iris_classification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import glob\n",
    "import pickle\n",
    "from sklearn.externals import joblib\n",
    "from keras.applications.vgg16 import preprocess_input\n",
    "from sklearn import preprocessing\n",
    "from keras.utils import to_categorical\n",
    "from keras.preprocessing import image\n",
    "import numpy as np\n",
    "import glob\n",
    "import keras\n",
    "from keras.models       import Model\n",
    "from keras.applications.densenet import DenseNet121\n",
    "from keras.applications.vgg16 import VGG16\n",
    "from keras.applications.densenet import DenseNet121\n",
    "from keras.models import Model\n",
    "import glob\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "imgs=[]\n",
    "final_output_84_84=[]\n",
    "lables=[]\n",
    "for filefilepath in glob.iglob('final_iris2/*'):\n",
    "    \n",
    "    \n",
    "    if filefilepath[-1] == 'g':\n",
    "        \n",
    "        img\t= cv2.imread(filefilepath)\n",
    "        imgs_colored=cv2.imread(filefilepath)\n",
    "        #img=cv2.resize(img,(200,150))\n",
    "        #imgs_colored.append(img)\n",
    "\n",
    "        print(filefilepath)\n",
    "        #print(filefilepath[19:-6])\n",
    "        #print(filefilepath[-5])\n",
    "        split = filefilepath.split(\".\")\n",
    "        #print(split)\n",
    "        print(split[0][12:])\n",
    "        print(split[1])\n",
    "\n",
    "        label=split[0][12:]\n",
    "        example_number = split[1]\n",
    "        imgs.append([imgs_colored,int(label)])\n",
    "        #final_output_84_84.append(imgs_colored)\n",
    "        #lables.append(int(label))\n",
    "    \n",
    "import random\n",
    "\n",
    "random.shuffle(imgs)\n",
    "\n",
    "for i,j in imgs:\n",
    "        final_output_84_84.append(i)\n",
    "        lables.append(j)\n",
    "    \n",
    "print(len(final_output_84_84))\n",
    "print(len(lables))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#lables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_size=(200,200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "y=keras.utils.to_categorical(lables, num_classes=241, dtype='float32')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_output_84_84 = np.array(final_output_84_84,dtype=\"float16\")/255\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "Layer (type)                    Output Shape         Param #     Connected to                     \n",
      "==================================================================================================\n",
      "input_1 (InputLayer)            (None, None, None, 3 0                                            \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_1 (ZeroPadding2D (None, None, None, 3 0           input_1[0][0]                    \n",
      "__________________________________________________________________________________________________\n",
      "conv1/conv (Conv2D)             (None, None, None, 6 9408        zero_padding2d_1[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv1/bn (BatchNormalization)   (None, None, None, 6 256         conv1/conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv1/relu (Activation)         (None, None, None, 6 0           conv1/bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "zero_padding2d_2 (ZeroPadding2D (None, None, None, 6 0           conv1/relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool1 (MaxPooling2D)            (None, None, None, 6 0           zero_padding2d_2[0][0]           \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_bn (BatchNormali (None, None, None, 6 256         pool1[0][0]                      \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_0_relu (Activation (None, None, None, 6 0           conv2_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_conv (Conv2D)    (None, None, None, 1 8192        conv2_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_bn (BatchNormali (None, None, None, 1 512         conv2_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_1_relu (Activation (None, None, None, 1 0           conv2_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_2_conv (Conv2D)    (None, None, None, 3 36864       conv2_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block1_concat (Concatenat (None, None, None, 9 0           pool1[0][0]                      \n",
      "                                                                 conv2_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_bn (BatchNormali (None, None, None, 9 384         conv2_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_0_relu (Activation (None, None, None, 9 0           conv2_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_conv (Conv2D)    (None, None, None, 1 12288       conv2_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_bn (BatchNormali (None, None, None, 1 512         conv2_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_1_relu (Activation (None, None, None, 1 0           conv2_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_2_conv (Conv2D)    (None, None, None, 3 36864       conv2_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block2_concat (Concatenat (None, None, None, 1 0           conv2_block1_concat[0][0]        \n",
      "                                                                 conv2_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_bn (BatchNormali (None, None, None, 1 512         conv2_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_0_relu (Activation (None, None, None, 1 0           conv2_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_conv (Conv2D)    (None, None, None, 1 16384       conv2_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_bn (BatchNormali (None, None, None, 1 512         conv2_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_1_relu (Activation (None, None, None, 1 0           conv2_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_2_conv (Conv2D)    (None, None, None, 3 36864       conv2_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block3_concat (Concatenat (None, None, None, 1 0           conv2_block2_concat[0][0]        \n",
      "                                                                 conv2_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_bn (BatchNormali (None, None, None, 1 640         conv2_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_0_relu (Activation (None, None, None, 1 0           conv2_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_conv (Conv2D)    (None, None, None, 1 20480       conv2_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_bn (BatchNormali (None, None, None, 1 512         conv2_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_1_relu (Activation (None, None, None, 1 0           conv2_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_2_conv (Conv2D)    (None, None, None, 3 36864       conv2_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block4_concat (Concatenat (None, None, None, 1 0           conv2_block3_concat[0][0]        \n",
      "                                                                 conv2_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_bn (BatchNormali (None, None, None, 1 768         conv2_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_0_relu (Activation (None, None, None, 1 0           conv2_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_conv (Conv2D)    (None, None, None, 1 24576       conv2_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_bn (BatchNormali (None, None, None, 1 512         conv2_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_1_relu (Activation (None, None, None, 1 0           conv2_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_2_conv (Conv2D)    (None, None, None, 3 36864       conv2_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block5_concat (Concatenat (None, None, None, 2 0           conv2_block4_concat[0][0]        \n",
      "                                                                 conv2_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_bn (BatchNormali (None, None, None, 2 896         conv2_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_0_relu (Activation (None, None, None, 2 0           conv2_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_conv (Conv2D)    (None, None, None, 1 28672       conv2_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_bn (BatchNormali (None, None, None, 1 512         conv2_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_1_relu (Activation (None, None, None, 1 0           conv2_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_2_conv (Conv2D)    (None, None, None, 3 36864       conv2_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv2_block6_concat (Concatenat (None, None, None, 2 0           conv2_block5_concat[0][0]        \n",
      "                                                                 conv2_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_bn (BatchNormalization)   (None, None, None, 2 1024        conv2_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "pool2_relu (Activation)         (None, None, None, 2 0           pool2_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool2_conv (Conv2D)             (None, None, None, 1 32768       pool2_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool2_pool (AveragePooling2D)   (None, None, None, 1 0           pool2_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_bn (BatchNormali (None, None, None, 1 512         pool2_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_0_relu (Activation (None, None, None, 1 0           conv3_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_conv (Conv2D)    (None, None, None, 1 16384       conv3_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_bn (BatchNormali (None, None, None, 1 512         conv3_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_1_relu (Activation (None, None, None, 1 0           conv3_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block1_concat (Concatenat (None, None, None, 1 0           pool2_pool[0][0]                 \n",
      "                                                                 conv3_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_bn (BatchNormali (None, None, None, 1 640         conv3_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_0_relu (Activation (None, None, None, 1 0           conv3_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_conv (Conv2D)    (None, None, None, 1 20480       conv3_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_bn (BatchNormali (None, None, None, 1 512         conv3_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_1_relu (Activation (None, None, None, 1 0           conv3_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block2_concat (Concatenat (None, None, None, 1 0           conv3_block1_concat[0][0]        \n",
      "                                                                 conv3_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_bn (BatchNormali (None, None, None, 1 768         conv3_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_0_relu (Activation (None, None, None, 1 0           conv3_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_conv (Conv2D)    (None, None, None, 1 24576       conv3_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_bn (BatchNormali (None, None, None, 1 512         conv3_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_1_relu (Activation (None, None, None, 1 0           conv3_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block3_concat (Concatenat (None, None, None, 2 0           conv3_block2_concat[0][0]        \n",
      "                                                                 conv3_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_bn (BatchNormali (None, None, None, 2 896         conv3_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_0_relu (Activation (None, None, None, 2 0           conv3_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_conv (Conv2D)    (None, None, None, 1 28672       conv3_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_bn (BatchNormali (None, None, None, 1 512         conv3_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_1_relu (Activation (None, None, None, 1 0           conv3_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block4_concat (Concatenat (None, None, None, 2 0           conv3_block3_concat[0][0]        \n",
      "                                                                 conv3_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_bn (BatchNormali (None, None, None, 2 1024        conv3_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_0_relu (Activation (None, None, None, 2 0           conv3_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_conv (Conv2D)    (None, None, None, 1 32768       conv3_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_bn (BatchNormali (None, None, None, 1 512         conv3_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_1_relu (Activation (None, None, None, 1 0           conv3_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block5_concat (Concatenat (None, None, None, 2 0           conv3_block4_concat[0][0]        \n",
      "                                                                 conv3_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_bn (BatchNormali (None, None, None, 2 1152        conv3_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_0_relu (Activation (None, None, None, 2 0           conv3_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_conv (Conv2D)    (None, None, None, 1 36864       conv3_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_bn (BatchNormali (None, None, None, 1 512         conv3_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_1_relu (Activation (None, None, None, 1 0           conv3_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block6_concat (Concatenat (None, None, None, 3 0           conv3_block5_concat[0][0]        \n",
      "                                                                 conv3_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_bn (BatchNormali (None, None, None, 3 1280        conv3_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_0_relu (Activation (None, None, None, 3 0           conv3_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_conv (Conv2D)    (None, None, None, 1 40960       conv3_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_bn (BatchNormali (None, None, None, 1 512         conv3_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_1_relu (Activation (None, None, None, 1 0           conv3_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block7_concat (Concatenat (None, None, None, 3 0           conv3_block6_concat[0][0]        \n",
      "                                                                 conv3_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_bn (BatchNormali (None, None, None, 3 1408        conv3_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_0_relu (Activation (None, None, None, 3 0           conv3_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_conv (Conv2D)    (None, None, None, 1 45056       conv3_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_bn (BatchNormali (None, None, None, 1 512         conv3_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_1_relu (Activation (None, None, None, 1 0           conv3_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block8_concat (Concatenat (None, None, None, 3 0           conv3_block7_concat[0][0]        \n",
      "                                                                 conv3_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_bn (BatchNormali (None, None, None, 3 1536        conv3_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_0_relu (Activation (None, None, None, 3 0           conv3_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_conv (Conv2D)    (None, None, None, 1 49152       conv3_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_bn (BatchNormali (None, None, None, 1 512         conv3_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_1_relu (Activation (None, None, None, 1 0           conv3_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_2_conv (Conv2D)    (None, None, None, 3 36864       conv3_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block9_concat (Concatenat (None, None, None, 4 0           conv3_block8_concat[0][0]        \n",
      "                                                                 conv3_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_bn (BatchNormal (None, None, None, 4 1664        conv3_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_0_relu (Activatio (None, None, None, 4 0           conv3_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_conv (Conv2D)   (None, None, None, 1 53248       conv3_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_bn (BatchNormal (None, None, None, 1 512         conv3_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_1_relu (Activatio (None, None, None, 1 0           conv3_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_2_conv (Conv2D)   (None, None, None, 3 36864       conv3_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block10_concat (Concatena (None, None, None, 4 0           conv3_block9_concat[0][0]        \n",
      "                                                                 conv3_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_bn (BatchNormal (None, None, None, 4 1792        conv3_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_0_relu (Activatio (None, None, None, 4 0           conv3_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_conv (Conv2D)   (None, None, None, 1 57344       conv3_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_bn (BatchNormal (None, None, None, 1 512         conv3_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_1_relu (Activatio (None, None, None, 1 0           conv3_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_2_conv (Conv2D)   (None, None, None, 3 36864       conv3_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block11_concat (Concatena (None, None, None, 4 0           conv3_block10_concat[0][0]       \n",
      "                                                                 conv3_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_bn (BatchNormal (None, None, None, 4 1920        conv3_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_0_relu (Activatio (None, None, None, 4 0           conv3_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_conv (Conv2D)   (None, None, None, 1 61440       conv3_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_bn (BatchNormal (None, None, None, 1 512         conv3_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_1_relu (Activatio (None, None, None, 1 0           conv3_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_2_conv (Conv2D)   (None, None, None, 3 36864       conv3_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv3_block12_concat (Concatena (None, None, None, 5 0           conv3_block11_concat[0][0]       \n",
      "                                                                 conv3_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_bn (BatchNormalization)   (None, None, None, 5 2048        conv3_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool3_relu (Activation)         (None, None, None, 5 0           pool3_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool3_conv (Conv2D)             (None, None, None, 2 131072      pool3_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool3_pool (AveragePooling2D)   (None, None, None, 2 0           pool3_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_bn (BatchNormali (None, None, None, 2 1024        pool3_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_0_relu (Activation (None, None, None, 2 0           conv4_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_conv (Conv2D)    (None, None, None, 1 32768       conv4_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_bn (BatchNormali (None, None, None, 1 512         conv4_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_1_relu (Activation (None, None, None, 1 0           conv4_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block1_concat (Concatenat (None, None, None, 2 0           pool3_pool[0][0]                 \n",
      "                                                                 conv4_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_bn (BatchNormali (None, None, None, 2 1152        conv4_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_0_relu (Activation (None, None, None, 2 0           conv4_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_conv (Conv2D)    (None, None, None, 1 36864       conv4_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_bn (BatchNormali (None, None, None, 1 512         conv4_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_1_relu (Activation (None, None, None, 1 0           conv4_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block2_concat (Concatenat (None, None, None, 3 0           conv4_block1_concat[0][0]        \n",
      "                                                                 conv4_block2_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_bn (BatchNormali (None, None, None, 3 1280        conv4_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_0_relu (Activation (None, None, None, 3 0           conv4_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_conv (Conv2D)    (None, None, None, 1 40960       conv4_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_bn (BatchNormali (None, None, None, 1 512         conv4_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_1_relu (Activation (None, None, None, 1 0           conv4_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block3_concat (Concatenat (None, None, None, 3 0           conv4_block2_concat[0][0]        \n",
      "                                                                 conv4_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_bn (BatchNormali (None, None, None, 3 1408        conv4_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_0_relu (Activation (None, None, None, 3 0           conv4_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_conv (Conv2D)    (None, None, None, 1 45056       conv4_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_bn (BatchNormali (None, None, None, 1 512         conv4_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_1_relu (Activation (None, None, None, 1 0           conv4_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block4_concat (Concatenat (None, None, None, 3 0           conv4_block3_concat[0][0]        \n",
      "                                                                 conv4_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_bn (BatchNormali (None, None, None, 3 1536        conv4_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_0_relu (Activation (None, None, None, 3 0           conv4_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_conv (Conv2D)    (None, None, None, 1 49152       conv4_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_bn (BatchNormali (None, None, None, 1 512         conv4_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_1_relu (Activation (None, None, None, 1 0           conv4_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block5_concat (Concatenat (None, None, None, 4 0           conv4_block4_concat[0][0]        \n",
      "                                                                 conv4_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_bn (BatchNormali (None, None, None, 4 1664        conv4_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_0_relu (Activation (None, None, None, 4 0           conv4_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_conv (Conv2D)    (None, None, None, 1 53248       conv4_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_bn (BatchNormali (None, None, None, 1 512         conv4_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_1_relu (Activation (None, None, None, 1 0           conv4_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block6_concat (Concatenat (None, None, None, 4 0           conv4_block5_concat[0][0]        \n",
      "                                                                 conv4_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_bn (BatchNormali (None, None, None, 4 1792        conv4_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_0_relu (Activation (None, None, None, 4 0           conv4_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_conv (Conv2D)    (None, None, None, 1 57344       conv4_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_bn (BatchNormali (None, None, None, 1 512         conv4_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_1_relu (Activation (None, None, None, 1 0           conv4_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block7_concat (Concatenat (None, None, None, 4 0           conv4_block6_concat[0][0]        \n",
      "                                                                 conv4_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_bn (BatchNormali (None, None, None, 4 1920        conv4_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_0_relu (Activation (None, None, None, 4 0           conv4_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_conv (Conv2D)    (None, None, None, 1 61440       conv4_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_bn (BatchNormali (None, None, None, 1 512         conv4_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_1_relu (Activation (None, None, None, 1 0           conv4_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block8_concat (Concatenat (None, None, None, 5 0           conv4_block7_concat[0][0]        \n",
      "                                                                 conv4_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_bn (BatchNormali (None, None, None, 5 2048        conv4_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_0_relu (Activation (None, None, None, 5 0           conv4_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_conv (Conv2D)    (None, None, None, 1 65536       conv4_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_bn (BatchNormali (None, None, None, 1 512         conv4_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_1_relu (Activation (None, None, None, 1 0           conv4_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_2_conv (Conv2D)    (None, None, None, 3 36864       conv4_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block9_concat (Concatenat (None, None, None, 5 0           conv4_block8_concat[0][0]        \n",
      "                                                                 conv4_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_bn (BatchNormal (None, None, None, 5 2176        conv4_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_0_relu (Activatio (None, None, None, 5 0           conv4_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_conv (Conv2D)   (None, None, None, 1 69632       conv4_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_bn (BatchNormal (None, None, None, 1 512         conv4_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_1_relu (Activatio (None, None, None, 1 0           conv4_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block10_concat (Concatena (None, None, None, 5 0           conv4_block9_concat[0][0]        \n",
      "                                                                 conv4_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_bn (BatchNormal (None, None, None, 5 2304        conv4_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_0_relu (Activatio (None, None, None, 5 0           conv4_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_conv (Conv2D)   (None, None, None, 1 73728       conv4_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_bn (BatchNormal (None, None, None, 1 512         conv4_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_1_relu (Activatio (None, None, None, 1 0           conv4_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block11_concat (Concatena (None, None, None, 6 0           conv4_block10_concat[0][0]       \n",
      "                                                                 conv4_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_bn (BatchNormal (None, None, None, 6 2432        conv4_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_0_relu (Activatio (None, None, None, 6 0           conv4_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_conv (Conv2D)   (None, None, None, 1 77824       conv4_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_bn (BatchNormal (None, None, None, 1 512         conv4_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_1_relu (Activatio (None, None, None, 1 0           conv4_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block12_concat (Concatena (None, None, None, 6 0           conv4_block11_concat[0][0]       \n",
      "                                                                 conv4_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_bn (BatchNormal (None, None, None, 6 2560        conv4_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_0_relu (Activatio (None, None, None, 6 0           conv4_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_conv (Conv2D)   (None, None, None, 1 81920       conv4_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_bn (BatchNormal (None, None, None, 1 512         conv4_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_1_relu (Activatio (None, None, None, 1 0           conv4_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block13_concat (Concatena (None, None, None, 6 0           conv4_block12_concat[0][0]       \n",
      "                                                                 conv4_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_bn (BatchNormal (None, None, None, 6 2688        conv4_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_0_relu (Activatio (None, None, None, 6 0           conv4_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_conv (Conv2D)   (None, None, None, 1 86016       conv4_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_bn (BatchNormal (None, None, None, 1 512         conv4_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_1_relu (Activatio (None, None, None, 1 0           conv4_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block14_concat (Concatena (None, None, None, 7 0           conv4_block13_concat[0][0]       \n",
      "                                                                 conv4_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_bn (BatchNormal (None, None, None, 7 2816        conv4_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_0_relu (Activatio (None, None, None, 7 0           conv4_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_conv (Conv2D)   (None, None, None, 1 90112       conv4_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_bn (BatchNormal (None, None, None, 1 512         conv4_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_1_relu (Activatio (None, None, None, 1 0           conv4_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block15_concat (Concatena (None, None, None, 7 0           conv4_block14_concat[0][0]       \n",
      "                                                                 conv4_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_bn (BatchNormal (None, None, None, 7 2944        conv4_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_0_relu (Activatio (None, None, None, 7 0           conv4_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_conv (Conv2D)   (None, None, None, 1 94208       conv4_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_bn (BatchNormal (None, None, None, 1 512         conv4_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_1_relu (Activatio (None, None, None, 1 0           conv4_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block16_concat (Concatena (None, None, None, 7 0           conv4_block15_concat[0][0]       \n",
      "                                                                 conv4_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_bn (BatchNormal (None, None, None, 7 3072        conv4_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_0_relu (Activatio (None, None, None, 7 0           conv4_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_conv (Conv2D)   (None, None, None, 1 98304       conv4_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_bn (BatchNormal (None, None, None, 1 512         conv4_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_1_relu (Activatio (None, None, None, 1 0           conv4_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block17_concat (Concatena (None, None, None, 8 0           conv4_block16_concat[0][0]       \n",
      "                                                                 conv4_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_bn (BatchNormal (None, None, None, 8 3200        conv4_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_0_relu (Activatio (None, None, None, 8 0           conv4_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_conv (Conv2D)   (None, None, None, 1 102400      conv4_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_bn (BatchNormal (None, None, None, 1 512         conv4_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_1_relu (Activatio (None, None, None, 1 0           conv4_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block18_concat (Concatena (None, None, None, 8 0           conv4_block17_concat[0][0]       \n",
      "                                                                 conv4_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_bn (BatchNormal (None, None, None, 8 3328        conv4_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_0_relu (Activatio (None, None, None, 8 0           conv4_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_conv (Conv2D)   (None, None, None, 1 106496      conv4_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_bn (BatchNormal (None, None, None, 1 512         conv4_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_1_relu (Activatio (None, None, None, 1 0           conv4_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block19_concat (Concatena (None, None, None, 8 0           conv4_block18_concat[0][0]       \n",
      "                                                                 conv4_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_bn (BatchNormal (None, None, None, 8 3456        conv4_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_0_relu (Activatio (None, None, None, 8 0           conv4_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_conv (Conv2D)   (None, None, None, 1 110592      conv4_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_bn (BatchNormal (None, None, None, 1 512         conv4_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_1_relu (Activatio (None, None, None, 1 0           conv4_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block20_concat (Concatena (None, None, None, 8 0           conv4_block19_concat[0][0]       \n",
      "                                                                 conv4_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_bn (BatchNormal (None, None, None, 8 3584        conv4_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_0_relu (Activatio (None, None, None, 8 0           conv4_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_conv (Conv2D)   (None, None, None, 1 114688      conv4_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_bn (BatchNormal (None, None, None, 1 512         conv4_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_1_relu (Activatio (None, None, None, 1 0           conv4_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block21_concat (Concatena (None, None, None, 9 0           conv4_block20_concat[0][0]       \n",
      "                                                                 conv4_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_bn (BatchNormal (None, None, None, 9 3712        conv4_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_0_relu (Activatio (None, None, None, 9 0           conv4_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_conv (Conv2D)   (None, None, None, 1 118784      conv4_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_bn (BatchNormal (None, None, None, 1 512         conv4_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_1_relu (Activatio (None, None, None, 1 0           conv4_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block22_concat (Concatena (None, None, None, 9 0           conv4_block21_concat[0][0]       \n",
      "                                                                 conv4_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_bn (BatchNormal (None, None, None, 9 3840        conv4_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_0_relu (Activatio (None, None, None, 9 0           conv4_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_conv (Conv2D)   (None, None, None, 1 122880      conv4_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_bn (BatchNormal (None, None, None, 1 512         conv4_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_1_relu (Activatio (None, None, None, 1 0           conv4_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block23_concat (Concatena (None, None, None, 9 0           conv4_block22_concat[0][0]       \n",
      "                                                                 conv4_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_bn (BatchNormal (None, None, None, 9 3968        conv4_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_0_relu (Activatio (None, None, None, 9 0           conv4_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_conv (Conv2D)   (None, None, None, 1 126976      conv4_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_bn (BatchNormal (None, None, None, 1 512         conv4_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_1_relu (Activatio (None, None, None, 1 0           conv4_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block24_concat (Concatena (None, None, None, 1 0           conv4_block23_concat[0][0]       \n",
      "                                                                 conv4_block24_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_bn (BatchNormal (None, None, None, 1 4096        conv4_block24_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_0_relu (Activatio (None, None, None, 1 0           conv4_block25_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_conv (Conv2D)   (None, None, None, 1 131072      conv4_block25_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_bn (BatchNormal (None, None, None, 1 512         conv4_block25_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_1_relu (Activatio (None, None, None, 1 0           conv4_block25_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block25_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block25_concat (Concatena (None, None, None, 1 0           conv4_block24_concat[0][0]       \n",
      "                                                                 conv4_block25_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_bn (BatchNormal (None, None, None, 1 4224        conv4_block25_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_0_relu (Activatio (None, None, None, 1 0           conv4_block26_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_conv (Conv2D)   (None, None, None, 1 135168      conv4_block26_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_bn (BatchNormal (None, None, None, 1 512         conv4_block26_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_1_relu (Activatio (None, None, None, 1 0           conv4_block26_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block26_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block26_concat (Concatena (None, None, None, 1 0           conv4_block25_concat[0][0]       \n",
      "                                                                 conv4_block26_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_bn (BatchNormal (None, None, None, 1 4352        conv4_block26_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_0_relu (Activatio (None, None, None, 1 0           conv4_block27_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_conv (Conv2D)   (None, None, None, 1 139264      conv4_block27_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_bn (BatchNormal (None, None, None, 1 512         conv4_block27_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_1_relu (Activatio (None, None, None, 1 0           conv4_block27_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block27_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block27_concat (Concatena (None, None, None, 1 0           conv4_block26_concat[0][0]       \n",
      "                                                                 conv4_block27_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_bn (BatchNormal (None, None, None, 1 4480        conv4_block27_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_0_relu (Activatio (None, None, None, 1 0           conv4_block28_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_conv (Conv2D)   (None, None, None, 1 143360      conv4_block28_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_bn (BatchNormal (None, None, None, 1 512         conv4_block28_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_1_relu (Activatio (None, None, None, 1 0           conv4_block28_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block28_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block28_concat (Concatena (None, None, None, 1 0           conv4_block27_concat[0][0]       \n",
      "                                                                 conv4_block28_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_bn (BatchNormal (None, None, None, 1 4608        conv4_block28_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_0_relu (Activatio (None, None, None, 1 0           conv4_block29_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_conv (Conv2D)   (None, None, None, 1 147456      conv4_block29_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_bn (BatchNormal (None, None, None, 1 512         conv4_block29_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_1_relu (Activatio (None, None, None, 1 0           conv4_block29_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block29_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block29_concat (Concatena (None, None, None, 1 0           conv4_block28_concat[0][0]       \n",
      "                                                                 conv4_block29_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_bn (BatchNormal (None, None, None, 1 4736        conv4_block29_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_0_relu (Activatio (None, None, None, 1 0           conv4_block30_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_conv (Conv2D)   (None, None, None, 1 151552      conv4_block30_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_bn (BatchNormal (None, None, None, 1 512         conv4_block30_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_1_relu (Activatio (None, None, None, 1 0           conv4_block30_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block30_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block30_concat (Concatena (None, None, None, 1 0           conv4_block29_concat[0][0]       \n",
      "                                                                 conv4_block30_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_bn (BatchNormal (None, None, None, 1 4864        conv4_block30_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_0_relu (Activatio (None, None, None, 1 0           conv4_block31_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_conv (Conv2D)   (None, None, None, 1 155648      conv4_block31_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_bn (BatchNormal (None, None, None, 1 512         conv4_block31_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_1_relu (Activatio (None, None, None, 1 0           conv4_block31_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block31_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block31_concat (Concatena (None, None, None, 1 0           conv4_block30_concat[0][0]       \n",
      "                                                                 conv4_block31_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_bn (BatchNormal (None, None, None, 1 4992        conv4_block31_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_0_relu (Activatio (None, None, None, 1 0           conv4_block32_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_conv (Conv2D)   (None, None, None, 1 159744      conv4_block32_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_bn (BatchNormal (None, None, None, 1 512         conv4_block32_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_1_relu (Activatio (None, None, None, 1 0           conv4_block32_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block32_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block32_concat (Concatena (None, None, None, 1 0           conv4_block31_concat[0][0]       \n",
      "                                                                 conv4_block32_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_bn (BatchNormal (None, None, None, 1 5120        conv4_block32_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_0_relu (Activatio (None, None, None, 1 0           conv4_block33_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_conv (Conv2D)   (None, None, None, 1 163840      conv4_block33_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_bn (BatchNormal (None, None, None, 1 512         conv4_block33_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_1_relu (Activatio (None, None, None, 1 0           conv4_block33_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block33_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block33_concat (Concatena (None, None, None, 1 0           conv4_block32_concat[0][0]       \n",
      "                                                                 conv4_block33_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_bn (BatchNormal (None, None, None, 1 5248        conv4_block33_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_0_relu (Activatio (None, None, None, 1 0           conv4_block34_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_conv (Conv2D)   (None, None, None, 1 167936      conv4_block34_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_bn (BatchNormal (None, None, None, 1 512         conv4_block34_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_1_relu (Activatio (None, None, None, 1 0           conv4_block34_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block34_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block34_concat (Concatena (None, None, None, 1 0           conv4_block33_concat[0][0]       \n",
      "                                                                 conv4_block34_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_bn (BatchNormal (None, None, None, 1 5376        conv4_block34_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_0_relu (Activatio (None, None, None, 1 0           conv4_block35_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_conv (Conv2D)   (None, None, None, 1 172032      conv4_block35_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_bn (BatchNormal (None, None, None, 1 512         conv4_block35_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_1_relu (Activatio (None, None, None, 1 0           conv4_block35_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block35_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block35_concat (Concatena (None, None, None, 1 0           conv4_block34_concat[0][0]       \n",
      "                                                                 conv4_block35_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_bn (BatchNormal (None, None, None, 1 5504        conv4_block35_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_0_relu (Activatio (None, None, None, 1 0           conv4_block36_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_conv (Conv2D)   (None, None, None, 1 176128      conv4_block36_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_bn (BatchNormal (None, None, None, 1 512         conv4_block36_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_1_relu (Activatio (None, None, None, 1 0           conv4_block36_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block36_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block36_concat (Concatena (None, None, None, 1 0           conv4_block35_concat[0][0]       \n",
      "                                                                 conv4_block36_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_bn (BatchNormal (None, None, None, 1 5632        conv4_block36_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_0_relu (Activatio (None, None, None, 1 0           conv4_block37_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_conv (Conv2D)   (None, None, None, 1 180224      conv4_block37_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_bn (BatchNormal (None, None, None, 1 512         conv4_block37_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_1_relu (Activatio (None, None, None, 1 0           conv4_block37_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block37_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block37_concat (Concatena (None, None, None, 1 0           conv4_block36_concat[0][0]       \n",
      "                                                                 conv4_block37_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_bn (BatchNormal (None, None, None, 1 5760        conv4_block37_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_0_relu (Activatio (None, None, None, 1 0           conv4_block38_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_conv (Conv2D)   (None, None, None, 1 184320      conv4_block38_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_bn (BatchNormal (None, None, None, 1 512         conv4_block38_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_1_relu (Activatio (None, None, None, 1 0           conv4_block38_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block38_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block38_concat (Concatena (None, None, None, 1 0           conv4_block37_concat[0][0]       \n",
      "                                                                 conv4_block38_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_bn (BatchNormal (None, None, None, 1 5888        conv4_block38_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_0_relu (Activatio (None, None, None, 1 0           conv4_block39_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_conv (Conv2D)   (None, None, None, 1 188416      conv4_block39_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_bn (BatchNormal (None, None, None, 1 512         conv4_block39_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_1_relu (Activatio (None, None, None, 1 0           conv4_block39_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block39_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block39_concat (Concatena (None, None, None, 1 0           conv4_block38_concat[0][0]       \n",
      "                                                                 conv4_block39_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_bn (BatchNormal (None, None, None, 1 6016        conv4_block39_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_0_relu (Activatio (None, None, None, 1 0           conv4_block40_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_conv (Conv2D)   (None, None, None, 1 192512      conv4_block40_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_bn (BatchNormal (None, None, None, 1 512         conv4_block40_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_1_relu (Activatio (None, None, None, 1 0           conv4_block40_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block40_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block40_concat (Concatena (None, None, None, 1 0           conv4_block39_concat[0][0]       \n",
      "                                                                 conv4_block40_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_bn (BatchNormal (None, None, None, 1 6144        conv4_block40_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_0_relu (Activatio (None, None, None, 1 0           conv4_block41_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_conv (Conv2D)   (None, None, None, 1 196608      conv4_block41_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_bn (BatchNormal (None, None, None, 1 512         conv4_block41_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_1_relu (Activatio (None, None, None, 1 0           conv4_block41_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block41_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block41_concat (Concatena (None, None, None, 1 0           conv4_block40_concat[0][0]       \n",
      "                                                                 conv4_block41_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_bn (BatchNormal (None, None, None, 1 6272        conv4_block41_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_0_relu (Activatio (None, None, None, 1 0           conv4_block42_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_conv (Conv2D)   (None, None, None, 1 200704      conv4_block42_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_bn (BatchNormal (None, None, None, 1 512         conv4_block42_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_1_relu (Activatio (None, None, None, 1 0           conv4_block42_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block42_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block42_concat (Concatena (None, None, None, 1 0           conv4_block41_concat[0][0]       \n",
      "                                                                 conv4_block42_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_bn (BatchNormal (None, None, None, 1 6400        conv4_block42_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_0_relu (Activatio (None, None, None, 1 0           conv4_block43_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_conv (Conv2D)   (None, None, None, 1 204800      conv4_block43_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_bn (BatchNormal (None, None, None, 1 512         conv4_block43_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_1_relu (Activatio (None, None, None, 1 0           conv4_block43_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block43_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block43_concat (Concatena (None, None, None, 1 0           conv4_block42_concat[0][0]       \n",
      "                                                                 conv4_block43_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_bn (BatchNormal (None, None, None, 1 6528        conv4_block43_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_0_relu (Activatio (None, None, None, 1 0           conv4_block44_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_conv (Conv2D)   (None, None, None, 1 208896      conv4_block44_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_bn (BatchNormal (None, None, None, 1 512         conv4_block44_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_1_relu (Activatio (None, None, None, 1 0           conv4_block44_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block44_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block44_concat (Concatena (None, None, None, 1 0           conv4_block43_concat[0][0]       \n",
      "                                                                 conv4_block44_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_bn (BatchNormal (None, None, None, 1 6656        conv4_block44_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_0_relu (Activatio (None, None, None, 1 0           conv4_block45_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_conv (Conv2D)   (None, None, None, 1 212992      conv4_block45_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_bn (BatchNormal (None, None, None, 1 512         conv4_block45_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_1_relu (Activatio (None, None, None, 1 0           conv4_block45_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block45_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block45_concat (Concatena (None, None, None, 1 0           conv4_block44_concat[0][0]       \n",
      "                                                                 conv4_block45_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_bn (BatchNormal (None, None, None, 1 6784        conv4_block45_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_0_relu (Activatio (None, None, None, 1 0           conv4_block46_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_conv (Conv2D)   (None, None, None, 1 217088      conv4_block46_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_bn (BatchNormal (None, None, None, 1 512         conv4_block46_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_1_relu (Activatio (None, None, None, 1 0           conv4_block46_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block46_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block46_concat (Concatena (None, None, None, 1 0           conv4_block45_concat[0][0]       \n",
      "                                                                 conv4_block46_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_bn (BatchNormal (None, None, None, 1 6912        conv4_block46_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_0_relu (Activatio (None, None, None, 1 0           conv4_block47_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_conv (Conv2D)   (None, None, None, 1 221184      conv4_block47_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_bn (BatchNormal (None, None, None, 1 512         conv4_block47_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_1_relu (Activatio (None, None, None, 1 0           conv4_block47_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block47_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block47_concat (Concatena (None, None, None, 1 0           conv4_block46_concat[0][0]       \n",
      "                                                                 conv4_block47_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_bn (BatchNormal (None, None, None, 1 7040        conv4_block47_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_0_relu (Activatio (None, None, None, 1 0           conv4_block48_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_conv (Conv2D)   (None, None, None, 1 225280      conv4_block48_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_bn (BatchNormal (None, None, None, 1 512         conv4_block48_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_1_relu (Activatio (None, None, None, 1 0           conv4_block48_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_2_conv (Conv2D)   (None, None, None, 3 36864       conv4_block48_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv4_block48_concat (Concatena (None, None, None, 1 0           conv4_block47_concat[0][0]       \n",
      "                                                                 conv4_block48_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_bn (BatchNormalization)   (None, None, None, 1 7168        conv4_block48_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "pool4_relu (Activation)         (None, None, None, 1 0           pool4_bn[0][0]                   \n",
      "__________________________________________________________________________________________________\n",
      "pool4_conv (Conv2D)             (None, None, None, 8 1605632     pool4_relu[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "pool4_pool (AveragePooling2D)   (None, None, None, 8 0           pool4_conv[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_bn (BatchNormali (None, None, None, 8 3584        pool4_pool[0][0]                 \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_0_relu (Activation (None, None, None, 8 0           conv5_block1_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_conv (Conv2D)    (None, None, None, 1 114688      conv5_block1_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_bn (BatchNormali (None, None, None, 1 512         conv5_block1_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_1_relu (Activation (None, None, None, 1 0           conv5_block1_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block1_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block1_concat (Concatenat (None, None, None, 9 0           pool4_pool[0][0]                 \n",
      "                                                                 conv5_block1_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_bn (BatchNormali (None, None, None, 9 3712        conv5_block1_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_0_relu (Activation (None, None, None, 9 0           conv5_block2_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_conv (Conv2D)    (None, None, None, 1 118784      conv5_block2_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_bn (BatchNormali (None, None, None, 1 512         conv5_block2_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_1_relu (Activation (None, None, None, 1 0           conv5_block2_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block2_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block2_concat (Concatenat (None, None, None, 9 0           conv5_block1_concat[0][0]        \n",
      "                                                                 conv5_block2_2_conv[0][0]        \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_bn (BatchNormali (None, None, None, 9 3840        conv5_block2_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_0_relu (Activation (None, None, None, 9 0           conv5_block3_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_conv (Conv2D)    (None, None, None, 1 122880      conv5_block3_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_bn (BatchNormali (None, None, None, 1 512         conv5_block3_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_1_relu (Activation (None, None, None, 1 0           conv5_block3_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block3_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block3_concat (Concatenat (None, None, None, 9 0           conv5_block2_concat[0][0]        \n",
      "                                                                 conv5_block3_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_bn (BatchNormali (None, None, None, 9 3968        conv5_block3_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_0_relu (Activation (None, None, None, 9 0           conv5_block4_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_conv (Conv2D)    (None, None, None, 1 126976      conv5_block4_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_bn (BatchNormali (None, None, None, 1 512         conv5_block4_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_1_relu (Activation (None, None, None, 1 0           conv5_block4_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block4_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block4_concat (Concatenat (None, None, None, 1 0           conv5_block3_concat[0][0]        \n",
      "                                                                 conv5_block4_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_bn (BatchNormali (None, None, None, 1 4096        conv5_block4_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_0_relu (Activation (None, None, None, 1 0           conv5_block5_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_conv (Conv2D)    (None, None, None, 1 131072      conv5_block5_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_bn (BatchNormali (None, None, None, 1 512         conv5_block5_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_1_relu (Activation (None, None, None, 1 0           conv5_block5_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block5_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block5_concat (Concatenat (None, None, None, 1 0           conv5_block4_concat[0][0]        \n",
      "                                                                 conv5_block5_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_bn (BatchNormali (None, None, None, 1 4224        conv5_block5_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_0_relu (Activation (None, None, None, 1 0           conv5_block6_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_conv (Conv2D)    (None, None, None, 1 135168      conv5_block6_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_bn (BatchNormali (None, None, None, 1 512         conv5_block6_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_1_relu (Activation (None, None, None, 1 0           conv5_block6_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block6_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block6_concat (Concatenat (None, None, None, 1 0           conv5_block5_concat[0][0]        \n",
      "                                                                 conv5_block6_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_bn (BatchNormali (None, None, None, 1 4352        conv5_block6_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_0_relu (Activation (None, None, None, 1 0           conv5_block7_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_conv (Conv2D)    (None, None, None, 1 139264      conv5_block7_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_bn (BatchNormali (None, None, None, 1 512         conv5_block7_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_1_relu (Activation (None, None, None, 1 0           conv5_block7_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block7_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block7_concat (Concatenat (None, None, None, 1 0           conv5_block6_concat[0][0]        \n",
      "                                                                 conv5_block7_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_bn (BatchNormali (None, None, None, 1 4480        conv5_block7_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_0_relu (Activation (None, None, None, 1 0           conv5_block8_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_conv (Conv2D)    (None, None, None, 1 143360      conv5_block8_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_bn (BatchNormali (None, None, None, 1 512         conv5_block8_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_1_relu (Activation (None, None, None, 1 0           conv5_block8_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block8_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block8_concat (Concatenat (None, None, None, 1 0           conv5_block7_concat[0][0]        \n",
      "                                                                 conv5_block8_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_bn (BatchNormali (None, None, None, 1 4608        conv5_block8_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_0_relu (Activation (None, None, None, 1 0           conv5_block9_0_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_conv (Conv2D)    (None, None, None, 1 147456      conv5_block9_0_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_bn (BatchNormali (None, None, None, 1 512         conv5_block9_1_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_1_relu (Activation (None, None, None, 1 0           conv5_block9_1_bn[0][0]          \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_2_conv (Conv2D)    (None, None, None, 3 36864       conv5_block9_1_relu[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block9_concat (Concatenat (None, None, None, 1 0           conv5_block8_concat[0][0]        \n",
      "                                                                 conv5_block9_2_conv[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_bn (BatchNormal (None, None, None, 1 4736        conv5_block9_concat[0][0]        \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_0_relu (Activatio (None, None, None, 1 0           conv5_block10_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_conv (Conv2D)   (None, None, None, 1 151552      conv5_block10_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_bn (BatchNormal (None, None, None, 1 512         conv5_block10_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_1_relu (Activatio (None, None, None, 1 0           conv5_block10_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block10_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block10_concat (Concatena (None, None, None, 1 0           conv5_block9_concat[0][0]        \n",
      "                                                                 conv5_block10_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_bn (BatchNormal (None, None, None, 1 4864        conv5_block10_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_0_relu (Activatio (None, None, None, 1 0           conv5_block11_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_conv (Conv2D)   (None, None, None, 1 155648      conv5_block11_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_bn (BatchNormal (None, None, None, 1 512         conv5_block11_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_1_relu (Activatio (None, None, None, 1 0           conv5_block11_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block11_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block11_concat (Concatena (None, None, None, 1 0           conv5_block10_concat[0][0]       \n",
      "                                                                 conv5_block11_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_bn (BatchNormal (None, None, None, 1 4992        conv5_block11_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_0_relu (Activatio (None, None, None, 1 0           conv5_block12_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_conv (Conv2D)   (None, None, None, 1 159744      conv5_block12_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_bn (BatchNormal (None, None, None, 1 512         conv5_block12_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_1_relu (Activatio (None, None, None, 1 0           conv5_block12_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block12_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block12_concat (Concatena (None, None, None, 1 0           conv5_block11_concat[0][0]       \n",
      "                                                                 conv5_block12_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_bn (BatchNormal (None, None, None, 1 5120        conv5_block12_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_0_relu (Activatio (None, None, None, 1 0           conv5_block13_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_conv (Conv2D)   (None, None, None, 1 163840      conv5_block13_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_bn (BatchNormal (None, None, None, 1 512         conv5_block13_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_1_relu (Activatio (None, None, None, 1 0           conv5_block13_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block13_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block13_concat (Concatena (None, None, None, 1 0           conv5_block12_concat[0][0]       \n",
      "                                                                 conv5_block13_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_bn (BatchNormal (None, None, None, 1 5248        conv5_block13_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_0_relu (Activatio (None, None, None, 1 0           conv5_block14_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_conv (Conv2D)   (None, None, None, 1 167936      conv5_block14_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_bn (BatchNormal (None, None, None, 1 512         conv5_block14_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_1_relu (Activatio (None, None, None, 1 0           conv5_block14_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block14_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block14_concat (Concatena (None, None, None, 1 0           conv5_block13_concat[0][0]       \n",
      "                                                                 conv5_block14_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_bn (BatchNormal (None, None, None, 1 5376        conv5_block14_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_0_relu (Activatio (None, None, None, 1 0           conv5_block15_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_conv (Conv2D)   (None, None, None, 1 172032      conv5_block15_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_bn (BatchNormal (None, None, None, 1 512         conv5_block15_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_1_relu (Activatio (None, None, None, 1 0           conv5_block15_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block15_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block15_concat (Concatena (None, None, None, 1 0           conv5_block14_concat[0][0]       \n",
      "                                                                 conv5_block15_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_bn (BatchNormal (None, None, None, 1 5504        conv5_block15_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_0_relu (Activatio (None, None, None, 1 0           conv5_block16_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_conv (Conv2D)   (None, None, None, 1 176128      conv5_block16_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_bn (BatchNormal (None, None, None, 1 512         conv5_block16_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_1_relu (Activatio (None, None, None, 1 0           conv5_block16_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block16_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block16_concat (Concatena (None, None, None, 1 0           conv5_block15_concat[0][0]       \n",
      "                                                                 conv5_block16_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_bn (BatchNormal (None, None, None, 1 5632        conv5_block16_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_0_relu (Activatio (None, None, None, 1 0           conv5_block17_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_conv (Conv2D)   (None, None, None, 1 180224      conv5_block17_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_bn (BatchNormal (None, None, None, 1 512         conv5_block17_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_1_relu (Activatio (None, None, None, 1 0           conv5_block17_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block17_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block17_concat (Concatena (None, None, None, 1 0           conv5_block16_concat[0][0]       \n",
      "                                                                 conv5_block17_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_bn (BatchNormal (None, None, None, 1 5760        conv5_block17_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_0_relu (Activatio (None, None, None, 1 0           conv5_block18_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_conv (Conv2D)   (None, None, None, 1 184320      conv5_block18_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_bn (BatchNormal (None, None, None, 1 512         conv5_block18_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_1_relu (Activatio (None, None, None, 1 0           conv5_block18_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block18_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block18_concat (Concatena (None, None, None, 1 0           conv5_block17_concat[0][0]       \n",
      "                                                                 conv5_block18_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_bn (BatchNormal (None, None, None, 1 5888        conv5_block18_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_0_relu (Activatio (None, None, None, 1 0           conv5_block19_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_conv (Conv2D)   (None, None, None, 1 188416      conv5_block19_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_bn (BatchNormal (None, None, None, 1 512         conv5_block19_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_1_relu (Activatio (None, None, None, 1 0           conv5_block19_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block19_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block19_concat (Concatena (None, None, None, 1 0           conv5_block18_concat[0][0]       \n",
      "                                                                 conv5_block19_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_bn (BatchNormal (None, None, None, 1 6016        conv5_block19_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_0_relu (Activatio (None, None, None, 1 0           conv5_block20_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_conv (Conv2D)   (None, None, None, 1 192512      conv5_block20_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_bn (BatchNormal (None, None, None, 1 512         conv5_block20_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_1_relu (Activatio (None, None, None, 1 0           conv5_block20_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block20_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block20_concat (Concatena (None, None, None, 1 0           conv5_block19_concat[0][0]       \n",
      "                                                                 conv5_block20_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_bn (BatchNormal (None, None, None, 1 6144        conv5_block20_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_0_relu (Activatio (None, None, None, 1 0           conv5_block21_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_conv (Conv2D)   (None, None, None, 1 196608      conv5_block21_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_bn (BatchNormal (None, None, None, 1 512         conv5_block21_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_1_relu (Activatio (None, None, None, 1 0           conv5_block21_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block21_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block21_concat (Concatena (None, None, None, 1 0           conv5_block20_concat[0][0]       \n",
      "                                                                 conv5_block21_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_bn (BatchNormal (None, None, None, 1 6272        conv5_block21_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_0_relu (Activatio (None, None, None, 1 0           conv5_block22_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_conv (Conv2D)   (None, None, None, 1 200704      conv5_block22_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_bn (BatchNormal (None, None, None, 1 512         conv5_block22_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_1_relu (Activatio (None, None, None, 1 0           conv5_block22_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block22_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block22_concat (Concatena (None, None, None, 1 0           conv5_block21_concat[0][0]       \n",
      "                                                                 conv5_block22_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_bn (BatchNormal (None, None, None, 1 6400        conv5_block22_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_0_relu (Activatio (None, None, None, 1 0           conv5_block23_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_conv (Conv2D)   (None, None, None, 1 204800      conv5_block23_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_bn (BatchNormal (None, None, None, 1 512         conv5_block23_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_1_relu (Activatio (None, None, None, 1 0           conv5_block23_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block23_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block23_concat (Concatena (None, None, None, 1 0           conv5_block22_concat[0][0]       \n",
      "                                                                 conv5_block23_2_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_bn (BatchNormal (None, None, None, 1 6528        conv5_block23_concat[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_0_relu (Activatio (None, None, None, 1 0           conv5_block24_0_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_conv (Conv2D)   (None, None, None, 1 208896      conv5_block24_0_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_bn (BatchNormal (None, None, None, 1 512         conv5_block24_1_conv[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_1_relu (Activatio (None, None, None, 1 0           conv5_block24_1_bn[0][0]         \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_2_conv (Conv2D)   (None, None, None, 3 36864       conv5_block24_1_relu[0][0]       \n",
      "__________________________________________________________________________________________________\n",
      "conv5_block24_concat (Concatena (None, None, None, 1 0           conv5_block23_concat[0][0]       \n",
      "                                                                 conv5_block24_2_conv[0][0]       \n",
      "==================================================================================================\n",
      "Total params: 16,139,840\n",
      "Trainable params: 15,945,088\n",
      "Non-trainable params: 194,752\n",
      "__________________________________________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.models       import Model\n",
    "from keras.applications.densenet import DenseNet201\n",
    "from keras.applications.inception_v3 import InceptionV3\n",
    "from keras.applications.inception_resnet_v2 import InceptionResNetV2\n",
    "from keras.applications.xception import Xception\n",
    "\n",
    "#original_model = VGG16(include_top=False)\n",
    "original_model = DenseNet201(include_top=False)\n",
    "#original_model = InceptionV3(include_top=False)\n",
    "#original_model = InceptionResNetV2(include_top=False)\n",
    "#original_model = Xception(include_top=False)\n",
    "\n",
    "bottleneck_input  = original_model.get_layer(index=0).input\n",
    "bottleneck_output = original_model.get_layer(index=-59).output\n",
    "bottleneck_model  = Model(inputs=bottleneck_input,  outputs=bottleneck_output)\n",
    "\n",
    "bottleneck_model.summary()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "#bottleneck_model = InceptionV3(include_top=False)\n",
    "#Inception.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\nbottleneck_model   = DenseNet201(include_top=False)\\nbottleneck_model.summary()\\n'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#bottleneck_model    = VGG16(include_top=False)\n",
    "#bottleneck_model.summary()\n",
    "'''\n",
    "bottleneck_model   = DenseNet201(include_top=False)\n",
    "bottleneck_model.summary()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 6, 6, 1664)\n",
      "(2428, 6, 6, 1664)\n",
      "(6, 6, 1664)\n"
     ]
    }
   ],
   "source": [
    "test = final_output_84_84[0]\n",
    "test = test.reshape(1, img_size[0], img_size[1],3)\n",
    "test_shape = bottleneck_model.predict(test).shape\n",
    "print(test_shape)\n",
    "shape = (final_output_84_84.shape[0],test_shape[1],test_shape[2],test_shape[3])\n",
    "print(shape)\n",
    "print(shape[1:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "(2428, 1, 6, 6, 1664)\n"
     ]
    }
   ],
   "source": [
    "bottelneck_features = []\n",
    "for i in final_output_84_84:\n",
    "    \n",
    "    i = i.reshape(1, img_size[0], img_size[1],3)\n",
    "    bottelneck_features.append(bottleneck_model.predict(i))\n",
    "    print(len(bottelneck_features))\n",
    "    \n",
    "    #if len(bottelneck_features)==20000:\n",
    "        #break\n",
    "    \n",
    "bottelneck_features=np.array(bottelneck_features)\n",
    "print(bottelneck_features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2428, 6, 6, 1664)\n"
     ]
    }
   ],
   "source": [
    "#print(np.amax(ubiris_features)  )\n",
    "bottelneck_features =  bottelneck_features.reshape(shape) #4, 6, 512\n",
    "print(bottelneck_features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn import svm\n",
    "\n",
    "(X_train, X_test, y_train, y_test) = train_test_split(bottelneck_features, y,test_size=0.05, random_state=1250)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import accuracy_score\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "flatten_2 (Flatten)          (None, 59904)             0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 241)               14437105  \n",
      "=================================================================\n",
      "Total params: 14,437,105\n",
      "Trainable params: 14,437,105\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.layers import Dense, Flatten,Dropout\n",
    "from keras.models import Sequential\n",
    "from keras import optimizers\n",
    "\n",
    "\n",
    "model = Sequential()\n",
    "model.add(Flatten(input_shape=(shape[1:])))#4, 6, 512\n",
    "#model.add(Dense(500, activation='relu'))\n",
    "#model.add(Dropout(0.8))\n",
    "model.add(Dense(241, activation='softmax'))\n",
    "sgd = optimizers.SGD(lr=0.1)\n",
    "#adam = optimizers.Adam(learning_rate=0.001)\n",
    "\n",
    "\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', \n",
    "                  metrics=['accuracy'])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 2306 samples, validate on 122 samples\n",
      "Epoch 1/30\n",
      "  64/2306 [..............................] - ETA: 4:13:48 - loss: 6.0228 - acc: 0.0469    "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\omar\\Anaconda2\\envs\\deep\\lib\\site-packages\\keras\\callbacks.py:122: UserWarning: Method on_batch_end() is slow compared to the batch update (3.639127). Check your callbacks.\n",
      "  % delta_t_median)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2306/2306 [==============================] - 568s 246ms/step - loss: 4.1123 - acc: 0.3864 - val_loss: 1.5744 - val_acc: 0.6885\n",
      "\n",
      "Epoch 00001: val_loss improved from inf to 1.57444, saving model to casia_interval_dense_net_0.2_adam.hdf5\n",
      "Epoch 2/30\n",
      "2306/2306 [==============================] - 29s 13ms/step - loss: 0.3949 - acc: 0.9397 - val_loss: 0.2749 - val_acc: 0.9754\n",
      "\n",
      "Epoch 00002: val_loss improved from 1.57444 to 0.27487, saving model to casia_interval_dense_net_0.2_adam.hdf5\n",
      "Epoch 3/30\n",
      "2306/2306 [==============================] - 28s 12ms/step - loss: 0.0540 - acc: 0.9996 - val_loss: 0.0842 - val_acc: 1.0000\n",
      "\n",
      "Epoch 00003: val_loss improved from 0.27487 to 0.08418, saving model to casia_interval_dense_net_0.2_adam.hdf5\n",
      "Epoch 4/30\n",
      " 800/2306 [=========>....................] - ETA: 17s - loss: 0.0257 - acc: 1.0000"
     ]
    }
   ],
   "source": [
    "from keras.callbacks import ModelCheckpoint   \n",
    "\n",
    "# train the model\n",
    "checkpointer = ModelCheckpoint(filepath='casia_interval_dense_net_0.2_adam.hdf5', verbose=1, save_best_only=True)\n",
    "#X_train, X_test, y_train, y_test\n",
    "\n",
    "history=model.fit(X_train,y_train, batch_size=32, epochs=30, shuffle=True,validation_data=(X_test, y_test), verbose=1 ,callbacks=[checkpointer])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dict_keys(['val_loss', 'val_acc', 'loss', 'acc'])\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "# list all data in history\n",
    "print(history.history.keys())\n",
    "# summarize history for accuracy\n",
    "plt.plot(history.history['acc'])\n",
    "plt.plot(history.history['val_acc'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()\n",
    "# summarize history for loss\n",
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train', 'test'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "from sklearn import tree\n",
    "\n",
    "clf = tree.DecisionTreeClassifier()\n",
    "clf.fit(X_train, y_train)\n",
    "y_pred = clf.predict(X_test)\n",
    "print(accuracy_score(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train=X_train.reshape(1600,-1)\n",
    "X_test=X_test.reshape(400,-1)\n",
    "\n",
    "clf = svm.SVC(C=0.1, kernel='linear', random_state=20150420)\n",
    "clf.fit(X_train, y_train)\n",
    "y_pred = clf.predict(X_test)\n",
    "print(accuracy_score(y_test, y_pred))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_out = open(\"dense_net_59_70_40000_features.pickle\",\"wb\")\n",
    "pickle.dump(bottelneck_features, pickle_out)\n",
    "pickle_out.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_out = open(\"dense_net_59_70_40000_lables.pickle\",\"wb\")\n",
    "pickle.dump(y, pickle_out)\n",
    "pickle_out.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pickle_out = open(\"trainX.pickle\",\"wb\")\n",
    "pickle.dump(trainX, pickle_out)\n",
    "pickle_out.close()\n",
    "pickle_out = open(\"testX.pickle\",\"wb\")\n",
    "pickle.dump(testX, pickle_out)\n",
    "pickle_out.close()\n",
    "pickle_out = open(\"trainY.pickle\",\"wb\")\n",
    "pickle.dump(trainY, pickle_out)\n",
    "pickle_out.close()\n",
    "pickle_out = open(\"testY.pickle\",\"wb\")\n",
    "pickle.dump(testY, pickle_out)\n",
    "pickle_out.close()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle  \n",
    "pickle_in = open(\"casia_model_240.pickle\",\"rb\")\n",
    "ubiris_features_1 = pickle.load(pickle_in)\n",
    "print(ubiris_features_1.shape)\n",
    "#for i in ubiris_features_1:\n",
    "    #print (i)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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