5_block32_1_bn[0][0]         \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block32_2_conv (Conv2D)   (None, 7, 7, 32)     36864       conv5_block32_1_relu[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "conv5_block32_concat (Concatena (None, 7, 7, 1920)   0           conv5_block31_concat[0][0]       \n",
            "                                                                 conv5_block32_2_conv[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "bn (BatchNormalization)         (None, 7, 7, 1920)   7680        conv5_block32_concat[0][0]       \n",
            "__________________________________________________________________________________________________\n",
            "relu (Activation)               (None, 7, 7, 1920)   0           bn[0][0]                         \n",
            "__________________________________________________________________________________________________\n",
            "flatten (Flatten)               (None, 94080)        0           relu[0][0]                       \n",
            "__________________________________________________________________________________________________\n",
            "dense (Dense)                   (None, 5)            470405      flatten[0][0]                    \n",
            "==================================================================================================\n",
            "Total params: 18,792,389\n",
            "Trainable params: 470,405\n",
            "Non-trainable params: 18,321,984\n",
            "__________________________________________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vAEiDy-_f-7U"
      },
      "source": [
        "# tell the model what cost and optimization method to use\n",
        "model.compile(\n",
        "  loss='categorical_crossentropy',\n",
        "  optimizer='adam',\n",
        "  metrics=['accuracy']\n",
        ")"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7Iij3y-PgG0P"
      },
      "source": [
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "train_datagen = ImageDataGenerator(rescale = 1./255,\n",
        "                                   shear_range = 0.2,\n",
        "                                   zoom_range = 0.2,\n",
        "                                   horizontal_flip = True)\n",
        "\n",
        "test_datagen = ImageDataGenerator(rescale = 1./255)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GlMv47vOgJTq",
        "outputId": "ce75b605-6859-4548-8703-c9206cab088b"
      },
      "source": [
        "training_set = train_datagen.flow_from_directory('train',\n",
        "                                                 target_size = (224, 224),\n",
        "                                                 batch_size = 64,\n",
        "                                                 class_mode = 'categorical')"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 3027 images belonging to 5 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F7MEuFrngLwm",
        "outputId": "6148de01-2197-4fe2-9a55-5d2226fd0a1c"
      },
      "source": [
        "test_set = test_datagen.flow_from_directory('test',\n",
        "                                            target_size = (224, 224),\n",
        "                                            batch_size = 64,\n",
        "                                            class_mode = 'categorical')"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 1296 images belonging to 5 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ngC7oXgYgQfD",
        "outputId": "990ddabb-5bfc-41b3-d18f-e8a4e9e48fa5"
      },
      "source": [
        "# fit the model\n",
        "r = model.fit_generator(\n",
        "  training_set,\n",
        "  validation_data=test_set,\n",
        "  epochs=4,\n",
        "  steps_per_epoch=len(training_set),\n",
        "  validation_steps=len(test_set)\n",
        ")"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/keras/engine/training.py:1972: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
            "  warnings.warn('`Model.fit_generator` is deprecated and '\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/4\n",
            "48/48 [==============================] - 1089s 22s/step - loss: 2.3609 - accuracy: 0.7317 - val_loss: 1.2719 - val_accuracy: 0.8333\n",
            "Epoch 2/4\n",
            "48/48 [==============================] - 64s 1s/step - loss: 0.5393 - accuracy: 0.9032 - val_loss: 1.3005 - val_accuracy: 0.8372\n",
            "Epoch 3/4\n",
            "48/48 [==============================] - 63s 1s/step - loss: 0.3672 - accuracy: 0.9253 - val_loss: 1.3983 - val_accuracy: 0.8457\n",
            "Epoch 4/4\n",
            "48/48 [==============================] - 62s 1s/step - loss: 0.2306 - accuracy: 0.9448 - val_loss: 1.6385 - val_accuracy: 0.8264\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "gN7DY_M-gWTu",
        "outputId": "4e114595-26c1-4b86-ef12-37b7cb02cb90"
      },
      "source": [
        "# loss\n",
        "plt.plot(r.history['loss'], label='train loss')\n",
        "plt.plot(r.history['val_loss'], label='val loss')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "plt.savefig('LossVal_loss')"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "R3hZfsacgaLR",
        "outputId": "227a0d26-e7d8-4f46-b765-b175446d85dc"
      },
      "source": [
        "# accuracies\n",
        "plt.plot(r.history['accuracy'], label='train acc')\n",
        "plt.plot(r.history['val_accuracy'], label='val acc')\n",
        "plt.legend()\n",
        "plt.show()\n",
        "plt.savefig('AccVal_acc')"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0CJ8Gu4BgdAI"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}