What CNNs actually see.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import ast\n",
    "import scipy   \n",
    "import matplotlib.pyplot as plt\n",
    "import cv2     \n",
    "from keras.applications.resnet50 import ResNet50, preprocess_input\n",
    "from keras.applications.densenet import DenseNet201, preprocess_input\n",
    "from keras.preprocessing import image    \n",
    "from keras.models import Model   \n",
    "import sys\n",
    "\n",
    "def get_input_tensor(img_path):\n",
    "    # loads the input image in a 4 D array ([1, 224, 224, 3]) \n",
    "    # and preprocess it\n",
    "    img = image.load_img(img_path, target_size=(224, 224))\n",
    "    x = image.img_to_array(img)\n",
    "    x = np.expand_dims(x, axis=0)\n",
    "    return preprocess_input(x)\n",
    "\n",
    "def get_Model():\n",
    "    # define ResNet50 model\n",
    "    # The ResNet_model has 2 outputs:\n",
    "    #    - the output of the last layer (can be used to find the image label)\n",
    "    #    - the output of the layer just before the Global Average Pooling Layer\n",
    "    # (can be used to find which part of the image the network is look at)\n",
    "    model = DenseNet201(weights='imagenet')\n",
    "    last_layer_weights = model.layers[-1].get_weights()[0]\n",
    "    # extract wanted output\n",
    "    ResNet_model = Model(inputs=model.input, \n",
    "        outputs=(model.layers[-4].output, model.layers[-1].output)) \n",
    "    return ResNet_model, last_layer_weights\n",
    "\n",
    "def get_class_activation_map(img_path, model, last_layer_weights):\n",
    "    # (1) we predict the image label and we extract the output of the \n",
    "    # layer just before the Global Average Pooling Layer\n",
    "    # (2) we upsample the features extracted to the image size\n",
    "    # (3) we multiple the results by the layer weigh for the predicted label\n",
    "    image=get_input_tensor(img_path)\n",
    "    last_conv_output, pred_vec = model.predict(image)\n",
    "    last_conv_output = np.squeeze(last_conv_output) \n",
    "    pred = np.argmax(pred_vec)\n",
    "    print(image.shape)\n",
    "    print((image.shape[1]/last_conv_output.shape[0], image.shape[2]/last_conv_output.shape[1], 1))   \n",
    "    scale1=int(image.shape[1]/last_conv_output.shape[0])\n",
    "    scale2=int(image.shape[2]/last_conv_output.shape[1])\n",
    "    print(scale1,scale2)\n",
    "    mat_for_mult = scipy.ndimage.zoom(last_conv_output, (scale1, scale2, 1), order=1)\n",
    "    last_layer_weights = last_layer_weights[:, pred] \n",
    "    print((image.shape[1]*image.shape[2], last_layer_weights.shape[0]))\n",
    "    final_output = np.dot(mat_for_mult.reshape((image.shape[1]*image.shape[2], last_layer_weights.shape[0])), last_layer_weights).reshape(224,224) \n",
    "    return final_output, pred\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_11 (InputLayer)           (None, 224, 224, 3)  0                                            \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_25 (ZeroPadding2 (None, 230, 230, 3)  0           input_11[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "conv1/conv (Conv2D)             (None, 112, 112, 64) 9408        zero_padding2d_25[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_26 (ZeroPadding2 (None, 114, 114, 64) 0           conv1/relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool1 (MaxPooling2D)            (None, 56, 56, 64)   0           zero_padding2d_26[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",
      "avg_pool (GlobalAveragePooling2 (None, 1920)         0           relu[0][0]                       \n",
      "__________________________________________________________________________________________________\n",
      "fc1000 (Dense)                  (None, 1000)         1921000     avg_pool[0][0]                   \n",
      "==================================================================================================\n",
      "Total params: 20,242,984\n",
      "Trainable params: 20,013,928\n",
      "Non-trainable params: 229,056\n",
      "__________________________________________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "model, last_layer_weights = get_Model()\n",
    "print(model.summary())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 224, 224, 3)\n",
      "(32.0, 32.0, 1)\n",
      "32 32\n",
      "(50176, 1920)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_path = 'car2.jpg'\n",
    "fig, ax = plt.subplots()\n",
    "im = cv2.resize(cv2.cvtColor(cv2.imread(img_path), cv2.COLOR_BGR2RGB), (224, 224))\n",
    "# plot image\n",
    "ax.imshow(im, alpha=0.5)\n",
    "# get class activation map\n",
    "CAM, pred = get_class_activation_map(img_path, model, last_layer_weights)\n",
    "# plot class activation map\n",
    "ax.imshow(CAM, cmap='jet', alpha=0.5)\n",
    "# load the dictionary that identifies each ImageNet category to an index in the prediction vector\n",
    "with open('imagenet1000_clsid_to_human.txt') as imagenet_classes_file:\n",
    "    imagenet_classes_dict = ast.literal_eval(imagenet_classes_file.read())\n",
    "# obtain the predicted ImageNet category\n",
    "ax.set_title(imagenet_classes_dict[pred])    \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}