Cotton_inceptionV3.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Cotton_inceptionV3.ipynb","provenance":[],"collapsed_sections":[],"mount_file_id":"1yfKOmcOU5aWVyKm7rIMwU_AKvF1AWdJZ","authorship_tag":"ABX9TyPWd+XnQSPky2UYaI1u68Gm"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"dnaOudyn--cF","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856585502,"user_tz":-330,"elapsed":3961,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["# import the libraries as shown below\n","\n","from tensorflow.keras.layers import Input, Lambda, Dense, Flatten\n","from tensorflow.keras.models import Model\n","from tensorflow.keras.applications.inception_v3 import InceptionV3\n","#from keras.applications.vgg16 import VGG16\n","from tensorflow.keras.applications.inception_v3 import preprocess_input\n","from tensorflow.keras.preprocessing import image\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator,load_img,img_to_array\n","from tensorflow.keras.models import Sequential\n","import numpy as np\n","from glob import glob"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"JEGgGSa3l5DS","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856594432,"user_tz":-330,"elapsed":3903,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["# re-size all the images to this\n","IMAGE_SIZE = [224, 224]\n","\n","train_path = '/content/drive/My Drive/Colab Notebooks/cotton/Datasets/train'\n","valid_path = '/content/drive/My Drive/Colab Notebooks/cotton/Datasets/test'"],"execution_count":2,"outputs":[]},{"cell_type":"code","metadata":{"id":"brs8ulrbmNTr","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":71},"executionInfo":{"status":"ok","timestamp":1598856611357,"user_tz":-330,"elapsed":12440,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"722d4fd2-20fe-4af7-ede5-1ef958bd765d"},"source":["#Import the InceptionV3 library as shown below and add preprocessing layer to the front of InceptionV3\n","# Here we will be using imagenet weights\n","\n","inception = InceptionV3(input_shape=IMAGE_SIZE + [3], weights='imagenet', include_top=False)"],"execution_count":3,"outputs":[{"output_type":"stream","text":["Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n","87916544/87910968 [==============================] - 2s 0us/step\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"Y07TK4XTovej","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856672325,"user_tz":-330,"elapsed":1792,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["for layer in inception.layers:\n","  layer.trainable = False"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"id":"joHBNxTGpDMG","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":35},"executionInfo":{"status":"ok","timestamp":1598856675748,"user_tz":-330,"elapsed":2382,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"e0cd589f-3c64-4813-d1ba-566b64f76848"},"source":["# useful for getting number of output classes\n","folders = glob('/content/drive/My Drive/Colab Notebooks/cotton/Datasets/train/*')\n","len(folders)\n","folders[0]"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["'/content/drive/My Drive/Colab Notebooks/cotton/Datasets/train/diseased cotton leaf'"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"pzE6q34u4TvO","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856686495,"user_tz":-330,"elapsed":4812,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["# our layers - you can add more if you want\n","x = Flatten()(inception.output)"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"Z3QXnAEh4mIa","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856688537,"user_tz":-330,"elapsed":1134,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["prediction = Dense(len(folders), activation='softmax')(x)\n","\n","# create a model object\n","model = Model(inputs=inception.input, outputs=prediction)"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"HQqoxncpII5x","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1598805852571,"user_tz":-330,"elapsed":2111,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"b0526739-57d2-41a9-ca39-3548c3a79eba"},"source":["model.summary()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Model: \"functional_3\"\n","__________________________________________________________________________________________________\n","Layer (type)                    Output Shape         Param #     Connected to                     \n","==================================================================================================\n","input_2 (InputLayer)            [(None, 224, 224, 3) 0                                            \n","__________________________________________________________________________________________________\n","conv2d_94 (Conv2D)              (None, 111, 111, 32) 864         input_2[0][0]                    \n","__________________________________________________________________________________________________\n","batch_normalization_94 (BatchNo (None, 111, 111, 32) 96          conv2d_94[0][0]                  \n","__________________________________________________________________________________________________\n","activation_94 (Activation)      (None, 111, 111, 32) 0           batch_normalization_94[0][0]     \n","__________________________________________________________________________________________________\n","conv2d_95 (Conv2D)              (None, 109, 109, 32) 9216        activation_94[0][0]              \n","__________________________________________________________________________________________________\n","batch_normalization_95 (BatchNo (None, 109, 109, 32) 96          conv2d_95[0][0]                  \n","__________________________________________________________________________________________________\n","activation_95 (Activation)      (None, 109, 109, 32) 0           batch_normalization_95[0][0]     \n","__________________________________________________________________________________________________\n","conv2d_96 (Conv2D)              (None, 109, 109, 64) 18432       activation_95[0][0]              \n","__________________________________________________________________________________________________\n","batch_normalization_96 (BatchNo (None, 109, 109, 64) 192         conv2d_96[0][0]                  \n","__________________________________________________________________________________________________\n","activation_96 (Activation)      (None, 109, 109, 64) 0           batch_normalization_96[0][0]     \n","__________________________________________________________________________________________________\n","max_pooling2d_4 (MaxPooling2D)  (None, 54, 54, 64)   0           activation_96[0][0]              \n","__________________________________________________________________________________________________\n","conv2d_97 (Conv2D)              (None, 54, 54, 80)   5120        max_pooling2d_4[0][0]            \n","__________________________________________________________________________________________________\n","batch_normalization_97 (BatchNo (None, 54, 54, 80)   240         conv2d_97[0][0]                  \n","__________________________________________________________________________________________________\n","activation_97 (Activation)      (None, 54, 54, 80)   0           batch_normalization_97[0][0]     \n","__________________________________________________________________________________________________\n","conv2d_98 (Conv2D)              (None, 52, 52, 192)  138240      activation_97[0][0]              \n","__________________________________________________________________________________________________\n","batch_normalization_98 (BatchNo (None, 52, 52, 192)  576         conv2d_98[0][0]                  \n","__________________________________________________________________________________________________\n","activation_98 (Activation)      (None, 52, 52, 192)  0           batch_normalization_98[0][0]     \n","__________________________________________________________________________________________________\n","max_pooling2d_5 (MaxPooling2D)  (None, 25, 25, 192)  0           activation_98[0][0]              \n","__________________________________________________________________________________________________\n","conv2d_102 (Conv2D)             (None, 25, 25, 64)   12288       max_pooling2d_5[0][0]            \n","__________________________________________________________________________________________________\n","batch_normalization_102 (BatchN (None, 25, 25, 64)   192         conv2d_102[0][0]                 \n","__________________________________________________________________________________________________\n","activation_102 (Activation)     (None, 25, 25, 64)   0           batch_normalization_102[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_100 (Conv2D)             (None, 25, 25, 48)   9216        max_pooling2d_5[0][0]            \n","__________________________________________________________________________________________________\n","conv2d_103 (Conv2D)             (None, 25, 25, 96)   55296       activation_102[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_100 (BatchN (None, 25, 25, 48)   144         conv2d_100[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_103 (BatchN (None, 25, 25, 96)   288         conv2d_103[0][0]                 \n","__________________________________________________________________________________________________\n","activation_100 (Activation)     (None, 25, 25, 48)   0           batch_normalization_100[0][0]    \n","__________________________________________________________________________________________________\n","activation_103 (Activation)     (None, 25, 25, 96)   0           batch_normalization_103[0][0]    \n","__________________________________________________________________________________________________\n","average_pooling2d_9 (AveragePoo (None, 25, 25, 192)  0           max_pooling2d_5[0][0]            \n","__________________________________________________________________________________________________\n","conv2d_99 (Conv2D)              (None, 25, 25, 64)   12288       max_pooling2d_5[0][0]            \n","__________________________________________________________________________________________________\n","conv2d_101 (Conv2D)             (None, 25, 25, 64)   76800       activation_100[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_104 (Conv2D)             (None, 25, 25, 96)   82944       activation_103[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_105 (Conv2D)             (None, 25, 25, 32)   6144        average_pooling2d_9[0][0]        \n","__________________________________________________________________________________________________\n","batch_normalization_99 (BatchNo (None, 25, 25, 64)   192         conv2d_99[0][0]                  \n","__________________________________________________________________________________________________\n","batch_normalization_101 (BatchN (None, 25, 25, 64)   192         conv2d_101[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_104 (BatchN (None, 25, 25, 96)   288         conv2d_104[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_105 (BatchN (None, 25, 25, 32)   96          conv2d_105[0][0]                 \n","__________________________________________________________________________________________________\n","activation_99 (Activation)      (None, 25, 25, 64)   0           batch_normalization_99[0][0]     \n","__________________________________________________________________________________________________\n","activation_101 (Activation)     (None, 25, 25, 64)   0           batch_normalization_101[0][0]    \n","__________________________________________________________________________________________________\n","activation_104 (Activation)     (None, 25, 25, 96)   0           batch_normalization_104[0][0]    \n","__________________________________________________________________________________________________\n","activation_105 (Activation)     (None, 25, 25, 32)   0           batch_normalization_105[0][0]    \n","__________________________________________________________________________________________________\n","mixed0 (Concatenate)            (None, 25, 25, 256)  0           activation_99[0][0]              \n","                                                                 activation_101[0][0]             \n","                                                                 activation_104[0][0]             \n","                                                                 activation_105[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_109 (Conv2D)             (None, 25, 25, 64)   16384       mixed0[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_109 (BatchN (None, 25, 25, 64)   192         conv2d_109[0][0]                 \n","__________________________________________________________________________________________________\n","activation_109 (Activation)     (None, 25, 25, 64)   0           batch_normalization_109[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_107 (Conv2D)             (None, 25, 25, 48)   12288       mixed0[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_110 (Conv2D)             (None, 25, 25, 96)   55296       activation_109[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_107 (BatchN (None, 25, 25, 48)   144         conv2d_107[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_110 (BatchN (None, 25, 25, 96)   288         conv2d_110[0][0]                 \n","__________________________________________________________________________________________________\n","activation_107 (Activation)     (None, 25, 25, 48)   0           batch_normalization_107[0][0]    \n","__________________________________________________________________________________________________\n","activation_110 (Activation)     (None, 25, 25, 96)   0           batch_normalization_110[0][0]    \n","__________________________________________________________________________________________________\n","average_pooling2d_10 (AveragePo (None, 25, 25, 256)  0           mixed0[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_106 (Conv2D)             (None, 25, 25, 64)   16384       mixed0[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_108 (Conv2D)             (None, 25, 25, 64)   76800       activation_107[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_111 (Conv2D)             (None, 25, 25, 96)   82944       activation_110[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_112 (Conv2D)             (None, 25, 25, 64)   16384       average_pooling2d_10[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_106 (BatchN (None, 25, 25, 64)   192         conv2d_106[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_108 (BatchN (None, 25, 25, 64)   192         conv2d_108[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_111 (BatchN (None, 25, 25, 96)   288         conv2d_111[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_112 (BatchN (None, 25, 25, 64)   192         conv2d_112[0][0]                 \n","__________________________________________________________________________________________________\n","activation_106 (Activation)     (None, 25, 25, 64)   0           batch_normalization_106[0][0]    \n","__________________________________________________________________________________________________\n","activation_108 (Activation)     (None, 25, 25, 64)   0           batch_normalization_108[0][0]    \n","__________________________________________________________________________________________________\n","activation_111 (Activation)     (None, 25, 25, 96)   0           batch_normalization_111[0][0]    \n","__________________________________________________________________________________________________\n","activation_112 (Activation)     (None, 25, 25, 64)   0           batch_normalization_112[0][0]    \n","__________________________________________________________________________________________________\n","mixed1 (Concatenate)            (None, 25, 25, 288)  0           activation_106[0][0]             \n","                                                                 activation_108[0][0]             \n","                                                                 activation_111[0][0]             \n","                                                                 activation_112[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_116 (Conv2D)             (None, 25, 25, 64)   18432       mixed1[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_116 (BatchN (None, 25, 25, 64)   192         conv2d_116[0][0]                 \n","__________________________________________________________________________________________________\n","activation_116 (Activation)     (None, 25, 25, 64)   0           batch_normalization_116[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_114 (Conv2D)             (None, 25, 25, 48)   13824       mixed1[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_117 (Conv2D)             (None, 25, 25, 96)   55296       activation_116[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_114 (BatchN (None, 25, 25, 48)   144         conv2d_114[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_117 (BatchN (None, 25, 25, 96)   288         conv2d_117[0][0]                 \n","__________________________________________________________________________________________________\n","activation_114 (Activation)     (None, 25, 25, 48)   0           batch_normalization_114[0][0]    \n","__________________________________________________________________________________________________\n","activation_117 (Activation)     (None, 25, 25, 96)   0           batch_normalization_117[0][0]    \n","__________________________________________________________________________________________________\n","average_pooling2d_11 (AveragePo (None, 25, 25, 288)  0           mixed1[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_113 (Conv2D)             (None, 25, 25, 64)   18432       mixed1[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_115 (Conv2D)             (None, 25, 25, 64)   76800       activation_114[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_118 (Conv2D)             (None, 25, 25, 96)   82944       activation_117[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_119 (Conv2D)             (None, 25, 25, 64)   18432       average_pooling2d_11[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_113 (BatchN (None, 25, 25, 64)   192         conv2d_113[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_115 (BatchN (None, 25, 25, 64)   192         conv2d_115[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_118 (BatchN (None, 25, 25, 96)   288         conv2d_118[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_119 (BatchN (None, 25, 25, 64)   192         conv2d_119[0][0]                 \n","__________________________________________________________________________________________________\n","activation_113 (Activation)     (None, 25, 25, 64)   0           batch_normalization_113[0][0]    \n","__________________________________________________________________________________________________\n","activation_115 (Activation)     (None, 25, 25, 64)   0           batch_normalization_115[0][0]    \n","__________________________________________________________________________________________________\n","activation_118 (Activation)     (None, 25, 25, 96)   0           batch_normalization_118[0][0]    \n","__________________________________________________________________________________________________\n","activation_119 (Activation)     (None, 25, 25, 64)   0           batch_normalization_119[0][0]    \n","__________________________________________________________________________________________________\n","mixed2 (Concatenate)            (None, 25, 25, 288)  0           activation_113[0][0]             \n","                                                                 activation_115[0][0]             \n","                                                                 activation_118[0][0]             \n","                                                                 activation_119[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_121 (Conv2D)             (None, 25, 25, 64)   18432       mixed2[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_121 (BatchN (None, 25, 25, 64)   192         conv2d_121[0][0]                 \n","__________________________________________________________________________________________________\n","activation_121 (Activation)     (None, 25, 25, 64)   0           batch_normalization_121[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_122 (Conv2D)             (None, 25, 25, 96)   55296       activation_121[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_122 (BatchN (None, 25, 25, 96)   288         conv2d_122[0][0]                 \n","__________________________________________________________________________________________________\n","activation_122 (Activation)     (None, 25, 25, 96)   0           batch_normalization_122[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_120 (Conv2D)             (None, 12, 12, 384)  995328      mixed2[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_123 (Conv2D)             (None, 12, 12, 96)   82944       activation_122[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_120 (BatchN (None, 12, 12, 384)  1152        conv2d_120[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_123 (BatchN (None, 12, 12, 96)   288         conv2d_123[0][0]                 \n","__________________________________________________________________________________________________\n","activation_120 (Activation)     (None, 12, 12, 384)  0           batch_normalization_120[0][0]    \n","__________________________________________________________________________________________________\n","activation_123 (Activation)     (None, 12, 12, 96)   0           batch_normalization_123[0][0]    \n","__________________________________________________________________________________________________\n","max_pooling2d_6 (MaxPooling2D)  (None, 12, 12, 288)  0           mixed2[0][0]                     \n","__________________________________________________________________________________________________\n","mixed3 (Concatenate)            (None, 12, 12, 768)  0           activation_120[0][0]             \n","                                                                 activation_123[0][0]             \n","                                                                 max_pooling2d_6[0][0]            \n","__________________________________________________________________________________________________\n","conv2d_128 (Conv2D)             (None, 12, 12, 128)  98304       mixed3[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_128 (BatchN (None, 12, 12, 128)  384         conv2d_128[0][0]                 \n","__________________________________________________________________________________________________\n","activation_128 (Activation)     (None, 12, 12, 128)  0           batch_normalization_128[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_129 (Conv2D)             (None, 12, 12, 128)  114688      activation_128[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_129 (BatchN (None, 12, 12, 128)  384         conv2d_129[0][0]                 \n","__________________________________________________________________________________________________\n","activation_129 (Activation)     (None, 12, 12, 128)  0           batch_normalization_129[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_125 (Conv2D)             (None, 12, 12, 128)  98304       mixed3[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_130 (Conv2D)             (None, 12, 12, 128)  114688      activation_129[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_125 (BatchN (None, 12, 12, 128)  384         conv2d_125[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_130 (BatchN (None, 12, 12, 128)  384         conv2d_130[0][0]                 \n","__________________________________________________________________________________________________\n","activation_125 (Activation)     (None, 12, 12, 128)  0           batch_normalization_125[0][0]    \n","__________________________________________________________________________________________________\n","activation_130 (Activation)     (None, 12, 12, 128)  0           batch_normalization_130[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_126 (Conv2D)             (None, 12, 12, 128)  114688      activation_125[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_131 (Conv2D)             (None, 12, 12, 128)  114688      activation_130[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_126 (BatchN (None, 12, 12, 128)  384         conv2d_126[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_131 (BatchN (None, 12, 12, 128)  384         conv2d_131[0][0]                 \n","__________________________________________________________________________________________________\n","activation_126 (Activation)     (None, 12, 12, 128)  0           batch_normalization_126[0][0]    \n","__________________________________________________________________________________________________\n","activation_131 (Activation)     (None, 12, 12, 128)  0           batch_normalization_131[0][0]    \n","__________________________________________________________________________________________________\n","average_pooling2d_12 (AveragePo (None, 12, 12, 768)  0           mixed3[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_124 (Conv2D)             (None, 12, 12, 192)  147456      mixed3[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_127 (Conv2D)             (None, 12, 12, 192)  172032      activation_126[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_132 (Conv2D)             (None, 12, 12, 192)  172032      activation_131[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_133 (Conv2D)             (None, 12, 12, 192)  147456      average_pooling2d_12[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_124 (BatchN (None, 12, 12, 192)  576         conv2d_124[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_127 (BatchN (None, 12, 12, 192)  576         conv2d_127[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_132 (BatchN (None, 12, 12, 192)  576         conv2d_132[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_133 (BatchN (None, 12, 12, 192)  576         conv2d_133[0][0]                 \n","__________________________________________________________________________________________________\n","activation_124 (Activation)     (None, 12, 12, 192)  0           batch_normalization_124[0][0]    \n","__________________________________________________________________________________________________\n","activation_127 (Activation)     (None, 12, 12, 192)  0           batch_normalization_127[0][0]    \n","__________________________________________________________________________________________________\n","activation_132 (Activation)     (None, 12, 12, 192)  0           batch_normalization_132[0][0]    \n","__________________________________________________________________________________________________\n","activation_133 (Activation)     (None, 12, 12, 192)  0           batch_normalization_133[0][0]    \n","__________________________________________________________________________________________________\n","mixed4 (Concatenate)            (None, 12, 12, 768)  0           activation_124[0][0]             \n","                                                                 activation_127[0][0]             \n","                                                                 activation_132[0][0]             \n","                                                                 activation_133[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_138 (Conv2D)             (None, 12, 12, 160)  122880      mixed4[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_138 (BatchN (None, 12, 12, 160)  480         conv2d_138[0][0]                 \n","__________________________________________________________________________________________________\n","activation_138 (Activation)     (None, 12, 12, 160)  0           batch_normalization_138[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_139 (Conv2D)             (None, 12, 12, 160)  179200      activation_138[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_139 (BatchN (None, 12, 12, 160)  480         conv2d_139[0][0]                 \n","__________________________________________________________________________________________________\n","activation_139 (Activation)     (None, 12, 12, 160)  0           batch_normalization_139[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_135 (Conv2D)             (None, 12, 12, 160)  122880      mixed4[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_140 (Conv2D)             (None, 12, 12, 160)  179200      activation_139[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_135 (BatchN (None, 12, 12, 160)  480         conv2d_135[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_140 (BatchN (None, 12, 12, 160)  480         conv2d_140[0][0]                 \n","__________________________________________________________________________________________________\n","activation_135 (Activation)     (None, 12, 12, 160)  0           batch_normalization_135[0][0]    \n","__________________________________________________________________________________________________\n","activation_140 (Activation)     (None, 12, 12, 160)  0           batch_normalization_140[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_136 (Conv2D)             (None, 12, 12, 160)  179200      activation_135[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_141 (Conv2D)             (None, 12, 12, 160)  179200      activation_140[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_136 (BatchN (None, 12, 12, 160)  480         conv2d_136[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_141 (BatchN (None, 12, 12, 160)  480         conv2d_141[0][0]                 \n","__________________________________________________________________________________________________\n","activation_136 (Activation)     (None, 12, 12, 160)  0           batch_normalization_136[0][0]    \n","__________________________________________________________________________________________________\n","activation_141 (Activation)     (None, 12, 12, 160)  0           batch_normalization_141[0][0]    \n","__________________________________________________________________________________________________\n","average_pooling2d_13 (AveragePo (None, 12, 12, 768)  0           mixed4[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_134 (Conv2D)             (None, 12, 12, 192)  147456      mixed4[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_137 (Conv2D)             (None, 12, 12, 192)  215040      activation_136[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_142 (Conv2D)             (None, 12, 12, 192)  215040      activation_141[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_143 (Conv2D)             (None, 12, 12, 192)  147456      average_pooling2d_13[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_134 (BatchN (None, 12, 12, 192)  576         conv2d_134[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_137 (BatchN (None, 12, 12, 192)  576         conv2d_137[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_142 (BatchN (None, 12, 12, 192)  576         conv2d_142[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_143 (BatchN (None, 12, 12, 192)  576         conv2d_143[0][0]                 \n","__________________________________________________________________________________________________\n","activation_134 (Activation)     (None, 12, 12, 192)  0           batch_normalization_134[0][0]    \n","__________________________________________________________________________________________________\n","activation_137 (Activation)     (None, 12, 12, 192)  0           batch_normalization_137[0][0]    \n","__________________________________________________________________________________________________\n","activation_142 (Activation)     (None, 12, 12, 192)  0           batch_normalization_142[0][0]    \n","__________________________________________________________________________________________________\n","activation_143 (Activation)     (None, 12, 12, 192)  0           batch_normalization_143[0][0]    \n","__________________________________________________________________________________________________\n","mixed5 (Concatenate)            (None, 12, 12, 768)  0           activation_134[0][0]             \n","                                                                 activation_137[0][0]             \n","                                                                 activation_142[0][0]             \n","                                                                 activation_143[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_148 (Conv2D)             (None, 12, 12, 160)  122880      mixed5[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_148 (BatchN (None, 12, 12, 160)  480         conv2d_148[0][0]                 \n","__________________________________________________________________________________________________\n","activation_148 (Activation)     (None, 12, 12, 160)  0           batch_normalization_148[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_149 (Conv2D)             (None, 12, 12, 160)  179200      activation_148[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_149 (BatchN (None, 12, 12, 160)  480         conv2d_149[0][0]                 \n","__________________________________________________________________________________________________\n","activation_149 (Activation)     (None, 12, 12, 160)  0           batch_normalization_149[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_145 (Conv2D)             (None, 12, 12, 160)  122880      mixed5[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_150 (Conv2D)             (None, 12, 12, 160)  179200      activation_149[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_145 (BatchN (None, 12, 12, 160)  480         conv2d_145[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_150 (BatchN (None, 12, 12, 160)  480         conv2d_150[0][0]                 \n","__________________________________________________________________________________________________\n","activation_145 (Activation)     (None, 12, 12, 160)  0           batch_normalization_145[0][0]    \n","__________________________________________________________________________________________________\n","activation_150 (Activation)     (None, 12, 12, 160)  0           batch_normalization_150[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_146 (Conv2D)             (None, 12, 12, 160)  179200      activation_145[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_151 (Conv2D)             (None, 12, 12, 160)  179200      activation_150[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_146 (BatchN (None, 12, 12, 160)  480         conv2d_146[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_151 (BatchN (None, 12, 12, 160)  480         conv2d_151[0][0]                 \n","__________________________________________________________________________________________________\n","activation_146 (Activation)     (None, 12, 12, 160)  0           batch_normalization_146[0][0]    \n","__________________________________________________________________________________________________\n","activation_151 (Activation)     (None, 12, 12, 160)  0           batch_normalization_151[0][0]    \n","__________________________________________________________________________________________________\n","average_pooling2d_14 (AveragePo (None, 12, 12, 768)  0           mixed5[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_144 (Conv2D)             (None, 12, 12, 192)  147456      mixed5[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_147 (Conv2D)             (None, 12, 12, 192)  215040      activation_146[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_152 (Conv2D)             (None, 12, 12, 192)  215040      activation_151[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_153 (Conv2D)             (None, 12, 12, 192)  147456      average_pooling2d_14[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_144 (BatchN (None, 12, 12, 192)  576         conv2d_144[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_147 (BatchN (None, 12, 12, 192)  576         conv2d_147[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_152 (BatchN (None, 12, 12, 192)  576         conv2d_152[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_153 (BatchN (None, 12, 12, 192)  576         conv2d_153[0][0]                 \n","__________________________________________________________________________________________________\n","activation_144 (Activation)     (None, 12, 12, 192)  0           batch_normalization_144[0][0]    \n","__________________________________________________________________________________________________\n","activation_147 (Activation)     (None, 12, 12, 192)  0           batch_normalization_147[0][0]    \n","__________________________________________________________________________________________________\n","activation_152 (Activation)     (None, 12, 12, 192)  0           batch_normalization_152[0][0]    \n","__________________________________________________________________________________________________\n","activation_153 (Activation)     (None, 12, 12, 192)  0           batch_normalization_153[0][0]    \n","__________________________________________________________________________________________________\n","mixed6 (Concatenate)            (None, 12, 12, 768)  0           activation_144[0][0]             \n","                                                                 activation_147[0][0]             \n","                                                                 activation_152[0][0]             \n","                                                                 activation_153[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_158 (Conv2D)             (None, 12, 12, 192)  147456      mixed6[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_158 (BatchN (None, 12, 12, 192)  576         conv2d_158[0][0]                 \n","__________________________________________________________________________________________________\n","activation_158 (Activation)     (None, 12, 12, 192)  0           batch_normalization_158[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_159 (Conv2D)             (None, 12, 12, 192)  258048      activation_158[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_159 (BatchN (None, 12, 12, 192)  576         conv2d_159[0][0]                 \n","__________________________________________________________________________________________________\n","activation_159 (Activation)     (None, 12, 12, 192)  0           batch_normalization_159[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_155 (Conv2D)             (None, 12, 12, 192)  147456      mixed6[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_160 (Conv2D)             (None, 12, 12, 192)  258048      activation_159[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_155 (BatchN (None, 12, 12, 192)  576         conv2d_155[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_160 (BatchN (None, 12, 12, 192)  576         conv2d_160[0][0]                 \n","__________________________________________________________________________________________________\n","activation_155 (Activation)     (None, 12, 12, 192)  0           batch_normalization_155[0][0]    \n","__________________________________________________________________________________________________\n","activation_160 (Activation)     (None, 12, 12, 192)  0           batch_normalization_160[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_156 (Conv2D)             (None, 12, 12, 192)  258048      activation_155[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_161 (Conv2D)             (None, 12, 12, 192)  258048      activation_160[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_156 (BatchN (None, 12, 12, 192)  576         conv2d_156[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_161 (BatchN (None, 12, 12, 192)  576         conv2d_161[0][0]                 \n","__________________________________________________________________________________________________\n","activation_156 (Activation)     (None, 12, 12, 192)  0           batch_normalization_156[0][0]    \n","__________________________________________________________________________________________________\n","activation_161 (Activation)     (None, 12, 12, 192)  0           batch_normalization_161[0][0]    \n","__________________________________________________________________________________________________\n","average_pooling2d_15 (AveragePo (None, 12, 12, 768)  0           mixed6[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_154 (Conv2D)             (None, 12, 12, 192)  147456      mixed6[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_157 (Conv2D)             (None, 12, 12, 192)  258048      activation_156[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_162 (Conv2D)             (None, 12, 12, 192)  258048      activation_161[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_163 (Conv2D)             (None, 12, 12, 192)  147456      average_pooling2d_15[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_154 (BatchN (None, 12, 12, 192)  576         conv2d_154[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_157 (BatchN (None, 12, 12, 192)  576         conv2d_157[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_162 (BatchN (None, 12, 12, 192)  576         conv2d_162[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_163 (BatchN (None, 12, 12, 192)  576         conv2d_163[0][0]                 \n","__________________________________________________________________________________________________\n","activation_154 (Activation)     (None, 12, 12, 192)  0           batch_normalization_154[0][0]    \n","__________________________________________________________________________________________________\n","activation_157 (Activation)     (None, 12, 12, 192)  0           batch_normalization_157[0][0]    \n","__________________________________________________________________________________________________\n","activation_162 (Activation)     (None, 12, 12, 192)  0           batch_normalization_162[0][0]    \n","__________________________________________________________________________________________________\n","activation_163 (Activation)     (None, 12, 12, 192)  0           batch_normalization_163[0][0]    \n","__________________________________________________________________________________________________\n","mixed7 (Concatenate)            (None, 12, 12, 768)  0           activation_154[0][0]             \n","                                                                 activation_157[0][0]             \n","                                                                 activation_162[0][0]             \n","                                                                 activation_163[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_166 (Conv2D)             (None, 12, 12, 192)  147456      mixed7[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_166 (BatchN (None, 12, 12, 192)  576         conv2d_166[0][0]                 \n","__________________________________________________________________________________________________\n","activation_166 (Activation)     (None, 12, 12, 192)  0           batch_normalization_166[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_167 (Conv2D)             (None, 12, 12, 192)  258048      activation_166[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_167 (BatchN (None, 12, 12, 192)  576         conv2d_167[0][0]                 \n","__________________________________________________________________________________________________\n","activation_167 (Activation)     (None, 12, 12, 192)  0           batch_normalization_167[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_164 (Conv2D)             (None, 12, 12, 192)  147456      mixed7[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_168 (Conv2D)             (None, 12, 12, 192)  258048      activation_167[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_164 (BatchN (None, 12, 12, 192)  576         conv2d_164[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_168 (BatchN (None, 12, 12, 192)  576         conv2d_168[0][0]                 \n","__________________________________________________________________________________________________\n","activation_164 (Activation)     (None, 12, 12, 192)  0           batch_normalization_164[0][0]    \n","__________________________________________________________________________________________________\n","activation_168 (Activation)     (None, 12, 12, 192)  0           batch_normalization_168[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_165 (Conv2D)             (None, 5, 5, 320)    552960      activation_164[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_169 (Conv2D)             (None, 5, 5, 192)    331776      activation_168[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_165 (BatchN (None, 5, 5, 320)    960         conv2d_165[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_169 (BatchN (None, 5, 5, 192)    576         conv2d_169[0][0]                 \n","__________________________________________________________________________________________________\n","activation_165 (Activation)     (None, 5, 5, 320)    0           batch_normalization_165[0][0]    \n","__________________________________________________________________________________________________\n","activation_169 (Activation)     (None, 5, 5, 192)    0           batch_normalization_169[0][0]    \n","__________________________________________________________________________________________________\n","max_pooling2d_7 (MaxPooling2D)  (None, 5, 5, 768)    0           mixed7[0][0]                     \n","__________________________________________________________________________________________________\n","mixed8 (Concatenate)            (None, 5, 5, 1280)   0           activation_165[0][0]             \n","                                                                 activation_169[0][0]             \n","                                                                 max_pooling2d_7[0][0]            \n","__________________________________________________________________________________________________\n","conv2d_174 (Conv2D)             (None, 5, 5, 448)    573440      mixed8[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_174 (BatchN (None, 5, 5, 448)    1344        conv2d_174[0][0]                 \n","__________________________________________________________________________________________________\n","activation_174 (Activation)     (None, 5, 5, 448)    0           batch_normalization_174[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_171 (Conv2D)             (None, 5, 5, 384)    491520      mixed8[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_175 (Conv2D)             (None, 5, 5, 384)    1548288     activation_174[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_171 (BatchN (None, 5, 5, 384)    1152        conv2d_171[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_175 (BatchN (None, 5, 5, 384)    1152        conv2d_175[0][0]                 \n","__________________________________________________________________________________________________\n","activation_171 (Activation)     (None, 5, 5, 384)    0           batch_normalization_171[0][0]    \n","__________________________________________________________________________________________________\n","activation_175 (Activation)     (None, 5, 5, 384)    0           batch_normalization_175[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_172 (Conv2D)             (None, 5, 5, 384)    442368      activation_171[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_173 (Conv2D)             (None, 5, 5, 384)    442368      activation_171[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_176 (Conv2D)             (None, 5, 5, 384)    442368      activation_175[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_177 (Conv2D)             (None, 5, 5, 384)    442368      activation_175[0][0]             \n","__________________________________________________________________________________________________\n","average_pooling2d_16 (AveragePo (None, 5, 5, 1280)   0           mixed8[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_170 (Conv2D)             (None, 5, 5, 320)    409600      mixed8[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_172 (BatchN (None, 5, 5, 384)    1152        conv2d_172[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_173 (BatchN (None, 5, 5, 384)    1152        conv2d_173[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_176 (BatchN (None, 5, 5, 384)    1152        conv2d_176[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_177 (BatchN (None, 5, 5, 384)    1152        conv2d_177[0][0]                 \n","__________________________________________________________________________________________________\n","conv2d_178 (Conv2D)             (None, 5, 5, 192)    245760      average_pooling2d_16[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_170 (BatchN (None, 5, 5, 320)    960         conv2d_170[0][0]                 \n","__________________________________________________________________________________________________\n","activation_172 (Activation)     (None, 5, 5, 384)    0           batch_normalization_172[0][0]    \n","__________________________________________________________________________________________________\n","activation_173 (Activation)     (None, 5, 5, 384)    0           batch_normalization_173[0][0]    \n","__________________________________________________________________________________________________\n","activation_176 (Activation)     (None, 5, 5, 384)    0           batch_normalization_176[0][0]    \n","__________________________________________________________________________________________________\n","activation_177 (Activation)     (None, 5, 5, 384)    0           batch_normalization_177[0][0]    \n","__________________________________________________________________________________________________\n","batch_normalization_178 (BatchN (None, 5, 5, 192)    576         conv2d_178[0][0]                 \n","__________________________________________________________________________________________________\n","activation_170 (Activation)     (None, 5, 5, 320)    0           batch_normalization_170[0][0]    \n","__________________________________________________________________________________________________\n","mixed9_0 (Concatenate)          (None, 5, 5, 768)    0           activation_172[0][0]             \n","                                                                 activation_173[0][0]             \n","__________________________________________________________________________________________________\n","concatenate_2 (Concatenate)     (None, 5, 5, 768)    0           activation_176[0][0]             \n","                                                                 activation_177[0][0]             \n","__________________________________________________________________________________________________\n","activation_178 (Activation)     (None, 5, 5, 192)    0           batch_normalization_178[0][0]    \n","__________________________________________________________________________________________________\n","mixed9 (Concatenate)            (None, 5, 5, 2048)   0           activation_170[0][0]             \n","                                                                 mixed9_0[0][0]                   \n","                                                                 concatenate_2[0][0]              \n","                                                                 activation_178[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_183 (Conv2D)             (None, 5, 5, 448)    917504      mixed9[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_183 (BatchN (None, 5, 5, 448)    1344        conv2d_183[0][0]                 \n","__________________________________________________________________________________________________\n","activation_183 (Activation)     (None, 5, 5, 448)    0           batch_normalization_183[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_180 (Conv2D)             (None, 5, 5, 384)    786432      mixed9[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_184 (Conv2D)             (None, 5, 5, 384)    1548288     activation_183[0][0]             \n","__________________________________________________________________________________________________\n","batch_normalization_180 (BatchN (None, 5, 5, 384)    1152        conv2d_180[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_184 (BatchN (None, 5, 5, 384)    1152        conv2d_184[0][0]                 \n","__________________________________________________________________________________________________\n","activation_180 (Activation)     (None, 5, 5, 384)    0           batch_normalization_180[0][0]    \n","__________________________________________________________________________________________________\n","activation_184 (Activation)     (None, 5, 5, 384)    0           batch_normalization_184[0][0]    \n","__________________________________________________________________________________________________\n","conv2d_181 (Conv2D)             (None, 5, 5, 384)    442368      activation_180[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_182 (Conv2D)             (None, 5, 5, 384)    442368      activation_180[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_185 (Conv2D)             (None, 5, 5, 384)    442368      activation_184[0][0]             \n","__________________________________________________________________________________________________\n","conv2d_186 (Conv2D)             (None, 5, 5, 384)    442368      activation_184[0][0]             \n","__________________________________________________________________________________________________\n","average_pooling2d_17 (AveragePo (None, 5, 5, 2048)   0           mixed9[0][0]                     \n","__________________________________________________________________________________________________\n","conv2d_179 (Conv2D)             (None, 5, 5, 320)    655360      mixed9[0][0]                     \n","__________________________________________________________________________________________________\n","batch_normalization_181 (BatchN (None, 5, 5, 384)    1152        conv2d_181[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_182 (BatchN (None, 5, 5, 384)    1152        conv2d_182[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_185 (BatchN (None, 5, 5, 384)    1152        conv2d_185[0][0]                 \n","__________________________________________________________________________________________________\n","batch_normalization_186 (BatchN (None, 5, 5, 384)    1152        conv2d_186[0][0]                 \n","__________________________________________________________________________________________________\n","conv2d_187 (Conv2D)             (None, 5, 5, 192)    393216      average_pooling2d_17[0][0]       \n","__________________________________________________________________________________________________\n","batch_normalization_179 (BatchN (None, 5, 5, 320)    960         conv2d_179[0][0]                 \n","__________________________________________________________________________________________________\n","activation_181 (Activation)     (None, 5, 5, 384)    0           batch_normalization_181[0][0]    \n","__________________________________________________________________________________________________\n","activation_182 (Activation)     (None, 5, 5, 384)    0           batch_normalization_182[0][0]    \n","__________________________________________________________________________________________________\n","activation_185 (Activation)     (None, 5, 5, 384)    0           batch_normalization_185[0][0]    \n","__________________________________________________________________________________________________\n","activation_186 (Activation)     (None, 5, 5, 384)    0           batch_normalization_186[0][0]    \n","__________________________________________________________________________________________________\n","batch_normalization_187 (BatchN (None, 5, 5, 192)    576         conv2d_187[0][0]                 \n","__________________________________________________________________________________________________\n","activation_179 (Activation)     (None, 5, 5, 320)    0           batch_normalization_179[0][0]    \n","__________________________________________________________________________________________________\n","mixed9_1 (Concatenate)          (None, 5, 5, 768)    0           activation_181[0][0]             \n","                                                                 activation_182[0][0]             \n","__________________________________________________________________________________________________\n","concatenate_3 (Concatenate)     (None, 5, 5, 768)    0           activation_185[0][0]             \n","                                                                 activation_186[0][0]             \n","__________________________________________________________________________________________________\n","activation_187 (Activation)     (None, 5, 5, 192)    0           batch_normalization_187[0][0]    \n","__________________________________________________________________________________________________\n","mixed10 (Concatenate)           (None, 5, 5, 2048)   0           activation_179[0][0]             \n","                                                                 mixed9_1[0][0]                   \n","                                                                 concatenate_3[0][0]              \n","                                                                 activation_187[0][0]             \n","__________________________________________________________________________________________________\n","flatten_1 (Flatten)             (None, 51200)        0           mixed10[0][0]                    \n","__________________________________________________________________________________________________\n","dense_1 (Dense)                 (None, 4)            204804      flatten_1[0][0]                  \n","==================================================================================================\n","Total params: 22,007,588\n","Trainable params: 204,804\n","Non-trainable params: 21,802,784\n","__________________________________________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"kc4loEAxIaas","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856908034,"user_tz":-330,"elapsed":1756,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["# tell the model what cost and optimization method to use\n","model.compile(\n","  loss='categorical_crossentropy',\n","  optimizer='adam',\n","  metrics=['accuracy']\n",")"],"execution_count":16,"outputs":[]},{"cell_type":"code","metadata":{"id":"DUpmI61iIk6X","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856700925,"user_tz":-330,"elapsed":1864,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["# Use the Image Data Generator to import the images from the dataset\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","\n","train_datagen = ImageDataGenerator(rescale = 1./255,\n","                                   shear_range = 0.2,\n","                                   zoom_range = 0.2,\n","                                   horizontal_flip = True)\n","\n","test_datagen = ImageDataGenerator(rescale = 1./255)"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"id":"pTAaqjgwIusE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1598856705969,"user_tz":-330,"elapsed":1648,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"0f9d385c-e92a-43ca-e2de-9bf9357ceec3"},"source":["# Make sure you provide the same target size as initialied for the image size\n","training_set = train_datagen.flow_from_directory('/content/drive/My Drive/Colab Notebooks/cotton/Datasets/train',\n","                                                 target_size = (224, 224),\n","                                                 batch_size = 32,\n","                                                 class_mode = 'categorical')"],"execution_count":10,"outputs":[{"output_type":"stream","text":["Found 1951 images belonging to 4 classes.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"uAnGEBPJMs-p","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1598856716060,"user_tz":-330,"elapsed":3106,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"9f7f8b33-da9e-4e6c-e7a8-ea64ab5a9441"},"source":["test_set = test_datagen.flow_from_directory('/content/drive/My Drive/Colab Notebooks/cotton/Datasets/test',\n","                                            target_size = (224, 224),\n","                                            batch_size = 32,\n","                                            class_mode = 'categorical')\n"],"execution_count":11,"outputs":[{"output_type":"stream","text":["Found 18 images belonging to 4 classes.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ZlhLaQJ1NaUz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":51},"outputId":"9b56c45a-8373-4294-c1b1-1e44951b3b52"},"source":["# fit the model\n","# Run the cell. It will take some time to execute\n","r = model.fit(\n","  training_set,\n","  validation_data=test_set,\n","  epochs=20,\n","  steps_per_epoch=len(training_set),\n","  validation_steps=len(test_set)\n",")"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Epoch 1/20\n","37/61 [=================>............] - ETA: 9:06 - loss: 2.7491 - accuracy: 0.6681"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"2IFlpw6eWdy0","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":231},"executionInfo":{"status":"error","timestamp":1598856739747,"user_tz":-330,"elapsed":2412,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"75603ede-fec3-41af-9c90-d19d5901b74c"},"source":["# plot the loss\n","import matplotlib.pyplot as plt\n","plt.plot(r.history['loss'], label='INCEPTION V3 train loss')\n","plt.plot(r.history['val_loss'], label='INCEPTION V3  val loss')\n","plt.legend()\n","plt.show()\n","plt.savefig('LossVal_loss')\n","\n","# plot the accuracy\n","\n","plt.plot(r.history['accuracy'], label='INCEPTION V3  acc')\n","plt.plot(r.history['val_accuracy'], label='INCEPTION V3  val acc')\n","plt.legend()\n","plt.show()\n","plt.savefig('AccVal_acc')"],"execution_count":12,"outputs":[{"output_type":"error","ename":"NameError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)","\u001b[0;32m<ipython-input-12-2afbc4c2ef87>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# plot the loss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'loss'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'INCEPTION V3 train loss'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      4\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mhistory\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'val_loss'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'INCEPTION V3  val loss'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlegend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mNameError\u001b[0m: name 'r' is not defined"]}]},{"cell_type":"code","metadata":{"id":"OfexUbZ1WsK1","colab_type":"code","colab":{}},"source":["# save it as a h5 file\n","from tensorflow.keras.models import load_model\n","model.save('/content/drive/My Drive/Colab Notebooks/cotton/model_inception.h5')"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"tejp4MGPZEBi","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1598856806938,"user_tz":-330,"elapsed":35105,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}}},"source":["y_pred = model.predict(test_set)"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"qd6TlyD5ZTb9","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1598856811968,"user_tz":-330,"elapsed":1777,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"5fb4929a-c4f8-4f29-cbca-19162d00129a"},"source":["import numpy as np\n","y_pred= np.argmax(y_pred, axis=1)\n","y_pred"],"execution_count":14,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([0, 2, 3, 2, 1, 0, 2, 3, 2, 0, 2, 3, 1, 3, 2, 3, 3, 2])"]},"metadata":{"tags":[]},"execution_count":14}]},{"cell_type":"code","metadata":{"id":"s7jbQoY6Z871","colab_type":"code","colab":{}},"source":["pred_img = load_img('/content/drive/My Drive/Colab Notebooks/cotton/Datasets/test/fresh cotton plant/dsd (632).jpg',target_size=(224,224))"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"EJ9VZqYVaxZc","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":850},"executionInfo":{"status":"ok","timestamp":1598812165497,"user_tz":-330,"elapsed":1332,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"3aba486f-827a-47ee-9ee4-1fcefad4ba7d"},"source":["pred_img = img_to_array(pred_img)\n","pred_img"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array([[[ 77.,  92.,  33.],\n","        [ 82.,  95.,  41.],\n","        [ 93., 101.,  50.],\n","        ...,\n","        [188., 240., 113.],\n","        [186., 239., 107.],\n","        [184., 237., 105.]],\n","\n","       [[ 97., 107.,  47.],\n","        [ 88.,  93.,  37.],\n","        [ 94.,  98.,  47.],\n","        ...,\n","        [187., 244., 111.],\n","        [184., 241., 112.],\n","        [181., 240., 111.]],\n","\n","       [[ 93.,  99.,  37.],\n","        [ 92.,  95.,  38.],\n","        [ 91.,  95.,  36.],\n","        ...,\n","        [178., 242., 106.],\n","        [185., 245., 111.],\n","        [174., 238., 102.]],\n","\n","       ...,\n","\n","       [[ 96., 120.,  58.],\n","        [123., 143.,  80.],\n","        [132., 148.,  83.],\n","        ...,\n","        [132., 223.,  40.],\n","        [129., 221.,  34.],\n","        [132., 224.,  37.]],\n","\n","       [[ 92., 114.,  50.],\n","        [115., 135.,  72.],\n","        [118., 133.,  68.],\n","        ...,\n","        [119., 215.,  29.],\n","        [132., 223.,  40.],\n","        [126., 218.,  31.]],\n","\n","       [[126., 138.,  74.],\n","        [145., 155.,  92.],\n","        [136., 145.,  80.],\n","        ...,\n","        [121., 212.,  31.],\n","        [128., 219.,  36.],\n","        [123., 214.,  33.]]], dtype=float32)"]},"metadata":{"tags":[]},"execution_count":121}]},{"cell_type":"code","metadata":{"id":"XWDcrvJNb-BV","colab_type":"code","colab":{}},"source":["pred_img = pred_img/255\n","pred_img= np.expand_dims(pred_img,axis=0)\n","finalimage=preprocess_input(pred_img)\n","a=np.argmax(model.predict(finalimage), axis=1)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"75nQ7o-jc-09","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"executionInfo":{"status":"ok","timestamp":1598812177348,"user_tz":-330,"elapsed":1103,"user":{"displayName":"Vinoth Kumar","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GjOSYw7AOSI6IYf6YE-3FrHuaoCpXEBHU6nZF5ecQ=s64","userId":"01852733539823599224"}},"outputId":"3dc45716-0788-4aed-bae1-ac03e68f75ed"},"source":["if preds==0:\n","        print(\"The leaf is diseased cotton leaf\")\n","elif preds==1:\n","        print(\"The leaf is diseased cotton plant\")\n","elif preds==2:\n","        print(\"The leaf is fresh cotton leaf\")\n","else:\n","        print(\"The leaf is fresh cotton plant\")\n","\n","\n"],"execution_count":null,"outputs":[{"output_type":"stream","text":["The leaf is diseased cotton leaf\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"m7E23JFoLWDf","colab_type":"text"},"source":[""]}]}