Inception v3 Model Summary

This is a reference post for the Google ImageNet Inception v3 model, to function as a handy reference for layer selection.

Further info about the model can be found here:

Inceptionv3

Advanced Guide to Inception v3 on Cloud TPU

Keras InceptionV3

Layer (type)	Output Shape	Param #	Connected to
input_2 (InputLayer)	[(None, 150, 150, 3)	0
_______________________________	______________________	_________	________________________________
conv2d_94 (Conv2D)	(None, 74, 74, 32)	864	input_2[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_94 (BatchNo	(None, 74, 74, 32)	96	conv2d_94[0][0]
_______________________________	______________________	_________	________________________________
activation_94 (Activation)	(None, 74, 74, 32)	0	batch_normalization_94[0][0]
_______________________________	______________________	_________	________________________________
conv2d_95 (Conv2D)	(None, 72, 72, 32)	9216	activation_94[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_95 (BatchNo	(None, 72, 72, 32)	96	conv2d_95[0][0]
_______________________________	______________________	_________	________________________________
activation_95 (Activation)	(None, 72, 72, 32)	0	batch_normalization_95[0][0]
_______________________________	______________________	_________	________________________________
conv2d_96 (Conv2D)	(None, 72, 72, 64)	18432	activation_95[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_96 (BatchNo	(None, 72, 72, 64)	192	conv2d_96[0][0]
_______________________________	______________________	_________	________________________________
activation_96 (Activation)	(None, 72, 72, 64)	0	batch_normalization_96[0][0]
_______________________________	______________________	_________	________________________________
max_pooling2d_4 (MaxPooling2D)	(None, 35, 35, 64)	0	activation_96[0][0]
_______________________________	______________________	_________	________________________________
conv2d_97 (Conv2D)	(None, 35, 35, 80)	5120	max_pooling2d_4[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_97 (BatchNo	(None, 35, 35, 80)	240	conv2d_97[0][0]
_______________________________	______________________	_________	________________________________
activation_97 (Activation)	(None, 35, 35, 80)	0	batch_normalization_97[0][0]
_______________________________	______________________	_________	________________________________
conv2d_98 (Conv2D)	(None, 33, 33, 192)	138240	activation_97[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_98 (BatchNo	(None, 33, 33, 192)	576	conv2d_98[0][0]
_______________________________	______________________	_________	________________________________
activation_98 (Activation)	(None, 33, 33, 192)	0	batch_normalization_98[0][0]
_______________________________	______________________	_________	________________________________
max_pooling2d_5 (MaxPooling2D)	(None, 16, 16, 192)	0	activation_98[0][0]
_______________________________	______________________	_________	________________________________
conv2d_102 (Conv2D)	(None, 16, 16, 64)	12288	max_pooling2d_5[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_102 (BatchN	(None, 16, 16, 64)	192	conv2d_102[0][0]
_______________________________	______________________	_________	________________________________
activation_102 (Activation)	(None, 16, 16, 64)	0	batch_normalization_102[0][0]
_______________________________	______________________	_________	________________________________
conv2d_100 (Conv2D)	(None, 16, 16, 48)	9216	max_pooling2d_5[0][0]
_______________________________	______________________	_________	________________________________
conv2d_103 (Conv2D)	(None, 16, 16, 96)	55296	activation_102[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_100 (BatchN	(None, 16, 16, 48)	144	conv2d_100[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_103 (BatchN	(None, 16, 16, 96)	288	conv2d_103[0][0]
_______________________________	______________________	_________	________________________________
activation_100 (Activation)	(None, 16, 16, 48)	0	batch_normalization_100[0][0]
_______________________________	______________________	_________	________________________________
activation_103 (Activation)	(None, 16, 16, 96)	0	batch_normalization_103[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_9 (AveragePoo	(None, 16, 16, 192)	0	max_pooling2d_5[0][0]
_______________________________	______________________	_________	________________________________
conv2d_99 (Conv2D)	(None, 16, 16, 64)	12288	max_pooling2d_5[0][0]
_______________________________	______________________	_________	________________________________
conv2d_101 (Conv2D)	(None, 16, 16, 64)	76800	activation_100[0][0]
_______________________________	______________________	_________	________________________________
conv2d_104 (Conv2D)	(None, 16, 16, 96)	82944	activation_103[0][0]
_______________________________	______________________	_________	________________________________
conv2d_105 (Conv2D)	(None, 16, 16, 32)	6144	average_pooling2d_9[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_99 (BatchNo	(None, 16, 16, 64)	192	conv2d_99[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_101 (BatchN	(None, 16, 16, 64)	192	conv2d_101[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_104 (BatchN	(None, 16, 16, 96)	288	conv2d_104[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_105 (BatchN	(None, 16, 16, 32)	96	conv2d_105[0][0]
_______________________________	______________________	_________	________________________________
activation_99 (Activation)	(None, 16, 16, 64)	0	batch_normalization_99[0][0]
_______________________________	______________________	_________	________________________________
activation_101 (Activation)	(None, 16, 16, 64)	0	batch_normalization_101[0][0]
_______________________________	______________________	_________	________________________________
activation_104 (Activation)	(None, 16, 16, 96)	0	batch_normalization_104[0][0]
_______________________________	______________________	_________	________________________________
activation_105 (Activation)	(None, 16, 16, 32)	0	batch_normalization_105[0][0]
_______________________________	______________________	_________	________________________________
mixed0 (Concatenate)	(None, 16, 16, 256)	0	activation_99[0][0]
			activation_101[0][0]
			activation_104[0][0]
			activation_105[0][0]
_______________________________	______________________	_________	________________________________
conv2d_109 (Conv2D)	(None, 16, 16, 64)	16384	mixed0[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_109 (BatchN	(None, 16, 16, 64)	192	conv2d_109[0][0]
_______________________________	______________________	_________	________________________________
activation_109 (Activation)	(None, 16, 16, 64)	0	batch_normalization_109[0][0]
_______________________________	______________________	_________	________________________________
conv2d_107 (Conv2D)	(None, 16, 16, 48)	12288	mixed0[0][0]
_______________________________	______________________	_________	________________________________
conv2d_110 (Conv2D)	(None, 16, 16, 96)	55296	activation_109[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_107 (BatchN	(None, 16, 16, 48)	144	conv2d_107[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_110 (BatchN	(None, 16, 16, 96)	288	conv2d_110[0][0]
_______________________________	______________________	_________	________________________________
activation_107 (Activation)	(None, 16, 16, 48)	0	batch_normalization_107[0][0]
_______________________________	______________________	_________	________________________________
activation_110 (Activation)	(None, 16, 16, 96)	0	batch_normalization_110[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_10 (AveragePo	(None, 16, 16, 256)	0	mixed0[0][0]
_______________________________	______________________	_________	________________________________
conv2d_106 (Conv2D)	(None, 16, 16, 64)	16384	mixed0[0][0]
_______________________________	______________________	_________	________________________________
conv2d_108 (Conv2D)	(None, 16, 16, 64)	76800	activation_107[0][0]
_______________________________	______________________	_________	________________________________
conv2d_111 (Conv2D)	(None, 16, 16, 96)	82944	activation_110[0][0]
_______________________________	______________________	_________	________________________________
conv2d_112 (Conv2D)	(None, 16, 16, 64)	16384	average_pooling2d_10[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_106 (BatchN	(None, 16, 16, 64)	192	conv2d_106[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_108 (BatchN	(None, 16, 16, 64)	192	conv2d_108[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_111 (BatchN	(None, 16, 16, 96)	288	conv2d_111[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_112 (BatchN	(None, 16, 16, 64)	192	conv2d_112[0][0]
_______________________________	______________________	_________	________________________________
activation_106 (Activation)	(None, 16, 16, 64)	0	batch_normalization_106[0][0]
_______________________________	______________________	_________	________________________________
activation_108 (Activation)	(None, 16, 16, 64)	0	batch_normalization_108[0][0]
_______________________________	______________________	_________	________________________________
activation_111 (Activation)	(None, 16, 16, 96)	0	batch_normalization_111[0][0]
_______________________________	______________________	_________	________________________________
activation_112 (Activation)	(None, 16, 16, 64)	0	batch_normalization_112[0][0]
_______________________________	______________________	_________	________________________________
mixed1 (Concatenate)	(None, 16, 16, 288)	0	activation_106[0][0]
			activation_108[0][0]
			activation_111[0][0]
			activation_112[0][0]
_______________________________	______________________	_________	________________________________
conv2d_116 (Conv2D)	(None, 16, 16, 64)	18432	mixed1[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_116 (BatchN	(None, 16, 16, 64)	192	conv2d_116[0][0]
_______________________________	______________________	_________	________________________________
activation_116 (Activation)	(None, 16, 16, 64)	0	batch_normalization_116[0][0]
_______________________________	______________________	_________	________________________________
conv2d_114 (Conv2D)	(None, 16, 16, 48)	13824	mixed1[0][0]
_______________________________	______________________	_________	________________________________
conv2d_117 (Conv2D)	(None, 16, 16, 96)	55296	activation_116[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_114 (BatchN	(None, 16, 16, 48)	144	conv2d_114[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_117 (BatchN	(None, 16, 16, 96)	288	conv2d_117[0][0]
_______________________________	______________________	_________	________________________________
activation_114 (Activation)	(None, 16, 16, 48)	0	batch_normalization_114[0][0]
_______________________________	______________________	_________	________________________________
activation_117 (Activation)	(None, 16, 16, 96)	0	batch_normalization_117[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_11 (AveragePo	(None, 16, 16, 288)	0	mixed1[0][0]
_______________________________	______________________	_________	________________________________
conv2d_113 (Conv2D)	(None, 16, 16, 64)	18432	mixed1[0][0]
_______________________________	______________________	_________	________________________________
conv2d_115 (Conv2D)	(None, 16, 16, 64)	76800	activation_114[0][0]
_______________________________	______________________	_________	________________________________
conv2d_118 (Conv2D)	(None, 16, 16, 96)	82944	activation_117[0][0]
_______________________________	______________________	_________	________________________________
conv2d_119 (Conv2D)	(None, 16, 16, 64)	18432	average_pooling2d_11[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_113 (BatchN	(None, 16, 16, 64)	192	conv2d_113[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_115 (BatchN	(None, 16, 16, 64)	192	conv2d_115[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_118 (BatchN	(None, 16, 16, 96)	288	conv2d_118[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_119 (BatchN	(None, 16, 16, 64)	192	conv2d_119[0][0]
_______________________________	______________________	_________	________________________________
activation_113 (Activation)	(None, 16, 16, 64)	0	batch_normalization_113[0][0]
_______________________________	______________________	_________	________________________________
activation_115 (Activation)	(None, 16, 16, 64)	0	batch_normalization_115[0][0]
_______________________________	______________________	_________	________________________________
activation_118 (Activation)	(None, 16, 16, 96)	0	batch_normalization_118[0][0]
_______________________________	______________________	_________	________________________________
activation_119 (Activation)	(None, 16, 16, 64)	0	batch_normalization_119[0][0]
_______________________________	______________________	_________	________________________________
mixed2 (Concatenate)	(None, 16, 16, 288)	0	activation_113[0][0]
			activation_115[0][0]
			activation_118[0][0]
			activation_119[0][0]
_______________________________	______________________	_________	________________________________
conv2d_121 (Conv2D)	(None, 16, 16, 64)	18432	mixed2[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_121 (BatchN	(None, 16, 16, 64)	192	conv2d_121[0][0]
_______________________________	______________________	_________	________________________________
activation_121 (Activation)	(None, 16, 16, 64)	0	batch_normalization_121[0][0]
_______________________________	______________________	_________	________________________________
conv2d_122 (Conv2D)	(None, 16, 16, 96)	55296	activation_121[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_122 (BatchN	(None, 16, 16, 96)	288	conv2d_122[0][0]
_______________________________	______________________	_________	________________________________
activation_122 (Activation)	(None, 16, 16, 96)	0	batch_normalization_122[0][0]
_______________________________	______________________	_________	________________________________
conv2d_120 (Conv2D)	(None, 7, 7, 384)	995328	mixed2[0][0]
_______________________________	______________________	_________	________________________________
conv2d_123 (Conv2D)	(None, 7, 7, 96)	82944	activation_122[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_120 (BatchN	(None, 7, 7, 384)	1152	conv2d_120[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_123 (BatchN	(None, 7, 7, 96)	288	conv2d_123[0][0]
_______________________________	______________________	_________	________________________________
activation_120 (Activation)	(None, 7, 7, 384)	0	batch_normalization_120[0][0]
_______________________________	______________________	_________	________________________________
activation_123 (Activation)	(None, 7, 7, 96)	0	batch_normalization_123[0][0]
_______________________________	______________________	_________	________________________________
max_pooling2d_6 (MaxPooling2D)	(None, 7, 7, 288)	0	mixed2[0][0]
_______________________________	______________________	_________	________________________________
mixed3 (Concatenate)	(None, 7, 7, 768)	0	activation_120[0][0]
			activation_123[0][0]
			max_pooling2d_6[0][0]
_______________________________	______________________	_________	________________________________
conv2d_128 (Conv2D)	(None, 7, 7, 128)	98304	mixed3[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_128 (BatchN	(None, 7, 7, 128)	384	conv2d_128[0][0]
_______________________________	______________________	_________	________________________________
activation_128 (Activation)	(None, 7, 7, 128)	0	batch_normalization_128[0][0]
_______________________________	______________________	_________	________________________________
conv2d_129 (Conv2D)	(None, 7, 7, 128)	114688	activation_128[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_129 (BatchN	(None, 7, 7, 128)	384	conv2d_129[0][0]
_______________________________	______________________	_________	________________________________
activation_129 (Activation)	(None, 7, 7, 128)	0	batch_normalization_129[0][0]
_______________________________	______________________	_________	________________________________
conv2d_125 (Conv2D)	(None, 7, 7, 128)	98304	mixed3[0][0]
_______________________________	______________________	_________	________________________________
conv2d_130 (Conv2D)	(None, 7, 7, 128)	114688	activation_129[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_125 (BatchN	(None, 7, 7, 128)	384	conv2d_125[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_130 (BatchN	(None, 7, 7, 128)	384	conv2d_130[0][0]
_______________________________	______________________	_________	________________________________
activation_125 (Activation)	(None, 7, 7, 128)	0	batch_normalization_125[0][0]
_______________________________	______________________	_________	________________________________
activation_130 (Activation)	(None, 7, 7, 128)	0	batch_normalization_130[0][0]
_______________________________	______________________	_________	________________________________
conv2d_126 (Conv2D)	(None, 7, 7, 128)	114688	activation_125[0][0]
_______________________________	______________________	_________	________________________________
conv2d_131 (Conv2D)	(None, 7, 7, 128)	114688	activation_130[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_126 (BatchN	(None, 7, 7, 128)	384	conv2d_126[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_131 (BatchN	(None, 7, 7, 128)	384	conv2d_131[0][0]
_______________________________	______________________	_________	________________________________
activation_126 (Activation)	(None, 7, 7, 128)	0	batch_normalization_126[0][0]
_______________________________	______________________	_________	________________________________
activation_131 (Activation)	(None, 7, 7, 128)	0	batch_normalization_131[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_12 (AveragePo	(None, 7, 7, 768)	0	mixed3[0][0]
_______________________________	______________________	_________	________________________________
conv2d_124 (Conv2D)	(None, 7, 7, 192)	147456	mixed3[0][0]
_______________________________	______________________	_________	________________________________
conv2d_127 (Conv2D)	(None, 7, 7, 192)	172032	activation_126[0][0]
_______________________________	______________________	_________	________________________________
conv2d_132 (Conv2D)	(None, 7, 7, 192)	172032	activation_131[0][0]
_______________________________	______________________	_________	________________________________
conv2d_133 (Conv2D)	(None, 7, 7, 192)	147456	average_pooling2d_12[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_124 (BatchN	(None, 7, 7, 192)	576	conv2d_124[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_127 (BatchN	(None, 7, 7, 192)	576	conv2d_127[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_132 (BatchN	(None, 7, 7, 192)	576	conv2d_132[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_133 (BatchN	(None, 7, 7, 192)	576	conv2d_133[0][0]
_______________________________	______________________	_________	________________________________
activation_124 (Activation)	(None, 7, 7, 192)	0	batch_normalization_124[0][0]
_______________________________	______________________	_________	________________________________
activation_127 (Activation)	(None, 7, 7, 192)	0	batch_normalization_127[0][0]
_______________________________	______________________	_________	________________________________
activation_132 (Activation)	(None, 7, 7, 192)	0	batch_normalization_132[0][0]
_______________________________	______________________	_________	________________________________
activation_133 (Activation)	(None, 7, 7, 192)	0	batch_normalization_133[0][0]
_______________________________	______________________	_________	________________________________
mixed4 (Concatenate)	(None, 7, 7, 768)	0	activation_124[0][0]
			activation_127[0][0]
			activation_132[0][0]
			activation_133[0][0]
_______________________________	______________________	_________	________________________________
conv2d_138 (Conv2D)	(None, 7, 7, 160)	122880	mixed4[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_138 (BatchN	(None, 7, 7, 160)	480	conv2d_138[0][0]
_______________________________	______________________	_________	________________________________
activation_138 (Activation)	(None, 7, 7, 160)	0	batch_normalization_138[0][0]
_______________________________	______________________	_________	________________________________
conv2d_139 (Conv2D)	(None, 7, 7, 160)	179200	activation_138[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_139 (BatchN	(None, 7, 7, 160)	480	conv2d_139[0][0]
_______________________________	______________________	_________	________________________________
activation_139 (Activation)	(None, 7, 7, 160)	0	batch_normalization_139[0][0]
_______________________________	______________________	_________	________________________________
conv2d_135 (Conv2D)	(None, 7, 7, 160)	122880	mixed4[0][0]
_______________________________	______________________	_________	________________________________
conv2d_140 (Conv2D)	(None, 7, 7, 160)	179200	activation_139[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_135 (BatchN	(None, 7, 7, 160)	480	conv2d_135[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_140 (BatchN	(None, 7, 7, 160)	480	conv2d_140[0][0]
_______________________________	______________________	_________	________________________________
activation_135 (Activation)	(None, 7, 7, 160)	0	batch_normalization_135[0][0]
_______________________________	______________________	_________	________________________________
activation_140 (Activation)	(None, 7, 7, 160)	0	batch_normalization_140[0][0]
_______________________________	______________________	_________	________________________________
conv2d_136 (Conv2D)	(None, 7, 7, 160)	179200	activation_135[0][0]
_______________________________	______________________	_________	________________________________
conv2d_141 (Conv2D)	(None, 7, 7, 160)	179200	activation_140[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_136 (BatchN	(None, 7, 7, 160)	480	conv2d_136[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_141 (BatchN	(None, 7, 7, 160)	480	conv2d_141[0][0]
_______________________________	______________________	_________	________________________________
activation_136 (Activation)	(None, 7, 7, 160)	0	batch_normalization_136[0][0]
_______________________________	______________________	_________	________________________________
activation_141 (Activation)	(None, 7, 7, 160)	0	batch_normalization_141[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_13 (AveragePo	(None, 7, 7, 768)	0	mixed4[0][0]
_______________________________	______________________	_________	________________________________
conv2d_134 (Conv2D)	(None, 7, 7, 192)	147456	mixed4[0][0]
_______________________________	______________________	_________	________________________________
conv2d_137 (Conv2D)	(None, 7, 7, 192)	215040	activation_136[0][0]
_______________________________	______________________	_________	________________________________
conv2d_142 (Conv2D)	(None, 7, 7, 192)	215040	activation_141[0][0]
_______________________________	______________________	_________	________________________________
conv2d_143 (Conv2D)	(None, 7, 7, 192)	147456	average_pooling2d_13[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_134 (BatchN	(None, 7, 7, 192)	576	conv2d_134[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_137 (BatchN	(None, 7, 7, 192)	576	conv2d_137[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_142 (BatchN	(None, 7, 7, 192)	576	conv2d_142[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_143 (BatchN	(None, 7, 7, 192)	576	conv2d_143[0][0]
_______________________________	______________________	_________	________________________________
activation_134 (Activation)	(None, 7, 7, 192)	0	batch_normalization_134[0][0]
_______________________________	______________________	_________	________________________________
activation_137 (Activation)	(None, 7, 7, 192)	0	batch_normalization_137[0][0]
_______________________________	______________________	_________	________________________________
activation_142 (Activation)	(None, 7, 7, 192)	0	batch_normalization_142[0][0]
_______________________________	______________________	_________	________________________________
activation_143 (Activation)	(None, 7, 7, 192)	0	batch_normalization_143[0][0]
_______________________________	______________________	_________	________________________________
mixed5 (Concatenate)	(None, 7, 7, 768)	0	activation_134[0][0]
			activation_137[0][0]
			activation_142[0][0]
			activation_143[0][0]
_______________________________	______________________	_________	________________________________
conv2d_148 (Conv2D)	(None, 7, 7, 160)	122880	mixed5[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_148 (BatchN	(None, 7, 7, 160)	480	conv2d_148[0][0]
_______________________________	______________________	_________	________________________________
activation_148 (Activation)	(None, 7, 7, 160)	0	batch_normalization_148[0][0]
_______________________________	______________________	_________	________________________________
conv2d_149 (Conv2D)	(None, 7, 7, 160)	179200	activation_148[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_149 (BatchN	(None, 7, 7, 160)	480	conv2d_149[0][0]
_______________________________	______________________	_________	________________________________
activation_149 (Activation)	(None, 7, 7, 160)	0	batch_normalization_149[0][0]
_______________________________	______________________	_________	________________________________
conv2d_145 (Conv2D)	(None, 7, 7, 160)	122880	mixed5[0][0]
_______________________________	______________________	_________	________________________________
conv2d_150 (Conv2D)	(None, 7, 7, 160)	179200	activation_149[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_145 (BatchN	(None, 7, 7, 160)	480	conv2d_145[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_150 (BatchN	(None, 7, 7, 160)	480	conv2d_150[0][0]
_______________________________	______________________	_________	________________________________
activation_145 (Activation)	(None, 7, 7, 160)	0	batch_normalization_145[0][0]
_______________________________	______________________	_________	________________________________
activation_150 (Activation)	(None, 7, 7, 160)	0	batch_normalization_150[0][0]
_______________________________	______________________	_________	________________________________
conv2d_146 (Conv2D)	(None, 7, 7, 160)	179200	activation_145[0][0]
_______________________________	______________________	_________	________________________________
conv2d_151 (Conv2D)	(None, 7, 7, 160)	179200	activation_150[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_146 (BatchN	(None, 7, 7, 160)	480	conv2d_146[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_151 (BatchN	(None, 7, 7, 160)	480	conv2d_151[0][0]
_______________________________	______________________	_________	________________________________
activation_146 (Activation)	(None, 7, 7, 160)	0	batch_normalization_146[0][0]
_______________________________	______________________	_________	________________________________
activation_151 (Activation)	(None, 7, 7, 160)	0	batch_normalization_151[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_14 (AveragePo	(None, 7, 7, 768)	0	mixed5[0][0]
_______________________________	______________________	_________	________________________________
conv2d_144 (Conv2D)	(None, 7, 7, 192)	147456	mixed5[0][0]
_______________________________	______________________	_________	________________________________
conv2d_147 (Conv2D)	(None, 7, 7, 192)	215040	activation_146[0][0]
_______________________________	______________________	_________	________________________________
conv2d_152 (Conv2D)	(None, 7, 7, 192)	215040	activation_151[0][0]
_______________________________	______________________	_________	________________________________
conv2d_153 (Conv2D)	(None, 7, 7, 192)	147456	average_pooling2d_14[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_144 (BatchN	(None, 7, 7, 192)	576	conv2d_144[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_147 (BatchN	(None, 7, 7, 192)	576	conv2d_147[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_152 (BatchN	(None, 7, 7, 192)	576	conv2d_152[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_153 (BatchN	(None, 7, 7, 192)	576	conv2d_153[0][0]
_______________________________	______________________	_________	________________________________
activation_144 (Activation)	(None, 7, 7, 192)	0	batch_normalization_144[0][0]
_______________________________	______________________	_________	________________________________
activation_147 (Activation)	(None, 7, 7, 192)	0	batch_normalization_147[0][0]
_______________________________	______________________	_________	________________________________
activation_152 (Activation)	(None, 7, 7, 192)	0	batch_normalization_152[0][0]
_______________________________	______________________	_________	________________________________
activation_153 (Activation)	(None, 7, 7, 192)	0	batch_normalization_153[0][0]
_______________________________	______________________	_________	________________________________
mixed6 (Concatenate)	(None, 7, 7, 768)	0	activation_144[0][0]
			activation_147[0][0]
			activation_152[0][0]
			activation_153[0][0]
_______________________________	______________________	_________	________________________________
conv2d_158 (Conv2D)	(None, 7, 7, 192)	147456	mixed6[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_158 (BatchN	(None, 7, 7, 192)	576	conv2d_158[0][0]
_______________________________	______________________	_________	________________________________
activation_158 (Activation)	(None, 7, 7, 192)	0	batch_normalization_158[0][0]
_______________________________	______________________	_________	________________________________
conv2d_159 (Conv2D)	(None, 7, 7, 192)	258048	activation_158[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_159 (BatchN	(None, 7, 7, 192)	576	conv2d_159[0][0]
_______________________________	______________________	_________	________________________________
activation_159 (Activation)	(None, 7, 7, 192)	0	batch_normalization_159[0][0]
_______________________________	______________________	_________	________________________________
conv2d_155 (Conv2D)	(None, 7, 7, 192)	147456	mixed6[0][0]
_______________________________	______________________	_________	________________________________
conv2d_160 (Conv2D)	(None, 7, 7, 192)	258048	activation_159[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_155 (BatchN	(None, 7, 7, 192)	576	conv2d_155[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_160 (BatchN	(None, 7, 7, 192)	576	conv2d_160[0][0]
_______________________________	______________________	_________	________________________________
activation_155 (Activation)	(None, 7, 7, 192)	0	batch_normalization_155[0][0]
_______________________________	______________________	_________	________________________________
activation_160 (Activation)	(None, 7, 7, 192)	0	batch_normalization_160[0][0]
_______________________________	______________________	_________	________________________________
conv2d_156 (Conv2D)	(None, 7, 7, 192)	258048	activation_155[0][0]
_______________________________	______________________	_________	________________________________
conv2d_161 (Conv2D)	(None, 7, 7, 192)	258048	activation_160[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_156 (BatchN	(None, 7, 7, 192)	576	conv2d_156[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_161 (BatchN	(None, 7, 7, 192)	576	conv2d_161[0][0]
_______________________________	______________________	_________	________________________________
activation_156 (Activation)	(None, 7, 7, 192)	0	batch_normalization_156[0][0]
_______________________________	______________________	_________	________________________________
activation_161 (Activation)	(None, 7, 7, 192)	0	batch_normalization_161[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_15 (AveragePo	(None, 7, 7, 768)	0	mixed6[0][0]
_______________________________	______________________	_________	________________________________
conv2d_154 (Conv2D)	(None, 7, 7, 192)	147456	mixed6[0][0]
_______________________________	______________________	_________	________________________________
conv2d_157 (Conv2D)	(None, 7, 7, 192)	258048	activation_156[0][0]
_______________________________	______________________	_________	________________________________
conv2d_162 (Conv2D)	(None, 7, 7, 192)	258048	activation_161[0][0]
_______________________________	______________________	_________	________________________________
conv2d_163 (Conv2D)	(None, 7, 7, 192)	147456	average_pooling2d_15[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_154 (BatchN	(None, 7, 7, 192)	576	conv2d_154[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_157 (BatchN	(None, 7, 7, 192)	576	conv2d_157[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_162 (BatchN	(None, 7, 7, 192)	576	conv2d_162[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_163 (BatchN	(None, 7, 7, 192)	576	conv2d_163[0][0]
_______________________________	______________________	_________	________________________________
activation_154 (Activation)	(None, 7, 7, 192)	0	batch_normalization_154[0][0]
_______________________________	______________________	_________	________________________________
activation_157 (Activation)	(None, 7, 7, 192)	0	batch_normalization_157[0][0]
_______________________________	______________________	_________	________________________________
activation_162 (Activation)	(None, 7, 7, 192)	0	batch_normalization_162[0][0]
_______________________________	______________________	_________	________________________________
activation_163 (Activation)	(None, 7, 7, 192)	0	batch_normalization_163[0][0]
_______________________________	______________________	_________	________________________________
mixed7 (Concatenate)	(None, 7, 7, 768)	0	activation_154[0][0]
			activation_157[0][0]
			activation_162[0][0]
			activation_163[0][0]
_______________________________	______________________	_________	________________________________
conv2d_166 (Conv2D)	(None, 7, 7, 192)	147456	mixed7[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_166 (BatchN	(None, 7, 7, 192)	576	conv2d_166[0][0]
_______________________________	______________________	_________	________________________________
activation_166 (Activation)	(None, 7, 7, 192)	0	batch_normalization_166[0][0]
_______________________________	______________________	_________	________________________________
conv2d_167 (Conv2D)	(None, 7, 7, 192)	258048	activation_166[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_167 (BatchN	(None, 7, 7, 192)	576	conv2d_167[0][0]
_______________________________	______________________	_________	________________________________
activation_167 (Activation)	(None, 7, 7, 192)	0	batch_normalization_167[0][0]
_______________________________	______________________	_________	________________________________
conv2d_164 (Conv2D)	(None, 7, 7, 192)	147456	mixed7[0][0]
_______________________________	______________________	_________	________________________________
conv2d_168 (Conv2D)	(None, 7, 7, 192)	258048	activation_167[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_164 (BatchN	(None, 7, 7, 192)	576	conv2d_164[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_168 (BatchN	(None, 7, 7, 192)	576	conv2d_168[0][0]
_______________________________	______________________	_________	________________________________
activation_164 (Activation)	(None, 7, 7, 192)	0	batch_normalization_164[0][0]
_______________________________	______________________	_________	________________________________
activation_168 (Activation)	(None, 7, 7, 192)	0	batch_normalization_168[0][0]
_______________________________	______________________	_________	________________________________
conv2d_165 (Conv2D)	(None, 3, 3, 320)	552960	activation_164[0][0]
_______________________________	______________________	_________	________________________________
conv2d_169 (Conv2D)	(None, 3, 3, 192)	331776	activation_168[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_165 (BatchN	(None, 3, 3, 320)	960	conv2d_165[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_169 (BatchN	(None, 3, 3, 192)	576	conv2d_169[0][0]
_______________________________	______________________	_________	________________________________
activation_165 (Activation)	(None, 3, 3, 320)	0	batch_normalization_165[0][0]
_______________________________	______________________	_________	________________________________
activation_169 (Activation)	(None, 3, 3, 192)	0	batch_normalization_169[0][0]
_______________________________	______________________	_________	________________________________
max_pooling2d_7 (MaxPooling2D)	(None, 3, 3, 768)	0	mixed7[0][0]
_______________________________	______________________	_________	________________________________
mixed8 (Concatenate)	(None, 3, 3, 1280)	0	activation_165[0][0]
			activation_169[0][0]
			max_pooling2d_7[0][0]
_______________________________	______________________	_________	________________________________
conv2d_174 (Conv2D)	(None, 3, 3, 448)	573440	mixed8[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_174 (BatchN	(None, 3, 3, 448)	1344	conv2d_174[0][0]
_______________________________	______________________	_________	________________________________
activation_174 (Activation)	(None, 3, 3, 448)	0	batch_normalization_174[0][0]
_______________________________	______________________	_________	________________________________
conv2d_171 (Conv2D)	(None, 3, 3, 384)	491520	mixed8[0][0]
_______________________________	______________________	_________	________________________________
conv2d_175 (Conv2D)	(None, 3, 3, 384)	1548288	activation_174[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_171 (BatchN	(None, 3, 3, 384)	1152	conv2d_171[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_175 (BatchN	(None, 3, 3, 384)	1152	conv2d_175[0][0]
_______________________________	______________________	_________	________________________________
activation_171 (Activation)	(None, 3, 3, 384)	0	batch_normalization_171[0][0]
_______________________________	______________________	_________	________________________________
activation_175 (Activation)	(None, 3, 3, 384)	0	batch_normalization_175[0][0]
_______________________________	______________________	_________	________________________________
conv2d_172 (Conv2D)	(None, 3, 3, 384)	442368	activation_171[0][0]
_______________________________	______________________	_________	________________________________
conv2d_173 (Conv2D)	(None, 3, 3, 384)	442368	activation_171[0][0]
_______________________________	______________________	_________	________________________________
conv2d_176 (Conv2D)	(None, 3, 3, 384)	442368	activation_175[0][0]
_______________________________	______________________	_________	________________________________
conv2d_177 (Conv2D)	(None, 3, 3, 384)	442368	activation_175[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_16 (AveragePo	(None, 3, 3, 1280)	0	mixed8[0][0]
_______________________________	______________________	_________	________________________________
conv2d_170 (Conv2D)	(None, 3, 3, 320)	409600	mixed8[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_172 (BatchN	(None, 3, 3, 384)	1152	conv2d_172[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_173 (BatchN	(None, 3, 3, 384)	1152	conv2d_173[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_176 (BatchN	(None, 3, 3, 384)	1152	conv2d_176[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_177 (BatchN	(None, 3, 3, 384)	1152	conv2d_177[0][0]
_______________________________	______________________	_________	________________________________
conv2d_178 (Conv2D)	(None, 3, 3, 192)	245760	average_pooling2d_16[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_170 (BatchN	(None, 3, 3, 320)	960	conv2d_170[0][0]
_______________________________	______________________	_________	________________________________
activation_172 (Activation)	(None, 3, 3, 384)	0	batch_normalization_172[0][0]
_______________________________	______________________	_________	________________________________
activation_173 (Activation)	(None, 3, 3, 384)	0	batch_normalization_173[0][0]
_______________________________	______________________	_________	________________________________
activation_176 (Activation)	(None, 3, 3, 384)	0	batch_normalization_176[0][0]
_______________________________	______________________	_________	________________________________
activation_177 (Activation)	(None, 3, 3, 384)	0	batch_normalization_177[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_178 (BatchN	(None, 3, 3, 192)	576	conv2d_178[0][0]
_______________________________	______________________	_________	________________________________
activation_170 (Activation)	(None, 3, 3, 320)	0	batch_normalization_170[0][0]
_______________________________	______________________	_________	________________________________
mixed9_0 (Concatenate)	(None, 3, 3, 768)	0	activation_172[0][0]
			activation_173[0][0]
_______________________________	______________________	_________	________________________________
concatenate_2 (Concatenate)	(None, 3, 3, 768)	0	activation_176[0][0]
			activation_177[0][0]
_______________________________	______________________	_________	________________________________
activation_178 (Activation)	(None, 3, 3, 192)	0	batch_normalization_178[0][0]
_______________________________	______________________	_________	________________________________
mixed9 (Concatenate)	(None, 3, 3, 2048)	0	activation_170[0][0]
			mixed9_0[0][0]
			concatenate_2[0][0]
			activation_178[0][0]
_______________________________	______________________	_________	________________________________
conv2d_183 (Conv2D)	(None, 3, 3, 448)	917504	mixed9[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_183 (BatchN	(None, 3, 3, 448)	1344	conv2d_183[0][0]
_______________________________	______________________	_________	________________________________
activation_183 (Activation)	(None, 3, 3, 448)	0	batch_normalization_183[0][0]
_______________________________	______________________	_________	________________________________
conv2d_180 (Conv2D)	(None, 3, 3, 384)	786432	mixed9[0][0]
_______________________________	______________________	_________	________________________________
conv2d_184 (Conv2D)	(None, 3, 3, 384)	1548288	activation_183[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_180 (BatchN	(None, 3, 3, 384)	1152	conv2d_180[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_184 (BatchN	(None, 3, 3, 384)	1152	conv2d_184[0][0]
_______________________________	______________________	_________	________________________________
activation_180 (Activation)	(None, 3, 3, 384)	0	batch_normalization_180[0][0]
_______________________________	______________________	_________	________________________________
activation_184 (Activation)	(None, 3, 3, 384)	0	batch_normalization_184[0][0]
_______________________________	______________________	_________	________________________________
conv2d_181 (Conv2D)	(None, 3, 3, 384)	442368	activation_180[0][0]
_______________________________	______________________	_________	________________________________
conv2d_182 (Conv2D)	(None, 3, 3, 384)	442368	activation_180[0][0]
_______________________________	______________________	_________	________________________________
conv2d_185 (Conv2D)	(None, 3, 3, 384)	442368	activation_184[0][0]
_______________________________	______________________	_________	________________________________
conv2d_186 (Conv2D)	(None, 3, 3, 384)	442368	activation_184[0][0]
_______________________________	______________________	_________	________________________________
average_pooling2d_17 (AveragePo	(None, 3, 3, 2048)	0	mixed9[0][0]
_______________________________	______________________	_________	________________________________
conv2d_179 (Conv2D)	(None, 3, 3, 320)	655360	mixed9[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_181 (BatchN	(None, 3, 3, 384)	1152	conv2d_181[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_182 (BatchN	(None, 3, 3, 384)	1152	conv2d_182[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_185 (BatchN	(None, 3, 3, 384)	1152	conv2d_185[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_186 (BatchN	(None, 3, 3, 384)	1152	conv2d_186[0][0]
_______________________________	______________________	_________	________________________________
conv2d_187 (Conv2D)	(None, 3, 3, 192)	393216	average_pooling2d_17[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_179 (BatchN	(None, 3, 3, 320)	960	conv2d_179[0][0]
_______________________________	______________________	_________	________________________________
activation_181 (Activation)	(None, 3, 3, 384)	0	batch_normalization_181[0][0]
_______________________________	______________________	_________	________________________________
activation_182 (Activation)	(None, 3, 3, 384)	0	batch_normalization_182[0][0]
_______________________________	______________________	_________	________________________________
activation_185 (Activation)	(None, 3, 3, 384)	0	batch_normalization_185[0][0]
_______________________________	______________________	_________	________________________________
activation_186 (Activation)	(None, 3, 3, 384)	0	batch_normalization_186[0][0]
_______________________________	______________________	_________	________________________________
batch_normalization_187 (BatchN	(None, 3, 3, 192)	576	conv2d_187[0][0]
_______________________________	______________________	_________	________________________________
activation_179 (Activation)	(None, 3, 3, 320)	0	batch_normalization_179[0][0]
_______________________________	______________________	_________	________________________________
mixed9_1 (Concatenate)	(None, 3, 3, 768)	0	activation_181[0][0]
			activation_182[0][0]
_______________________________	______________________	_________	________________________________
concatenate_3 (Concatenate)	(None, 3, 3, 768)	0	activation_185[0][0]
			activation_186[0][0]
_______________________________	______________________	_________	________________________________
activation_187 (Activation)	(None, 3, 3, 192)	0	batch_normalization_187[0][0]
_______________________________	______________________	_________	________________________________
mixed10 (Concatenate)	(None, 3, 3, 2048)	0	activation_179[0][0]
			mixed9_1[0][0]
			concatenate_3[0][0]
			activation_187[0][0]
===============================	======================	=========	================================
Total params: 21,802,784
Trainable params: 0
Non-trainable params: 21,802,784
_______________________________	______________________	_________	________________________________

Written on January 1, 2021