7 Inception RestNetV2
from keras.models import Model
from keras.layers import Activation,AveragePooling2D,BatchNormalization,Concatenate
from keras.layers import Conv2D,Dense,GlobalAveragePooling2D,Input,Lambda,MaxPooling2D
from keras import backend as K
def conv2d_bn(x,filters,kernel_size,strides=1,padding='same',activation='relu',use_bias=False,name=None):
x = Conv2D(filters,
kernel_size,
strides=strides,
padding=padding,
use_bias=use_bias,
name=name)(x)
if not use_bias:
bn_axis = 1 if K.image_data_format() == 'channels_first' else 3
bn_name = None if name is None else name + '_bn'
x = BatchNormalization(axis=bn_axis, scale=False, name=bn_name)(x)
if activation is not None:
ac_name = None if name is None else name + '_ac'
x = Activation(activation, name=ac_name)(x)
return x
def inception_resnet_block(x, scale, block_type, block_idx, activation='relu'):
if block_type == 'block35':
branch_0 = conv2d_bn(x, 32, 1)
branch_1 = conv2d_bn(x, 32, 1)
branch_1 = conv2d_bn(branch_1, 32, 3)
branch_2 = conv2d_bn(x, 32, 1)
branch_2 = conv2d_bn(branch_2, 48, 3)
branch_2 = conv2d_bn(branch_2, 64, 3)
branches = [branch_0, branch_1, branch_2]
elif block_type == 'block17':
branch_0 = conv2d_bn(x, 192, 1)
branch_1 = conv2d_bn(x, 128, 1)
branch_1 = conv2d_bn(branch_1, 160, [1, 7])
branch_1 = conv2d_bn(branch_1, 192, [7, 1])
branches = [branch_0, branch_1]
elif block_type == 'block8':
branch_0 = conv2d_bn(x, 192, 1)
branch_1 = conv2d_bn(x, 192, 1)
branch_1 = conv2d_bn(branch_1, 224, [1, 3])
branch_1 = conv2d_bn(branch_1, 256, [3, 1])
branches = [branch_0, branch_1]
else:
raise ValueError('Unknown Inception-ResNet block type. '
'Expects "block35", "block17" or "block8", '
'but got: ' + str(block_type))
block_name = block_type + '_' + str(block_idx)
mixed = Concatenate(name=block_name + '_mixed')(branches)
up = conv2d_bn(mixed,K.int_shape(x)[3],1,activation=None,use_bias=True,name=block_name + '_conv')
x = Lambda(lambda inputs, scale: inputs[0] + inputs[1] * scale,
output_shape=K.int_shape(x)[1:],
arguments={'scale': scale},
name=block_name)([x, up])
if activation is not None:
x = Activation(activation, name=block_name + '_ac')(x)
return x
def InceptionResNetV2(input_shape=[299,299,3],
classes=1000):
input_shape = [299,299,3]
img_input = Input(shape=input_shape)
x = conv2d_bn(img_input, 32, 3, strides=2, padding='valid')
x = conv2d_bn(x, 32, 3, padding='valid')
x = conv2d_bn(x, 64, 3)
x = MaxPooling2D(3, strides=2)(x)
x = conv2d_bn(x, 80, 1, padding='valid')
x = conv2d_bn(x, 192, 3, padding='valid')
x = MaxPooling2D(3, strides=2)(x)
branch_0 = conv2d_bn(x, 96, 1)
branch_1 = conv2d_bn(x, 48, 1)
branch_1 = conv2d_bn(branch_1, 64, 5)
branch_2 = conv2d_bn(x, 64, 1)
branch_2 = conv2d_bn(branch_2, 96, 3)
branch_2 = conv2d_bn(branch_2, 96, 3)
branch_pool = AveragePooling2D(3, strides=1, padding='same')(x)
branch_pool = conv2d_bn(branch_pool, 64, 1)
branches = [branch_0, branch_1, branch_2, branch_pool]
x = Concatenate(name='mixed_5b')(branches)
for block_idx in range(1, 11):
x = inception_resnet_block(x,
scale=0.17,
block_type='block35',
block_idx=block_idx)
branch_0 = conv2d_bn(x, 384, 3, strides=2, padding='valid')
branch_1 = conv2d_bn(x, 256, 1)
branch_1 = conv2d_bn(branch_1, 256, 3)
branch_1 = conv2d_bn(branch_1, 384, 3, strides=2, padding='valid')
branch_pool = MaxPooling2D(3, strides=2, padding='valid')(x)
branches = [branch_0, branch_1, branch_pool]
x = Concatenate(name='mixed_6a')(branches)
for block_idx in range(1, 21):
x = inception_resnet_block(x,
scale=0.1,
block_type='block17',
block_idx=block_idx)
branch_0 = conv2d_bn(x, 256, 1)
branch_0 = conv2d_bn(branch_0, 384, 3, strides=2, padding='valid')
branch_1 = conv2d_bn(x, 256, 1)
branch_1 = conv2d_bn(branch_1, 288, 3, strides=2, padding='valid')
branch_2 = conv2d_bn(x, 256, 1)
branch_2 = conv2d_bn(branch_2, 288, 3)
branch_2 = conv2d_bn(branch_2, 320, 3, strides=2, padding='valid')
branch_pool = MaxPooling2D(3, strides=2, padding='valid')(x)
branches = [branch_0, branch_1, branch_2, branch_pool]
x = Concatenate(name='mixed_7a')(branches)
for block_idx in range(1, 10):
x = inception_resnet_block(x,
scale=0.2,
block_type='block8',
block_idx=block_idx)
x = inception_resnet_block(x,
scale=1.,
activation=None,
block_type='block8',
block_idx=10)
x = conv2d_bn(x, 1536, 1, name='conv_7b')
x = GlobalAveragePooling2D(name='avg_pool')(x)
x = Dense(classes, activation='softmax', name='predictions')(x)
inputs = img_input
model = Model(inputs, x, name='inception_resnet_v2')
return model
if __name__ == '__main__':
model = InceptionResNetV2()
model.summary()
'''
__________________________________________________________________________________________________
Layer (type) Output Shape Param
==================================================================================================
input_1 (InputLayer) (None, 299, 299, 3) 0
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 149, 149, 32) 864 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 149, 149, 32) 96 conv2d_1[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 149, 149, 32) 0 batch_normalization_1[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 147, 147, 32) 9216 activation_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 147, 147, 32) 96 conv2d_2[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 147, 147, 32) 0 batch_normalization_2[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 147, 147, 64) 18432 activation_2[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 147, 147, 64) 192 conv2d_3[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 147, 147, 64) 0 batch_normalization_3[0][0]
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D) (None, 73, 73, 64) 0 activation_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 73, 73, 80) 5120 max_pooling2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 73, 73, 80) 240 conv2d_4[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 73, 73, 80) 0 batch_normalization_4[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 71, 71, 192) 138240 activation_4[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 71, 71, 192) 576 conv2d_5[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 71, 71, 192) 0 batch_normalization_5[0][0]
__________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D) (None, 35, 35, 192) 0 activation_5[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 35, 35, 64) 12288 max_pooling2d_2[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 35, 35, 64) 192 conv2d_9[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 35, 35, 64) 0 batch_normalization_9[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 35, 35, 48) 9216 max_pooling2d_2[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 35, 35, 96) 55296 activation_9[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 35, 35, 48) 144 conv2d_7[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 35, 35, 96) 288 conv2d_10[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 35, 35, 48) 0 batch_normalization_7[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 35, 35, 96) 0 batch_normalization_10[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 35, 35, 192) 0 max_pooling2d_2[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 35, 35, 96) 18432 max_pooling2d_2[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 35, 35, 64) 76800 activation_7[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 35, 35, 96) 82944 activation_10[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 35, 35, 64) 12288 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 35, 35, 96) 288 conv2d_6[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 35, 35, 64) 192 conv2d_8[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 35, 35, 96) 288 conv2d_11[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 35, 35, 64) 192 conv2d_12[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 35, 35, 96) 0 batch_normalization_6[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 35, 35, 64) 0 batch_normalization_8[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 35, 35, 96) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 35, 35, 64) 0 batch_normalization_12[0][0]
__________________________________________________________________________________________________
mixed_5b (Concatenate) (None, 35, 35, 320) 0 activation_6[0][0]
activation_8[0][0]
activation_11[0][0]
activation_12[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 35, 35, 32) 10240 mixed_5b[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 35, 35, 32) 96 conv2d_16[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 35, 35, 32) 0 batch_normalization_16[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 35, 35, 32) 10240 mixed_5b[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 35, 35, 48) 13824 activation_16[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 35, 35, 32) 96 conv2d_14[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 35, 35, 48) 144 conv2d_17[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 35, 35, 32) 0 batch_normalization_14[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 35, 35, 48) 0 batch_normalization_17[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 35, 35, 32) 10240 mixed_5b[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 35, 35, 32) 9216 activation_14[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 35, 35, 64) 27648 activation_17[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 35, 35, 32) 96 conv2d_13[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 35, 35, 32) 96 conv2d_15[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 35, 35, 64) 192 conv2d_18[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 35, 35, 32) 0 batch_normalization_13[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 35, 35, 32) 0 batch_normalization_15[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 35, 35, 64) 0 batch_normalization_18[0][0]
__________________________________________________________________________________________________
block35_1_mixed (Concatenate) (None, 35, 35, 128) 0 activation_13[0][0]
activation_15[0][0]
activation_18[0][0]
__________________________________________________________________________________________________
block35_1_conv (Conv2D) (None, 35, 35, 320) 41280 block35_1_mixed[0][0]
__________________________________________________________________________________________________
block35_1 (Lambda) (None, 35, 35, 320) 0 mixed_5b[0][0]
block35_1_conv[0][0]
__________________________________________________________________________________________________
block35_1_ac (Activation) (None, 35, 35, 320) 0 block35_1[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 35, 35, 32) 10240 block35_1_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 35, 35, 32) 96 conv2d_22[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 35, 35, 32) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 35, 35, 32) 10240 block35_1_ac[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 35, 35, 48) 13824 activation_22[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 35, 35, 32) 96 conv2d_20[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 35, 35, 48) 144 conv2d_23[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 35, 35, 32) 0 batch_normalization_20[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 35, 35, 48) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 35, 35, 32) 10240 block35_1_ac[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 35, 35, 32) 9216 activation_20[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 35, 35, 64) 27648 activation_23[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 35, 35, 32) 96 conv2d_19[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 35, 35, 32) 96 conv2d_21[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 35, 35, 64) 192 conv2d_24[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 35, 35, 32) 0 batch_normalization_19[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 35, 35, 32) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 35, 35, 64) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
block35_2_mixed (Concatenate) (None, 35, 35, 128) 0 activation_19[0][0]
activation_21[0][0]
activation_24[0][0]
__________________________________________________________________________________________________
block35_2_conv (Conv2D) (None, 35, 35, 320) 41280 block35_2_mixed[0][0]
__________________________________________________________________________________________________
block35_2 (Lambda) (None, 35, 35, 320) 0 block35_1_ac[0][0]
block35_2_conv[0][0]
__________________________________________________________________________________________________
block35_2_ac (Activation) (None, 35, 35, 320) 0 block35_2[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 35, 35, 32) 10240 block35_2_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 35, 35, 32) 96 conv2d_28[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 35, 35, 32) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 35, 35, 32) 10240 block35_2_ac[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 35, 35, 48) 13824 activation_28[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 35, 35, 32) 96 conv2d_26[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 35, 35, 48) 144 conv2d_29[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 35, 35, 32) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 35, 35, 48) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 35, 35, 32) 10240 block35_2_ac[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 35, 35, 32) 9216 activation_26[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 35, 35, 64) 27648 activation_29[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 35, 35, 32) 96 conv2d_25[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 35, 35, 32) 96 conv2d_27[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 35, 35, 64) 192 conv2d_30[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 35, 35, 32) 0 batch_normalization_25[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 35, 35, 32) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 35, 35, 64) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
block35_3_mixed (Concatenate) (None, 35, 35, 128) 0 activation_25[0][0]
activation_27[0][0]
activation_30[0][0]
__________________________________________________________________________________________________
block35_3_conv (Conv2D) (None, 35, 35, 320) 41280 block35_3_mixed[0][0]
__________________________________________________________________________________________________
block35_3 (Lambda) (None, 35, 35, 320) 0 block35_2_ac[0][0]
block35_3_conv[0][0]
__________________________________________________________________________________________________
block35_3_ac (Activation) (None, 35, 35, 320) 0 block35_3[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 35, 35, 32) 10240 block35_3_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 35, 35, 32) 96 conv2d_34[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 35, 35, 32) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 35, 35, 32) 10240 block35_3_ac[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 35, 35, 48) 13824 activation_34[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 35, 35, 32) 96 conv2d_32[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 35, 35, 48) 144 conv2d_35[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 35, 35, 32) 0 batch_normalization_32[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 35, 35, 48) 0 batch_normalization_35[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 35, 35, 32) 10240 block35_3_ac[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 35, 35, 32) 9216 activation_32[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 35, 35, 64) 27648 activation_35[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 35, 35, 32) 96 conv2d_31[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 35, 35, 32) 96 conv2d_33[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 35, 35, 64) 192 conv2d_36[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 35, 35, 32) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 35, 35, 32) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 35, 35, 64) 0 batch_normalization_36[0][0]
__________________________________________________________________________________________________
block35_4_mixed (Concatenate) (None, 35, 35, 128) 0 activation_31[0][0]
activation_33[0][0]
activation_36[0][0]
__________________________________________________________________________________________________
block35_4_conv (Conv2D) (None, 35, 35, 320) 41280 block35_4_mixed[0][0]
__________________________________________________________________________________________________
block35_4 (Lambda) (None, 35, 35, 320) 0 block35_3_ac[0][0]
block35_4_conv[0][0]
__________________________________________________________________________________________________
block35_4_ac (Activation) (None, 35, 35, 320) 0 block35_4[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 35, 35, 32) 10240 block35_4_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 35, 35, 32) 96 conv2d_40[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 35, 35, 32) 0 batch_normalization_40[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 35, 35, 32) 10240 block35_4_ac[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 35, 35, 48) 13824 activation_40[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 35, 35, 32) 96 conv2d_38[0][0]
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 35, 35, 48) 144 conv2d_41[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 35, 35, 32) 0 batch_normalization_38[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, 35, 35, 48) 0 batch_normalization_41[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 35, 35, 32) 10240 block35_4_ac[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 35, 35, 32) 9216 activation_38[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 35, 35, 64) 27648 activation_41[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 35, 35, 32) 96 conv2d_37[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 35, 35, 32) 96 conv2d_39[0][0]
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 35, 35, 64) 192 conv2d_42[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 35, 35, 32) 0 batch_normalization_37[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 35, 35, 32) 0 batch_normalization_39[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 35, 35, 64) 0 batch_normalization_42[0][0]
__________________________________________________________________________________________________
block35_5_mixed (Concatenate) (None, 35, 35, 128) 0 activation_37[0][0]
activation_39[0][0]
activation_42[0][0]
__________________________________________________________________________________________________
block35_5_conv (Conv2D) (None, 35, 35, 320) 41280 block35_5_mixed[0][0]
__________________________________________________________________________________________________
block35_5 (Lambda) (None, 35, 35, 320) 0 block35_4_ac[0][0]
block35_5_conv[0][0]
__________________________________________________________________________________________________
block35_5_ac (Activation) (None, 35, 35, 320) 0 block35_5[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 35, 35, 32) 10240 block35_5_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 35, 35, 32) 96 conv2d_46[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, 35, 35, 32) 0 batch_normalization_46[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 35, 35, 32) 10240 block35_5_ac[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 35, 35, 48) 13824 activation_46[0][0]
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 35, 35, 32) 96 conv2d_44[0][0]
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 35, 35, 48) 144 conv2d_47[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 35, 35, 32) 0 batch_normalization_44[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, 35, 35, 48) 0 batch_normalization_47[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 35, 35, 32) 10240 block35_5_ac[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 35, 35, 32) 9216 activation_44[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 35, 35, 64) 27648 activation_47[0][0]
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 35, 35, 32) 96 conv2d_43[0][0]
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 35, 35, 32) 96 conv2d_45[0][0]
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 35, 35, 64) 192 conv2d_48[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, 35, 35, 32) 0 batch_normalization_43[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, 35, 35, 32) 0 batch_normalization_45[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, 35, 35, 64) 0 batch_normalization_48[0][0]
__________________________________________________________________________________________________
block35_6_mixed (Concatenate) (None, 35, 35, 128) 0 activation_43[0][0]
activation_45[0][0]
activation_48[0][0]
__________________________________________________________________________________________________
block35_6_conv (Conv2D) (None, 35, 35, 320) 41280 block35_6_mixed[0][0]
__________________________________________________________________________________________________
block35_6 (Lambda) (None, 35, 35, 320) 0 block35_5_ac[0][0]
block35_6_conv[0][0]
__________________________________________________________________________________________________
block35_6_ac (Activation) (None, 35, 35, 320) 0 block35_6[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 35, 35, 32) 10240 block35_6_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 35, 35, 32) 96 conv2d_52[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, 35, 35, 32) 0 batch_normalization_52[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 35, 35, 32) 10240 block35_6_ac[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 35, 35, 48) 13824 activation_52[0][0]
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 35, 35, 32) 96 conv2d_50[0][0]
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 35, 35, 48) 144 conv2d_53[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, 35, 35, 32) 0 batch_normalization_50[0][0]
__________________________________________________________________________________________________
activation_53 (Activation) (None, 35, 35, 48) 0 batch_normalization_53[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 35, 35, 32) 10240 block35_6_ac[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 35, 35, 32) 9216 activation_50[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 35, 35, 64) 27648 activation_53[0][0]
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 35, 35, 32) 96 conv2d_49[0][0]
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 35, 35, 32) 96 conv2d_51[0][0]
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 35, 35, 64) 192 conv2d_54[0][0]
__________________________________________________________________________________________________
activation_49 (Activation) (None, 35, 35, 32) 0 batch_normalization_49[0][0]
__________________________________________________________________________________________________
activation_51 (Activation) (None, 35, 35, 32) 0 batch_normalization_51[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, 35, 35, 64) 0 batch_normalization_54[0][0]
__________________________________________________________________________________________________
block35_7_mixed (Concatenate) (None, 35, 35, 128) 0 activation_49[0][0]
activation_51[0][0]
activation_54[0][0]
__________________________________________________________________________________________________
block35_7_conv (Conv2D) (None, 35, 35, 320) 41280 block35_7_mixed[0][0]
__________________________________________________________________________________________________
block35_7 (Lambda) (None, 35, 35, 320) 0 block35_6_ac[0][0]
block35_7_conv[0][0]
__________________________________________________________________________________________________
block35_7_ac (Activation) (None, 35, 35, 320) 0 block35_7[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 35, 35, 32) 10240 block35_7_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 35, 35, 32) 96 conv2d_58[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, 35, 35, 32) 0 batch_normalization_58[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 35, 35, 32) 10240 block35_7_ac[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 35, 35, 48) 13824 activation_58[0][0]
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 35, 35, 32) 96 conv2d_56[0][0]
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 35, 35, 48) 144 conv2d_59[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, 35, 35, 32) 0 batch_normalization_56[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, 35, 35, 48) 0 batch_normalization_59[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 35, 35, 32) 10240 block35_7_ac[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 35, 35, 32) 9216 activation_56[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 35, 35, 64) 27648 activation_59[0][0]
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 35, 35, 32) 96 conv2d_55[0][0]
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 35, 35, 32) 96 conv2d_57[0][0]
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 35, 35, 64) 192 conv2d_60[0][0]
__________________________________________________________________________________________________
activation_55 (Activation) (None, 35, 35, 32) 0 batch_normalization_55[0][0]
__________________________________________________________________________________________________
activation_57 (Activation) (None, 35, 35, 32) 0 batch_normalization_57[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, 35, 35, 64) 0 batch_normalization_60[0][0]
__________________________________________________________________________________________________
block35_8_mixed (Concatenate) (None, 35, 35, 128) 0 activation_55[0][0]
activation_57[0][0]
activation_60[0][0]
__________________________________________________________________________________________________
block35_8_conv (Conv2D) (None, 35, 35, 320) 41280 block35_8_mixed[0][0]
__________________________________________________________________________________________________
block35_8 (Lambda) (None, 35, 35, 320) 0 block35_7_ac[0][0]
block35_8_conv[0][0]
__________________________________________________________________________________________________
block35_8_ac (Activation) (None, 35, 35, 320) 0 block35_8[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (None, 35, 35, 32) 10240 block35_8_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 35, 35, 32) 96 conv2d_64[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, 35, 35, 32) 0 batch_normalization_64[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 35, 35, 32) 10240 block35_8_ac[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 35, 35, 48) 13824 activation_64[0][0]
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 35, 35, 32) 96 conv2d_62[0][0]
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 35, 35, 48) 144 conv2d_65[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, 35, 35, 32) 0 batch_normalization_62[0][0]
__________________________________________________________________________________________________
activation_65 (Activation) (None, 35, 35, 48) 0 batch_normalization_65[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 35, 35, 32) 10240 block35_8_ac[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 35, 35, 32) 9216 activation_62[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 35, 35, 64) 27648 activation_65[0][0]
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 35, 35, 32) 96 conv2d_61[0][0]
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 35, 35, 32) 96 conv2d_63[0][0]
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 35, 35, 64) 192 conv2d_66[0][0]
__________________________________________________________________________________________________
activation_61 (Activation) (None, 35, 35, 32) 0 batch_normalization_61[0][0]
__________________________________________________________________________________________________
activation_63 (Activation) (None, 35, 35, 32) 0 batch_normalization_63[0][0]
__________________________________________________________________________________________________
activation_66 (Activation) (None, 35, 35, 64) 0 batch_normalization_66[0][0]
__________________________________________________________________________________________________
block35_9_mixed (Concatenate) (None, 35, 35, 128) 0 activation_61[0][0]
activation_63[0][0]
activation_66[0][0]
__________________________________________________________________________________________________
block35_9_conv (Conv2D) (None, 35, 35, 320) 41280 block35_9_mixed[0][0]
__________________________________________________________________________________________________
block35_9 (Lambda) (None, 35, 35, 320) 0 block35_8_ac[0][0]
block35_9_conv[0][0]
__________________________________________________________________________________________________
block35_9_ac (Activation) (None, 35, 35, 320) 0 block35_9[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (None, 35, 35, 32) 10240 block35_9_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 35, 35, 32) 96 conv2d_70[0][0]
__________________________________________________________________________________________________
activation_70 (Activation) (None, 35, 35, 32) 0 batch_normalization_70[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (None, 35, 35, 32) 10240 block35_9_ac[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (None, 35, 35, 48) 13824 activation_70[0][0]
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 35, 35, 32) 96 conv2d_68[0][0]
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 35, 35, 48) 144 conv2d_71[0][0]
__________________________________________________________________________________________________
activation_68 (Activation) (None, 35, 35, 32) 0 batch_normalization_68[0][0]
__________________________________________________________________________________________________
activation_71 (Activation) (None, 35, 35, 48) 0 batch_normalization_71[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (None, 35, 35, 32) 10240 block35_9_ac[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (None, 35, 35, 32) 9216 activation_68[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (None, 35, 35, 64) 27648 activation_71[0][0]
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 35, 35, 32) 96 conv2d_67[0][0]
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 35, 35, 32) 96 conv2d_69[0][0]
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 35, 35, 64) 192 conv2d_72[0][0]
__________________________________________________________________________________________________
activation_67 (Activation) (None, 35, 35, 32) 0 batch_normalization_67[0][0]
__________________________________________________________________________________________________
activation_69 (Activation) (None, 35, 35, 32) 0 batch_normalization_69[0][0]
__________________________________________________________________________________________________
activation_72 (Activation) (None, 35, 35, 64) 0 batch_normalization_72[0][0]
__________________________________________________________________________________________________
block35_10_mixed (Concatenate) (None, 35, 35, 128) 0 activation_67[0][0]
activation_69[0][0]
activation_72[0][0]
__________________________________________________________________________________________________
block35_10_conv (Conv2D) (None, 35, 35, 320) 41280 block35_10_mixed[0][0]
__________________________________________________________________________________________________
block35_10 (Lambda) (None, 35, 35, 320) 0 block35_9_ac[0][0]
block35_10_conv[0][0]
__________________________________________________________________________________________________
block35_10_ac (Activation) (None, 35, 35, 320) 0 block35_10[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (None, 35, 35, 256) 81920 block35_10_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 35, 35, 256) 768 conv2d_74[0][0]
__________________________________________________________________________________________________
activation_74 (Activation) (None, 35, 35, 256) 0 batch_normalization_74[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (None, 35, 35, 256) 589824 activation_74[0][0]
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 35, 35, 256) 768 conv2d_75[0][0]
__________________________________________________________________________________________________
activation_75 (Activation) (None, 35, 35, 256) 0 batch_normalization_75[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (None, 17, 17, 384) 1105920 block35_10_ac[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (None, 17, 17, 384) 884736 activation_75[0][0]
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 17, 17, 384) 1152 conv2d_73[0][0]
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 17, 17, 384) 1152 conv2d_76[0][0]
__________________________________________________________________________________________________
activation_73 (Activation) (None, 17, 17, 384) 0 batch_normalization_73[0][0]
__________________________________________________________________________________________________
activation_76 (Activation) (None, 17, 17, 384) 0 batch_normalization_76[0][0]
__________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D) (None, 17, 17, 320) 0 block35_10_ac[0][0]
__________________________________________________________________________________________________
mixed_6a (Concatenate) (None, 17, 17, 1088) 0 activation_73[0][0]
activation_76[0][0]
max_pooling2d_3[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (None, 17, 17, 128) 139264 mixed_6a[0][0]
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 17, 17, 128) 384 conv2d_78[0][0]
__________________________________________________________________________________________________
activation_78 (Activation) (None, 17, 17, 128) 0 batch_normalization_78[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (None, 17, 17, 160) 143360 activation_78[0][0]
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 17, 17, 160) 480 conv2d_79[0][0]
__________________________________________________________________________________________________
activation_79 (Activation) (None, 17, 17, 160) 0 batch_normalization_79[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (None, 17, 17, 192) 208896 mixed_6a[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (None, 17, 17, 192) 215040 activation_79[0][0]
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 17, 17, 192) 576 conv2d_77[0][0]
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 17, 17, 192) 576 conv2d_80[0][0]
__________________________________________________________________________________________________
activation_77 (Activation) (None, 17, 17, 192) 0 batch_normalization_77[0][0]
__________________________________________________________________________________________________
activation_80 (Activation) (None, 17, 17, 192) 0 batch_normalization_80[0][0]
__________________________________________________________________________________________________
block17_1_mixed (Concatenate) (None, 17, 17, 384) 0 activation_77[0][0]
activation_80[0][0]
__________________________________________________________________________________________________
block17_1_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_1_mixed[0][0]
__________________________________________________________________________________________________
block17_1 (Lambda) (None, 17, 17, 1088) 0 mixed_6a[0][0]
block17_1_conv[0][0]
__________________________________________________________________________________________________
block17_1_ac (Activation) (None, 17, 17, 1088) 0 block17_1[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (None, 17, 17, 128) 139264 block17_1_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 17, 17, 128) 384 conv2d_82[0][0]
__________________________________________________________________________________________________
activation_82 (Activation) (None, 17, 17, 128) 0 batch_normalization_82[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (None, 17, 17, 160) 143360 activation_82[0][0]
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 17, 17, 160) 480 conv2d_83[0][0]
__________________________________________________________________________________________________
activation_83 (Activation) (None, 17, 17, 160) 0 batch_normalization_83[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (None, 17, 17, 192) 208896 block17_1_ac[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (None, 17, 17, 192) 215040 activation_83[0][0]
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 17, 17, 192) 576 conv2d_81[0][0]
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 17, 17, 192) 576 conv2d_84[0][0]
__________________________________________________________________________________________________
activation_81 (Activation) (None, 17, 17, 192) 0 batch_normalization_81[0][0]
__________________________________________________________________________________________________
activation_84 (Activation) (None, 17, 17, 192) 0 batch_normalization_84[0][0]
__________________________________________________________________________________________________
block17_2_mixed (Concatenate) (None, 17, 17, 384) 0 activation_81[0][0]
activation_84[0][0]
__________________________________________________________________________________________________
block17_2_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_2_mixed[0][0]
__________________________________________________________________________________________________
block17_2 (Lambda) (None, 17, 17, 1088) 0 block17_1_ac[0][0]
block17_2_conv[0][0]
__________________________________________________________________________________________________
block17_2_ac (Activation) (None, 17, 17, 1088) 0 block17_2[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (None, 17, 17, 128) 139264 block17_2_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 17, 17, 128) 384 conv2d_86[0][0]
__________________________________________________________________________________________________
activation_86 (Activation) (None, 17, 17, 128) 0 batch_normalization_86[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (None, 17, 17, 160) 143360 activation_86[0][0]
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 17, 17, 160) 480 conv2d_87[0][0]
__________________________________________________________________________________________________
activation_87 (Activation) (None, 17, 17, 160) 0 batch_normalization_87[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (None, 17, 17, 192) 208896 block17_2_ac[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (None, 17, 17, 192) 215040 activation_87[0][0]
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 17, 17, 192) 576 conv2d_85[0][0]
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 17, 17, 192) 576 conv2d_88[0][0]
__________________________________________________________________________________________________
activation_85 (Activation) (None, 17, 17, 192) 0 batch_normalization_85[0][0]
__________________________________________________________________________________________________
activation_88 (Activation) (None, 17, 17, 192) 0 batch_normalization_88[0][0]
__________________________________________________________________________________________________
block17_3_mixed (Concatenate) (None, 17, 17, 384) 0 activation_85[0][0]
activation_88[0][0]
__________________________________________________________________________________________________
block17_3_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_3_mixed[0][0]
__________________________________________________________________________________________________
block17_3 (Lambda) (None, 17, 17, 1088) 0 block17_2_ac[0][0]
block17_3_conv[0][0]
__________________________________________________________________________________________________
block17_3_ac (Activation) (None, 17, 17, 1088) 0 block17_3[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D) (None, 17, 17, 128) 139264 block17_3_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 17, 17, 128) 384 conv2d_90[0][0]
__________________________________________________________________________________________________
activation_90 (Activation) (None, 17, 17, 128) 0 batch_normalization_90[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D) (None, 17, 17, 160) 143360 activation_90[0][0]
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 17, 17, 160) 480 conv2d_91[0][0]
__________________________________________________________________________________________________
activation_91 (Activation) (None, 17, 17, 160) 0 batch_normalization_91[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D) (None, 17, 17, 192) 208896 block17_3_ac[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D) (None, 17, 17, 192) 215040 activation_91[0][0]
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 17, 17, 192) 576 conv2d_89[0][0]
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 17, 17, 192) 576 conv2d_92[0][0]
__________________________________________________________________________________________________
activation_89 (Activation) (None, 17, 17, 192) 0 batch_normalization_89[0][0]
__________________________________________________________________________________________________
activation_92 (Activation) (None, 17, 17, 192) 0 batch_normalization_92[0][0]
__________________________________________________________________________________________________
block17_4_mixed (Concatenate) (None, 17, 17, 384) 0 activation_89[0][0]
activation_92[0][0]
__________________________________________________________________________________________________
block17_4_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_4_mixed[0][0]
__________________________________________________________________________________________________
block17_4 (Lambda) (None, 17, 17, 1088) 0 block17_3_ac[0][0]
block17_4_conv[0][0]
__________________________________________________________________________________________________
block17_4_ac (Activation) (None, 17, 17, 1088) 0 block17_4[0][0]
__________________________________________________________________________________________________
conv2d_94 (Conv2D) (None, 17, 17, 128) 139264 block17_4_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 17, 17, 128) 384 conv2d_94[0][0]
__________________________________________________________________________________________________
activation_94 (Activation) (None, 17, 17, 128) 0 batch_normalization_94[0][0]
__________________________________________________________________________________________________
conv2d_95 (Conv2D) (None, 17, 17, 160) 143360 activation_94[0][0]
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 17, 17, 160) 480 conv2d_95[0][0]
__________________________________________________________________________________________________
activation_95 (Activation) (None, 17, 17, 160) 0 batch_normalization_95[0][0]
__________________________________________________________________________________________________
conv2d_93 (Conv2D) (None, 17, 17, 192) 208896 block17_4_ac[0][0]
__________________________________________________________________________________________________
conv2d_96 (Conv2D) (None, 17, 17, 192) 215040 activation_95[0][0]
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 17, 17, 192) 576 conv2d_93[0][0]
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 17, 17, 192) 576 conv2d_96[0][0]
__________________________________________________________________________________________________
activation_93 (Activation) (None, 17, 17, 192) 0 batch_normalization_93[0][0]
__________________________________________________________________________________________________
activation_96 (Activation) (None, 17, 17, 192) 0 batch_normalization_96[0][0]
__________________________________________________________________________________________________
block17_5_mixed (Concatenate) (None, 17, 17, 384) 0 activation_93[0][0]
activation_96[0][0]
__________________________________________________________________________________________________
block17_5_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_5_mixed[0][0]
__________________________________________________________________________________________________
block17_5 (Lambda) (None, 17, 17, 1088) 0 block17_4_ac[0][0]
block17_5_conv[0][0]
__________________________________________________________________________________________________
block17_5_ac (Activation) (None, 17, 17, 1088) 0 block17_5[0][0]
__________________________________________________________________________________________________
conv2d_98 (Conv2D) (None, 17, 17, 128) 139264 block17_5_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 17, 17, 128) 384 conv2d_98[0][0]
__________________________________________________________________________________________________
activation_98 (Activation) (None, 17, 17, 128) 0 batch_normalization_98[0][0]
__________________________________________________________________________________________________
conv2d_99 (Conv2D) (None, 17, 17, 160) 143360 activation_98[0][0]
__________________________________________________________________________________________________
batch_normalization_99 (BatchNo (None, 17, 17, 160) 480 conv2d_99[0][0]
__________________________________________________________________________________________________
activation_99 (Activation) (None, 17, 17, 160) 0 batch_normalization_99[0][0]
__________________________________________________________________________________________________
conv2d_97 (Conv2D) (None, 17, 17, 192) 208896 block17_5_ac[0][0]
__________________________________________________________________________________________________
conv2d_100 (Conv2D) (None, 17, 17, 192) 215040 activation_99[0][0]
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 17, 17, 192) 576 conv2d_97[0][0]
__________________________________________________________________________________________________
batch_normalization_100 (BatchN (None, 17, 17, 192) 576 conv2d_100[0][0]
__________________________________________________________________________________________________
activation_97 (Activation) (None, 17, 17, 192) 0 batch_normalization_97[0][0]
__________________________________________________________________________________________________
activation_100 (Activation) (None, 17, 17, 192) 0 batch_normalization_100[0][0]
__________________________________________________________________________________________________
block17_6_mixed (Concatenate) (None, 17, 17, 384) 0 activation_97[0][0]
activation_100[0][0]
__________________________________________________________________________________________________
block17_6_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_6_mixed[0][0]
__________________________________________________________________________________________________
block17_6 (Lambda) (None, 17, 17, 1088) 0 block17_5_ac[0][0]
block17_6_conv[0][0]
__________________________________________________________________________________________________
block17_6_ac (Activation) (None, 17, 17, 1088) 0 block17_6[0][0]
__________________________________________________________________________________________________
conv2d_102 (Conv2D) (None, 17, 17, 128) 139264 block17_6_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_102 (BatchN (None, 17, 17, 128) 384 conv2d_102[0][0]
__________________________________________________________________________________________________
activation_102 (Activation) (None, 17, 17, 128) 0 batch_normalization_102[0][0]
__________________________________________________________________________________________________
conv2d_103 (Conv2D) (None, 17, 17, 160) 143360 activation_102[0][0]
__________________________________________________________________________________________________
batch_normalization_103 (BatchN (None, 17, 17, 160) 480 conv2d_103[0][0]
__________________________________________________________________________________________________
activation_103 (Activation) (None, 17, 17, 160) 0 batch_normalization_103[0][0]
__________________________________________________________________________________________________
conv2d_101 (Conv2D) (None, 17, 17, 192) 208896 block17_6_ac[0][0]
__________________________________________________________________________________________________
conv2d_104 (Conv2D) (None, 17, 17, 192) 215040 activation_103[0][0]
__________________________________________________________________________________________________
batch_normalization_101 (BatchN (None, 17, 17, 192) 576 conv2d_101[0][0]
__________________________________________________________________________________________________
batch_normalization_104 (BatchN (None, 17, 17, 192) 576 conv2d_104[0][0]
__________________________________________________________________________________________________
activation_101 (Activation) (None, 17, 17, 192) 0 batch_normalization_101[0][0]
__________________________________________________________________________________________________
activation_104 (Activation) (None, 17, 17, 192) 0 batch_normalization_104[0][0]
__________________________________________________________________________________________________
block17_7_mixed (Concatenate) (None, 17, 17, 384) 0 activation_101[0][0]
activation_104[0][0]
__________________________________________________________________________________________________
block17_7_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_7_mixed[0][0]
__________________________________________________________________________________________________
block17_7 (Lambda) (None, 17, 17, 1088) 0 block17_6_ac[0][0]
block17_7_conv[0][0]
__________________________________________________________________________________________________
block17_7_ac (Activation) (None, 17, 17, 1088) 0 block17_7[0][0]
__________________________________________________________________________________________________
conv2d_106 (Conv2D) (None, 17, 17, 128) 139264 block17_7_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 17, 17, 128) 384 conv2d_106[0][0]
__________________________________________________________________________________________________
activation_106 (Activation) (None, 17, 17, 128) 0 batch_normalization_106[0][0]
__________________________________________________________________________________________________
conv2d_107 (Conv2D) (None, 17, 17, 160) 143360 activation_106[0][0]
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 17, 17, 160) 480 conv2d_107[0][0]
__________________________________________________________________________________________________
activation_107 (Activation) (None, 17, 17, 160) 0 batch_normalization_107[0][0]
__________________________________________________________________________________________________
conv2d_105 (Conv2D) (None, 17, 17, 192) 208896 block17_7_ac[0][0]
__________________________________________________________________________________________________
conv2d_108 (Conv2D) (None, 17, 17, 192) 215040 activation_107[0][0]
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 17, 17, 192) 576 conv2d_105[0][0]
__________________________________________________________________________________________________
batch_normalization_108 (BatchN (None, 17, 17, 192) 576 conv2d_108[0][0]
__________________________________________________________________________________________________
activation_105 (Activation) (None, 17, 17, 192) 0 batch_normalization_105[0][0]
__________________________________________________________________________________________________
activation_108 (Activation) (None, 17, 17, 192) 0 batch_normalization_108[0][0]
__________________________________________________________________________________________________
block17_8_mixed (Concatenate) (None, 17, 17, 384) 0 activation_105[0][0]
activation_108[0][0]
__________________________________________________________________________________________________
block17_8_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_8_mixed[0][0]
__________________________________________________________________________________________________
block17_8 (Lambda) (None, 17, 17, 1088) 0 block17_7_ac[0][0]
block17_8_conv[0][0]
__________________________________________________________________________________________________
block17_8_ac (Activation) (None, 17, 17, 1088) 0 block17_8[0][0]
__________________________________________________________________________________________________
conv2d_110 (Conv2D) (None, 17, 17, 128) 139264 block17_8_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_110 (BatchN (None, 17, 17, 128) 384 conv2d_110[0][0]
__________________________________________________________________________________________________
activation_110 (Activation) (None, 17, 17, 128) 0 batch_normalization_110[0][0]
__________________________________________________________________________________________________
conv2d_111 (Conv2D) (None, 17, 17, 160) 143360 activation_110[0][0]
__________________________________________________________________________________________________
batch_normalization_111 (BatchN (None, 17, 17, 160) 480 conv2d_111[0][0]
__________________________________________________________________________________________________
activation_111 (Activation) (None, 17, 17, 160) 0 batch_normalization_111[0][0]
__________________________________________________________________________________________________
conv2d_109 (Conv2D) (None, 17, 17, 192) 208896 block17_8_ac[0][0]
__________________________________________________________________________________________________
conv2d_112 (Conv2D) (None, 17, 17, 192) 215040 activation_111[0][0]
__________________________________________________________________________________________________
batch_normalization_109 (BatchN (None, 17, 17, 192) 576 conv2d_109[0][0]
__________________________________________________________________________________________________
batch_normalization_112 (BatchN (None, 17, 17, 192) 576 conv2d_112[0][0]
__________________________________________________________________________________________________
activation_109 (Activation) (None, 17, 17, 192) 0 batch_normalization_109[0][0]
__________________________________________________________________________________________________
activation_112 (Activation) (None, 17, 17, 192) 0 batch_normalization_112[0][0]
__________________________________________________________________________________________________
block17_9_mixed (Concatenate) (None, 17, 17, 384) 0 activation_109[0][0]
activation_112[0][0]
__________________________________________________________________________________________________
block17_9_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_9_mixed[0][0]
__________________________________________________________________________________________________
block17_9 (Lambda) (None, 17, 17, 1088) 0 block17_8_ac[0][0]
block17_9_conv[0][0]
__________________________________________________________________________________________________
block17_9_ac (Activation) (None, 17, 17, 1088) 0 block17_9[0][0]
__________________________________________________________________________________________________
conv2d_114 (Conv2D) (None, 17, 17, 128) 139264 block17_9_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_114 (BatchN (None, 17, 17, 128) 384 conv2d_114[0][0]
__________________________________________________________________________________________________
activation_114 (Activation) (None, 17, 17, 128) 0 batch_normalization_114[0][0]
______________________________________________________________________________________
conv2d_115 (Conv2D) (None, 17, 17, 160) 143360 activation_114[0][0]
__________________________________________________________________________________________________
batch_normalization_115 (BatchN (None, 17, 17, 160) 480 conv2d_115[0][0]
__________________________________________________________________________________________________
activation_115 (Activation) (None, 17, 17, 160) 0 batch_normalization_115[0][0]
__________________________________________________________________________________________________
conv2d_113 (Conv2D) (None, 17, 17, 192) 208896 block17_9_ac[0][0]
__________________________________________________________________________________________________
conv2d_116 (Conv2D) (None, 17, 17, 192) 215040 activation_115[0][0]
__________________________________________________________________________________________________
batch_normalization_113 (BatchN (None, 17, 17, 192) 576 conv2d_113[0][0]
__________________________________________________________________________________________________
batch_normalization_116 (BatchN (None, 17, 17, 192) 576 conv2d_116[0][0]
__________________________________________________________________________________________________
activation_113 (Activation) (None, 17, 17, 192) 0 batch_normalization_113[0][0]
__________________________________________________________________________________________________
activation_116 (Activation) (None, 17, 17, 192) 0 batch_normalization_116[0][0]
__________________________________________________________________________________________________
block17_10_mixed (Concatenate) (None, 17, 17, 384) 0 activation_113[0][0]
activation_116[0][0]
__________________________________________________________________________________________________
block17_10_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_10_mixed[0][0]
__________________________________________________________________________________________________
block17_10 (Lambda) (None, 17, 17, 1088) 0 block17_9_ac[0][0]
block17_10_conv[0][0]
__________________________________________________________________________________________________
block17_10_ac (Activation) (None, 17, 17, 1088) 0 block17_10[0][0]
__________________________________________________________________________________________________
conv2d_118 (Conv2D) (None, 17, 17, 128) 139264 block17_10_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_118 (BatchN (None, 17, 17, 128) 384 conv2d_118[0][0]
__________________________________________________________________________________________________
activation_118 (Activation) (None, 17, 17, 128) 0 batch_normalization_118[0][0]
__________________________________________________________________________________________________
conv2d_119 (Conv2D) (None, 17, 17, 160) 143360 activation_118[0][0]
__________________________________________________________________________________________________
batch_normalization_119 (BatchN (None, 17, 17, 160) 480 conv2d_119[0][0]
__________________________________________________________________________________________________
activation_119 (Activation) (None, 17, 17, 160) 0 batch_normalization_119[0][0]
__________________________________________________________________________________________________
conv2d_117 (Conv2D) (None, 17, 17, 192) 208896 block17_10_ac[0][0]
__________________________________________________________________________________________________
conv2d_120 (Conv2D) (None, 17, 17, 192) 215040 activation_119[0][0]
__________________________________________________________________________________________________
batch_normalization_117 (BatchN (None, 17, 17, 192) 576 conv2d_117[0][0]
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 17, 17, 192) 576 conv2d_120[0][0]
__________________________________________________________________________________________________
activation_117 (Activation) (None, 17, 17, 192) 0 batch_normalization_117[0][0]
__________________________________________________________________________________________________
activation_120 (Activation) (None, 17, 17, 192) 0 batch_normalization_120[0][0]
__________________________________________________________________________________________________
block17_11_mixed (Concatenate) (None, 17, 17, 384) 0 activation_117[0][0]
activation_120[0][0]
__________________________________________________________________________________________________
block17_11_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_11_mixed[0][0]
__________________________________________________________________________________________________
block17_11 (Lambda) (None, 17, 17, 1088) 0 block17_10_ac[0][0]
block17_11_conv[0][0]
__________________________________________________________________________________________________
block17_11_ac (Activation) (None, 17, 17, 1088) 0 block17_11[0][0]
__________________________________________________________________________________________________
conv2d_122 (Conv2D) (None, 17, 17, 128) 139264 block17_11_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 17, 17, 128) 384 conv2d_122[0][0]
__________________________________________________________________________________________________
activation_122 (Activation) (None, 17, 17, 128) 0 batch_normalization_122[0][0]
__________________________________________________________________________________________________
conv2d_123 (Conv2D) (None, 17, 17, 160) 143360 activation_122[0][0]
__________________________________________________________________________________________________
batch_normalization_123 (BatchN (None, 17, 17, 160) 480 conv2d_123[0][0]
__________________________________________________________________________________________________
activation_123 (Activation) (None, 17, 17, 160) 0 batch_normalization_123[0][0]
__________________________________________________________________________________________________
conv2d_121 (Conv2D) (None, 17, 17, 192) 208896 block17_11_ac[0][0]
__________________________________________________________________________________________________
conv2d_124 (Conv2D) (None, 17, 17, 192) 215040 activation_123[0][0]
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 17, 17, 192) 576 conv2d_121[0][0]
__________________________________________________________________________________________________
batch_normalization_124 (BatchN (None, 17, 17, 192) 576 conv2d_124[0][0]
__________________________________________________________________________________________________
activation_121 (Activation) (None, 17, 17, 192) 0 batch_normalization_121[0][0]
__________________________________________________________________________________________________
activation_124 (Activation) (None, 17, 17, 192) 0 batch_normalization_124[0][0]
__________________________________________________________________________________________________
block17_12_mixed (Concatenate) (None, 17, 17, 384) 0 activation_121[0][0]
activation_124[0][0]
__________________________________________________________________________________________________
block17_12_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_12_mixed[0][0]
__________________________________________________________________________________________________
block17_12 (Lambda) (None, 17, 17, 1088) 0 block17_11_ac[0][0]
block17_12_conv[0][0]
__________________________________________________________________________________________________
block17_12_ac (Activation) (None, 17, 17, 1088) 0 block17_12[0][0]
__________________________________________________________________________________________________
conv2d_126 (Conv2D) (None, 17, 17, 128) 139264 block17_12_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_126 (BatchN (None, 17, 17, 128) 384 conv2d_126[0][0]
__________________________________________________________________________________________________
activation_126 (Activation) (None, 17, 17, 128) 0 batch_normalization_126[0][0]
__________________________________________________________________________________________________
conv2d_127 (Conv2D) (None, 17, 17, 160) 143360 activation_126[0][0]
__________________________________________________________________________________________________
batch_normalization_127 (BatchN (None, 17, 17, 160) 480 conv2d_127[0][0]
__________________________________________________________________________________________________
activation_127 (Activation) (None, 17, 17, 160) 0 batch_normalization_127[0][0]
__________________________________________________________________________________________________
conv2d_125 (Conv2D) (None, 17, 17, 192) 208896 block17_12_ac[0][0]
__________________________________________________________________________________________________
conv2d_128 (Conv2D) (None, 17, 17, 192) 215040 activation_127[0][0]
__________________________________________________________________________________________________
batch_normalization_125 (BatchN (None, 17, 17, 192) 576 conv2d_125[0][0]
__________________________________________________________________________________________________
batch_normalization_128 (BatchN (None, 17, 17, 192) 576 conv2d_128[0][0]
__________________________________________________________________________________________________
activation_125 (Activation) (None, 17, 17, 192) 0 batch_normalization_125[0][0]
__________________________________________________________________________________________________
activation_128 (Activation) (None, 17, 17, 192) 0 batch_normalization_128[0][0]
__________________________________________________________________________________________________
block17_13_mixed (Concatenate) (None, 17, 17, 384) 0 activation_125[0][0]
activation_128[0][0]
__________________________________________________________________________________________________
block17_13_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_13_mixed[0][0]
__________________________________________________________________________________________________
block17_13 (Lambda) (None, 17, 17, 1088) 0 block17_12_ac[0][0]
block17_13_conv[0][0]
__________________________________________________________________________________________________
block17_13_ac (Activation) (None, 17, 17, 1088) 0 block17_13[0][0]
__________________________________________________________________________________________________
conv2d_130 (Conv2D) (None, 17, 17, 128) 139264 block17_13_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_130 (BatchN (None, 17, 17, 128) 384 conv2d_130[0][0]
__________________________________________________________________________________________________
activation_130 (Activation) (None, 17, 17, 128) 0 batch_normalization_130[0][0]
__________________________________________________________________________________________________
conv2d_131 (Conv2D) (None, 17, 17, 160) 143360 activation_130[0][0]
__________________________________________________________________________________________________
batch_normalization_131 (BatchN (None, 17, 17, 160) 480 conv2d_131[0][0]
__________________________________________________________________________________________________
activation_131 (Activation) (None, 17, 17, 160) 0 batch_normalization_131[0][0]
__________________________________________________________________________________________________
conv2d_129 (Conv2D) (None, 17, 17, 192) 208896 block17_13_ac[0][0]
__________________________________________________________________________________________________
conv2d_132 (Conv2D) (None, 17, 17, 192) 215040 activation_131[0][0]
__________________________________________________________________________________________________
batch_normalization_129 (BatchN (None, 17, 17, 192) 576 conv2d_129[0][0]
__________________________________________________________________________________________________
batch_normalization_132 (BatchN (None, 17, 17, 192) 576 conv2d_132[0][0]
__________________________________________________________________________________________________
activation_129 (Activation) (None, 17, 17, 192) 0 batch_normalization_129[0][0]
__________________________________________________________________________________________________
activation_132 (Activation) (None, 17, 17, 192) 0 batch_normalization_132[0][0]
__________________________________________________________________________________________________
block17_14_mixed (Concatenate) (None, 17, 17, 384) 0 activation_129[0][0]
activation_132[0][0]
__________________________________________________________________________________________________
block17_14_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_14_mixed[0][0]
__________________________________________________________________________________________________
block17_14 (Lambda) (None, 17, 17, 1088) 0 block17_13_ac[0][0]
block17_14_conv[0][0]
__________________________________________________________________________________________________
block17_14_ac (Activation) (None, 17, 17, 1088) 0 block17_14[0][0]
__________________________________________________________________________________________________
conv2d_134 (Conv2D) (None, 17, 17, 128) 139264 block17_14_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_134 (BatchN (None, 17, 17, 128) 384 conv2d_134[0][0]
__________________________________________________________________________________________________
activation_134 (Activation) (None, 17, 17, 128) 0 batch_normalization_134[0][0]
__________________________________________________________________________________________________
conv2d_135 (Conv2D) (None, 17, 17, 160) 143360 activation_134[0][0]
__________________________________________________________________________________________________
batch_normalization_135 (BatchN (None, 17, 17, 160) 480 conv2d_135[0][0]
__________________________________________________________________________________________________
activation_135 (Activation) (None, 17, 17, 160) 0 batch_normalization_135[0][0]
__________________________________________________________________________________________________
conv2d_133 (Conv2D) (None, 17, 17, 192) 208896 block17_14_ac[0][0]
__________________________________________________________________________________________________
conv2d_136 (Conv2D) (None, 17, 17, 192) 215040 activation_135[0][0]
__________________________________________________________________________________________________
batch_normalization_133 (BatchN (None, 17, 17, 192) 576 conv2d_133[0][0]
__________________________________________________________________________________________________
batch_normalization_136 (BatchN (None, 17, 17, 192) 576 conv2d_136[0][0]
__________________________________________________________________________________________________
activation_133 (Activation) (None, 17, 17, 192) 0 batch_normalization_133[0][0]
__________________________________________________________________________________________________
activation_136 (Activation) (None, 17, 17, 192) 0 batch_normalization_136[0][0]
__________________________________________________________________________________________________
block17_15_mixed (Concatenate) (None, 17, 17, 384) 0 activation_133[0][0]
activation_136[0][0]
__________________________________________________________________________________________________
block17_15_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_15_mixed[0][0]
__________________________________________________________________________________________________
block17_15 (Lambda) (None, 17, 17, 1088) 0 block17_14_ac[0][0]
block17_15_conv[0][0]
__________________________________________________________________________________________________
block17_15_ac (Activation) (None, 17, 17, 1088) 0 block17_15[0][0]
__________________________________________________________________________________________________
conv2d_138 (Conv2D) (None, 17, 17, 128) 139264 block17_15_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_138 (BatchN (None, 17, 17, 128) 384 conv2d_138[0][0]
__________________________________________________________________________________________________
activation_138 (Activation) (None, 17, 17, 128) 0 batch_normalization_138[0][0]
__________________________________________________________________________________________________
conv2d_139 (Conv2D) (None, 17, 17, 160) 143360 activation_138[0][0]
__________________________________________________________________________________________________
batch_normalization_139 (BatchN (None, 17, 17, 160) 480 conv2d_139[0][0]
__________________________________________________________________________________________________
activation_139 (Activation) (None, 17, 17, 160) 0 batch_normalization_139[0][0]
__________________________________________________________________________________________________
conv2d_137 (Conv2D) (None, 17, 17, 192) 208896 block17_15_ac[0][0]
__________________________________________________________________________________________________
conv2d_140 (Conv2D) (None, 17, 17, 192) 215040 activation_139[0][0]
__________________________________________________________________________________________________
batch_normalization_137 (BatchN (None, 17, 17, 192) 576 conv2d_137[0][0]
__________________________________________________________________________________________________
batch_normalization_140 (BatchN (None, 17, 17, 192) 576 conv2d_140[0][0]
__________________________________________________________________________________________________
activation_137 (Activation) (None, 17, 17, 192) 0 batch_normalization_137[0][0]
__________________________________________________________________________________________________
activation_140 (Activation) (None, 17, 17, 192) 0 batch_normalization_140[0][0]
__________________________________________________________________________________________________
block17_16_mixed (Concatenate) (None, 17, 17, 384) 0 activation_137[0][0]
activation_140[0][0]
__________________________________________________________________________________________________
block17_16_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_16_mixed[0][0]
__________________________________________________________________________________________________
block17_16 (Lambda) (None, 17, 17, 1088) 0 block17_15_ac[0][0]
block17_16_conv[0][0]
__________________________________________________________________________________________________
block17_16_ac (Activation) (None, 17, 17, 1088) 0 block17_16[0][0]
__________________________________________________________________________________________________
conv2d_142 (Conv2D) (None, 17, 17, 128) 139264 block17_16_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_142 (BatchN (None, 17, 17, 128) 384 conv2d_142[0][0]
__________________________________________________________________________________________________
activation_142 (Activation) (None, 17, 17, 128) 0 batch_normalization_142[0][0]
__________________________________________________________________________________________________
conv2d_143 (Conv2D) (None, 17, 17, 160) 143360 activation_142[0][0]
__________________________________________________________________________________________________
batch_normalization_143 (BatchN (None, 17, 17, 160) 480 conv2d_143[0][0]
__________________________________________________________________________________________________
activation_143 (Activation) (None, 17, 17, 160) 0 batch_normalization_143[0][0]
__________________________________________________________________________________________________
conv2d_141 (Conv2D) (None, 17, 17, 192) 208896 block17_16_ac[0][0]
__________________________________________________________________________________________________
conv2d_144 (Conv2D) (None, 17, 17, 192) 215040 activation_143[0][0]
__________________________________________________________________________________________________
batch_normalization_141 (BatchN (None, 17, 17, 192) 576 conv2d_141[0][0]
__________________________________________________________________________________________________
batch_normalization_144 (BatchN (None, 17, 17, 192) 576 conv2d_144[0][0]
__________________________________________________________________________________________________
activation_141 (Activation) (None, 17, 17, 192) 0 batch_normalization_141[0][0]
__________________________________________________________________________________________________
activation_144 (Activation) (None, 17, 17, 192) 0 batch_normalization_144[0][0]
__________________________________________________________________________________________________
block17_17_mixed (Concatenate) (None, 17, 17, 384) 0 activation_141[0][0]
activation_144[0][0]
__________________________________________________________________________________________________
block17_17_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_17_mixed[0][0]
__________________________________________________________________________________________________
block17_17 (Lambda) (None, 17, 17, 1088) 0 block17_16_ac[0][0]
block17_17_conv[0][0]
__________________________________________________________________________________________________
block17_17_ac (Activation) (None, 17, 17, 1088) 0 block17_17[0][0]
__________________________________________________________________________________________________
conv2d_146 (Conv2D) (None, 17, 17, 128) 139264 block17_17_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_146 (BatchN (None, 17, 17, 128) 384 conv2d_146[0][0]
__________________________________________________________________________________________________
activation_146 (Activation) (None, 17, 17, 128) 0 batch_normalization_146[0][0]
__________________________________________________________________________________________________
conv2d_147 (Conv2D) (None, 17, 17, 160) 143360 activation_146[0][0]
__________________________________________________________________________________________________
batch_normalization_147 (BatchN (None, 17, 17, 160) 480 conv2d_147[0][0]
__________________________________________________________________________________________________
activation_147 (Activation) (None, 17, 17, 160) 0 batch_normalization_147[0][0]
__________________________________________________________________________________________________
conv2d_145 (Conv2D) (None, 17, 17, 192) 208896 block17_17_ac[0][0]
__________________________________________________________________________________________________
conv2d_148 (Conv2D) (None, 17, 17, 192) 215040 activation_147[0][0]
__________________________________________________________________________________________________
batch_normalization_145 (BatchN (None, 17, 17, 192) 576 conv2d_145[0][0]
__________________________________________________________________________________________________
batch_normalization_148 (BatchN (None, 17, 17, 192) 576 conv2d_148[0][0]
__________________________________________________________________________________________________
activation_145 (Activation) (None, 17, 17, 192) 0 batch_normalization_145[0][0]
__________________________________________________________________________________________________
activation_148 (Activation) (None, 17, 17, 192) 0 batch_normalization_148[0][0]
__________________________________________________________________________________________________
block17_18_mixed (Concatenate) (None, 17, 17, 384) 0 activation_145[0][0]
activation_148[0][0]
__________________________________________________________________________________________________
block17_18_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_18_mixed[0][0]
__________________________________________________________________________________________________
block17_18 (Lambda) (None, 17, 17, 1088) 0 block17_17_ac[0][0]
block17_18_conv[0][0]
__________________________________________________________________________________________________
block17_18_ac (Activation) (None, 17, 17, 1088) 0 block17_18[0][0]
__________________________________________________________________________________________________
conv2d_150 (Conv2D) (None, 17, 17, 128) 139264 block17_18_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_150 (BatchN (None, 17, 17, 128) 384 conv2d_150[0][0]
__________________________________________________________________________________________________
activation_150 (Activation) (None, 17, 17, 128) 0 batch_normalization_150[0][0]
__________________________________________________________________________________________________
conv2d_151 (Conv2D) (None, 17, 17, 160) 143360 activation_150[0][0]
__________________________________________________________________________________________________
batch_normalization_151 (BatchN (None, 17, 17, 160) 480 conv2d_151[0][0]
__________________________________________________________________________________________________
activation_151 (Activation) (None, 17, 17, 160) 0 batch_normalization_151[0][0]
__________________________________________________________________________________________________
conv2d_149 (Conv2D) (None, 17, 17, 192) 208896 block17_18_ac[0][0]
__________________________________________________________________________________________________
conv2d_152 (Conv2D) (None, 17, 17, 192) 215040 activation_151[0][0]
__________________________________________________________________________________________________
batch_normalization_149 (BatchN (None, 17, 17, 192) 576 conv2d_149[0][0]
__________________________________________________________________________________________________
batch_normalization_152 (BatchN (None, 17, 17, 192) 576 conv2d_152[0][0]
__________________________________________________________________________________________________
activation_149 (Activation) (None, 17, 17, 192) 0 batch_normalization_149[0][0]
__________________________________________________________________________________________________
activation_152 (Activation) (None, 17, 17, 192) 0 batch_normalization_152[0][0]
__________________________________________________________________________________________________
block17_19_mixed (Concatenate) (None, 17, 17, 384) 0 activation_149[0][0]
activation_152[0][0]
__________________________________________________________________________________________________
block17_19_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_19_mixed[0][0]
__________________________________________________________________________________________________
block17_19 (Lambda) (None, 17, 17, 1088) 0 block17_18_ac[0][0]
block17_19_conv[0][0]
__________________________________________________________________________________________________
block17_19_ac (Activation) (None, 17, 17, 1088) 0 block17_19[0][0]
__________________________________________________________________________________________________
conv2d_154 (Conv2D) (None, 17, 17, 128) 139264 block17_19_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_154 (BatchN (None, 17, 17, 128) 384 conv2d_154[0][0]
__________________________________________________________________________________________________
activation_154 (Activation) (None, 17, 17, 128) 0 batch_normalization_154[0][0]
__________________________________________________________________________________________________
conv2d_155 (Conv2D) (None, 17, 17, 160) 143360 activation_154[0][0]
__________________________________________________________________________________________________
batch_normalization_155 (BatchN (None, 17, 17, 160) 480 conv2d_155[0][0]
__________________________________________________________________________________________________
activation_155 (Activation) (None, 17, 17, 160) 0 batch_normalization_155[0][0]
__________________________________________________________________________________________________
conv2d_153 (Conv2D) (None, 17, 17, 192) 208896 block17_19_ac[0][0]
__________________________________________________________________________________________________
conv2d_156 (Conv2D) (None, 17, 17, 192) 215040 activation_155[0][0]
__________________________________________________________________________________________________
batch_normalization_153 (BatchN (None, 17, 17, 192) 576 conv2d_153[0][0]
__________________________________________________________________________________________________
batch_normalization_156 (BatchN (None, 17, 17, 192) 576 conv2d_156[0][0]
__________________________________________________________________________________________________
activation_153 (Activation) (None, 17, 17, 192) 0 batch_normalization_153[0][0]
__________________________________________________________________________________________________
activation_156 (Activation) (None, 17, 17, 192) 0 batch_normalization_156[0][0]
__________________________________________________________________________________________________
block17_20_mixed (Concatenate) (None, 17, 17, 384) 0 activation_153[0][0]
activation_156[0][0]
__________________________________________________________________________________________________
block17_20_conv (Conv2D) (None, 17, 17, 1088) 418880 block17_20_mixed[0][0]
__________________________________________________________________________________________________
block17_20 (Lambda) (None, 17, 17, 1088) 0 block17_19_ac[0][0]
block17_20_conv[0][0]
__________________________________________________________________________________________________
block17_20_ac (Activation) (None, 17, 17, 1088) 0 block17_20[0][0]
__________________________________________________________________________________________________
conv2d_161 (Conv2D) (None, 17, 17, 256) 278528 block17_20_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_161 (BatchN (None, 17, 17, 256) 768 conv2d_161[0][0]
__________________________________________________________________________________________________
activation_161 (Activation) (None, 17, 17, 256) 0 batch_normalization_161[0][0]
__________________________________________________________________________________________________
conv2d_157 (Conv2D) (None, 17, 17, 256) 278528 block17_20_ac[0][0]
__________________________________________________________________________________________________
conv2d_159 (Conv2D) (None, 17, 17, 256) 278528 block17_20_ac[0][0]
__________________________________________________________________________________________________
conv2d_162 (Conv2D) (None, 17, 17, 288) 663552 activation_161[0][0]
__________________________________________________________________________________________________
batch_normalization_157 (BatchN (None, 17, 17, 256) 768 conv2d_157[0][0]
__________________________________________________________________________________________________
batch_normalization_159 (BatchN (None, 17, 17, 256) 768 conv2d_159[0][0]
__________________________________________________________________________________________________
batch_normalization_162 (BatchN (None, 17, 17, 288) 864 conv2d_162[0][0]
__________________________________________________________________________________________________
activation_157 (Activation) (None, 17, 17, 256) 0 batch_normalization_157[0][0]
__________________________________________________________________________________________________
activation_159 (Activation) (None, 17, 17, 256) 0 batch_normalization_159[0][0]
__________________________________________________________________________________________________
activation_162 (Activation) (None, 17, 17, 288) 0 batch_normalization_162[0][0]
__________________________________________________________________________________________________
conv2d_158 (Conv2D) (None, 8, 8, 384) 884736 activation_157[0][0]
__________________________________________________________________________________________________
conv2d_160 (Conv2D) (None, 8, 8, 288) 663552 activation_159[0][0]
__________________________________________________________________________________________________
conv2d_163 (Conv2D) (None, 8, 8, 320) 829440 activation_162[0][0]
__________________________________________________________________________________________________
batch_normalization_158 (BatchN (None, 8, 8, 384) 1152 conv2d_158[0][0]
__________________________________________________________________________________________________
batch_normalization_160 (BatchN (None, 8, 8, 288) 864 conv2d_160[0][0]
__________________________________________________________________________________________________
batch_normalization_163 (BatchN (None, 8, 8, 320) 960 conv2d_163[0][0]
__________________________________________________________________________________________________
activation_158 (Activation) (None, 8, 8, 384) 0 batch_normalization_158[0][0]
__________________________________________________________________________________________________
activation_160 (Activation) (None, 8, 8, 288) 0 batch_normalization_160[0][0]
__________________________________________________________________________________________________
activation_163 (Activation) (None, 8, 8, 320) 0 batch_normalization_163[0][0]
__________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D) (None, 8, 8, 1088) 0 block17_20_ac[0][0]
__________________________________________________________________________________________________
mixed_7a (Concatenate) (None, 8, 8, 2080) 0 activation_158[0][0]
activation_160[0][0]
activation_163[0][0]
max_pooling2d_4[0][0]
__________________________________________________________________________________________________
conv2d_165 (Conv2D) (None, 8, 8, 192) 399360 mixed_7a[0][0]
__________________________________________________________________________________________________
batch_normalization_165 (BatchN (None, 8, 8, 192) 576 conv2d_165[0][0]
__________________________________________________________________________________________________
activation_165 (Activation) (None, 8, 8, 192) 0 batch_normalization_165[0][0]
__________________________________________________________________________________________________
conv2d_166 (Conv2D) (None, 8, 8, 224) 129024 activation_165[0][0]
__________________________________________________________________________________________________
batch_normalization_166 (BatchN (None, 8, 8, 224) 672 conv2d_166[0][0]
__________________________________________________________________________________________________
activation_166 (Activation) (None, 8, 8, 224) 0 batch_normalization_166[0][0]
__________________________________________________________________________________________________
conv2d_164 (Conv2D) (None, 8, 8, 192) 399360 mixed_7a[0][0]
__________________________________________________________________________________________________
conv2d_167 (Conv2D) (None, 8, 8, 256) 172032 activation_166[0][0]
__________________________________________________________________________________________________
batch_normalization_164 (BatchN (None, 8, 8, 192) 576 conv2d_164[0][0]
__________________________________________________________________________________________________
batch_normalization_167 (BatchN (None, 8, 8, 256) 768 conv2d_167[0][0]
__________________________________________________________________________________________________
activation_164 (Activation) (None, 8, 8, 192) 0 batch_normalization_164[0][0]
__________________________________________________________________________________________________
activation_167 (Activation) (None, 8, 8, 256) 0 batch_normalization_167[0][0]
__________________________________________________________________________________________________
block8_1_mixed (Concatenate) (None, 8, 8, 448) 0 activation_164[0][0]
activation_167[0][0]
__________________________________________________________________________________________________
block8_1_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_1_mixed[0][0]
__________________________________________________________________________________________________
block8_1 (Lambda) (None, 8, 8, 2080) 0 mixed_7a[0][0]
block8_1_conv[0][0]
__________________________________________________________________________________________________
block8_1_ac (Activation) (None, 8, 8, 2080) 0 block8_1[0][0]
__________________________________________________________________________________________________
conv2d_169 (Conv2D) (None, 8, 8, 192) 399360 block8_1_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_169 (BatchN (None, 8, 8, 192) 576 conv2d_169[0][0]
__________________________________________________________________________________________________
activation_169 (Activation) (None, 8, 8, 192) 0 batch_normalization_169[0][0]
__________________________________________________________________________________________________
conv2d_170 (Conv2D) (None, 8, 8, 224) 129024 activation_169[0][0]
__________________________________________________________________________________________________
batch_normalization_170 (BatchN (None, 8, 8, 224) 672 conv2d_170[0][0]
__________________________________________________________________________________________________
activation_170 (Activation) (None, 8, 8, 224) 0 batch_normalization_170[0][0]
__________________________________________________________________________________________________
conv2d_168 (Conv2D) (None, 8, 8, 192) 399360 block8_1_ac[0][0]
__________________________________________________________________________________________________
conv2d_171 (Conv2D) (None, 8, 8, 256) 172032 activation_170[0][0]
__________________________________________________________________________________________________
batch_normalization_168 (BatchN (None, 8, 8, 192) 576 conv2d_168[0][0]
__________________________________________________________________________________________________
batch_normalization_171 (BatchN (None, 8, 8, 256) 768 conv2d_171[0][0]
__________________________________________________________________________________________________
activation_168 (Activation) (None, 8, 8, 192) 0 batch_normalization_168[0][0]
__________________________________________________________________________________________________
activation_171 (Activation) (None, 8, 8, 256) 0 batch_normalization_171[0][0]
__________________________________________________________________________________________________
block8_2_mixed (Concatenate) (None, 8, 8, 448) 0 activation_168[0][0]
activation_171[0][0]
__________________________________________________________________________________________________
block8_2_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_2_mixed[0][0]
__________________________________________________________________________________________________
block8_2 (Lambda) (None, 8, 8, 2080) 0 block8_1_ac[0][0]
block8_2_conv[0][0]
__________________________________________________________________________________________________
block8_2_ac (Activation) (None, 8, 8, 2080) 0 block8_2[0][0]
__________________________________________________________________________________________________
conv2d_173 (Conv2D) (None, 8, 8, 192) 399360 block8_2_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_173 (BatchN (None, 8, 8, 192) 576 conv2d_173[0][0]
__________________________________________________________________________________________________
activation_173 (Activation) (None, 8, 8, 192) 0 batch_normalization_173[0][0]
__________________________________________________________________________________________________
conv2d_174 (Conv2D) (None, 8, 8, 224) 129024 activation_173[0][0]
__________________________________________________________________________________________________
batch_normalization_174 (BatchN (None, 8, 8, 224) 672 conv2d_174[0][0]
__________________________________________________________________________________________________
activation_174 (Activation) (None, 8, 8, 224) 0 batch_normalization_174[0][0]
__________________________________________________________________________________________________
conv2d_172 (Conv2D) (None, 8, 8, 192) 399360 block8_2_ac[0][0]
__________________________________________________________________________________________________
conv2d_175 (Conv2D) (None, 8, 8, 256) 172032 activation_174[0][0]
__________________________________________________________________________________________________
batch_normalization_172 (BatchN (None, 8, 8, 192) 576 conv2d_172[0][0]
__________________________________________________________________________________________________
batch_normalization_175 (BatchN (None, 8, 8, 256) 768 conv2d_175[0][0]
__________________________________________________________________________________________________
activation_172 (Activation) (None, 8, 8, 192) 0 batch_normalization_172[0][0]
__________________________________________________________________________________________________
activation_175 (Activation) (None, 8, 8, 256) 0 batch_normalization_175[0][0]
__________________________________________________________________________________________________
block8_3_mixed (Concatenate) (None, 8, 8, 448) 0 activation_172[0][0]
activation_175[0][0]
__________________________________________________________________________________________________
block8_3_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_3_mixed[0][0]
__________________________________________________________________________________________________
block8_3 (Lambda) (None, 8, 8, 2080) 0 block8_2_ac[0][0]
block8_3_conv[0][0]
__________________________________________________________________________________________________
block8_3_ac (Activation) (None, 8, 8, 2080) 0 block8_3[0][0]
__________________________________________________________________________________________________
conv2d_177 (Conv2D) (None, 8, 8, 192) 399360 block8_3_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_177 (BatchN (None, 8, 8, 192) 576 conv2d_177[0][0]
__________________________________________________________________________________________________
activation_177 (Activation) (None, 8, 8, 192) 0 batch_normalization_177[0][0]
__________________________________________________________________________________________________
conv2d_178 (Conv2D) (None, 8, 8, 224) 129024 activation_177[0][0]
__________________________________________________________________________________________________
batch_normalization_178 (BatchN (None, 8, 8, 224) 672 conv2d_178[0][0]
__________________________________________________________________________________________________
activation_178 (Activation) (None, 8, 8, 224) 0 batch_normalization_178[0][0]
__________________________________________________________________________________________________
conv2d_176 (Conv2D) (None, 8, 8, 192) 399360 block8_3_ac[0][0]
__________________________________________________________________________________________________
conv2d_179 (Conv2D) (None, 8, 8, 256) 172032 activation_178[0][0]
__________________________________________________________________________________________________
batch_normalization_176 (BatchN (None, 8, 8, 192) 576 conv2d_176[0][0]
__________________________________________________________________________________________________
batch_normalization_179 (BatchN (None, 8, 8, 256) 768 conv2d_179[0][0]
__________________________________________________________________________________________________
activation_176 (Activation) (None, 8, 8, 192) 0 batch_normalization_176[0][0]
__________________________________________________________________________________________________
activation_179 (Activation) (None, 8, 8, 256) 0 batch_normalization_179[0][0]
__________________________________________________________________________________________________
block8_4_mixed (Concatenate) (None, 8, 8, 448) 0 activation_176[0][0]
activation_179[0][0]
__________________________________________________________________________________________________
block8_4_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_4_mixed[0][0]
__________________________________________________________________________________________________
block8_4 (Lambda) (None, 8, 8, 2080) 0 block8_3_ac[0][0]
block8_4_conv[0][0]
__________________________________________________________________________________________________
block8_4_ac (Activation) (None, 8, 8, 2080) 0 block8_4[0][0]
__________________________________________________________________________________________________
conv2d_181 (Conv2D) (None, 8, 8, 192) 399360 block8_4_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_181 (BatchN (None, 8, 8, 192) 576 conv2d_181[0][0]
__________________________________________________________________________________________________
activation_181 (Activation) (None, 8, 8, 192) 0 batch_normalization_181[0][0]
__________________________________________________________________________________________________
conv2d_182 (Conv2D) (None, 8, 8, 224) 129024 activation_181[0][0]
__________________________________________________________________________________________________
batch_normalization_182 (BatchN (None, 8, 8, 224) 672 conv2d_182[0][0]
__________________________________________________________________________________________________
activation_182 (Activation) (None, 8, 8, 224) 0 batch_normalization_182[0][0]
__________________________________________________________________________________________________
conv2d_180 (Conv2D) (None, 8, 8, 192) 399360 block8_4_ac[0][0]
__________________________________________________________________________________________________
conv2d_183 (Conv2D) (None, 8, 8, 256) 172032 activation_182[0][0]
__________________________________________________________________________________________________
batch_normalization_180 (BatchN (None, 8, 8, 192) 576 conv2d_180[0][0]
__________________________________________________________________________________________________
batch_normalization_183 (BatchN (None, 8, 8, 256) 768 conv2d_183[0][0]
__________________________________________________________________________________________________
activation_180 (Activation) (None, 8, 8, 192) 0 batch_normalization_180[0][0]
__________________________________________________________________________________________________
activation_183 (Activation) (None, 8, 8, 256) 0 batch_normalization_183[0][0]
__________________________________________________________________________________________________
block8_5_mixed (Concatenate) (None, 8, 8, 448) 0 activation_180[0][0]
activation_183[0][0]
__________________________________________________________________________________________________
block8_5_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_5_mixed[0][0]
__________________________________________________________________________________________________
block8_5 (Lambda) (None, 8, 8, 2080) 0 block8_4_ac[0][0]
block8_5_conv[0][0]
__________________________________________________________________________________________________
block8_5_ac (Activation) (None, 8, 8, 2080) 0 block8_5[0][0]
__________________________________________________________________________________________________
conv2d_185 (Conv2D) (None, 8, 8, 192) 399360 block8_5_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_185 (BatchN (None, 8, 8, 192) 576 conv2d_185[0][0]
__________________________________________________________________________________________________
activation_185 (Activation) (None, 8, 8, 192) 0 batch_normalization_185[0][0]
__________________________________________________________________________________________________
conv2d_186 (Conv2D) (None, 8, 8, 224) 129024 activation_185[0][0]
__________________________________________________________________________________________________
batch_normalization_186 (BatchN (None, 8, 8, 224) 672 conv2d_186[0][0]
__________________________________________________________________________________________________
activation_186 (Activation) (None, 8, 8, 224) 0 batch_normalization_186[0][0]
__________________________________________________________________________________________________
conv2d_184 (Conv2D) (None, 8, 8, 192) 399360 block8_5_ac[0][0]
__________________________________________________________________________________________________
conv2d_187 (Conv2D) (None, 8, 8, 256) 172032 activation_186[0][0]
__________________________________________________________________________________________________
batch_normalization_184 (BatchN (None, 8, 8, 192) 576 conv2d_184[0][0]
__________________________________________________________________________________________________
batch_normalization_187 (BatchN (None, 8, 8, 256) 768 conv2d_187[0][0]
__________________________________________________________________________________________________
activation_184 (Activation) (None, 8, 8, 192) 0 batch_normalization_184[0][0]
__________________________________________________________________________________________________
activation_187 (Activation) (None, 8, 8, 256) 0 batch_normalization_187[0][0]
__________________________________________________________________________________________________
block8_6_mixed (Concatenate) (None, 8, 8, 448) 0 activation_184[0][0]
activation_187[0][0]
__________________________________________________________________________________________________
block8_6_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_6_mixed[0][0]
__________________________________________________________________________________________________
block8_6 (Lambda) (None, 8, 8, 2080) 0 block8_5_ac[0][0]
block8_6_conv[0][0]
__________________________________________________________________________________________________
block8_6_ac (Activation) (None, 8, 8, 2080) 0 block8_6[0][0]
__________________________________________________________________________________________________
conv2d_189 (Conv2D) (None, 8, 8, 192) 399360 block8_6_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_189 (BatchN (None, 8, 8, 192) 576 conv2d_189[0][0]
__________________________________________________________________________________________________
activation_189 (Activation) (None, 8, 8, 192) 0 batch_normalization_189[0][0]
__________________________________________________________________________________________________
conv2d_190 (Conv2D) (None, 8, 8, 224) 129024 activation_189[0][0]
__________________________________________________________________________________________________
batch_normalization_190 (BatchN (None, 8, 8, 224) 672 conv2d_190[0][0]
__________________________________________________________________________________________________
activation_190 (Activation) (None, 8, 8, 224) 0 batch_normalization_190[0][0]
__________________________________________________________________________________________________
conv2d_188 (Conv2D) (None, 8, 8, 192) 399360 block8_6_ac[0][0]
__________________________________________________________________________________________________
conv2d_191 (Conv2D) (None, 8, 8, 256) 172032 activation_190[0][0]
__________________________________________________________________________________________________
batch_normalization_188 (BatchN (None, 8, 8, 192) 576 conv2d_188[0][0]
__________________________________________________________________________________________________
batch_normalization_191 (BatchN (None, 8, 8, 256) 768 conv2d_191[0][0]
__________________________________________________________________________________________________
activation_188 (Activation) (None, 8, 8, 192) 0 batch_normalization_188[0][0]
__________________________________________________________________________________________________
activation_191 (Activation) (None, 8, 8, 256) 0 batch_normalization_191[0][0]
__________________________________________________________________________________________________
block8_7_mixed (Concatenate) (None, 8, 8, 448) 0 activation_188[0][0]
activation_191[0][0]
__________________________________________________________________________________________________
block8_7_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_7_mixed[0][0]
__________________________________________________________________________________________________
block8_7 (Lambda) (None, 8, 8, 2080) 0 block8_6_ac[0][0]
block8_7_conv[0][0]
__________________________________________________________________________________________________
block8_7_ac (Activation) (None, 8, 8, 2080) 0 block8_7[0][0]
__________________________________________________________________________________________________
conv2d_193 (Conv2D) (None, 8, 8, 192) 399360 block8_7_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_193 (BatchN (None, 8, 8, 192) 576 conv2d_193[0][0]
__________________________________________________________________________________________________
activation_193 (Activation) (None, 8, 8, 192) 0 batch_normalization_193[0][0]
__________________________________________________________________________________________________
conv2d_194 (Conv2D) (None, 8, 8, 224) 129024 activation_193[0][0]
__________________________________________________________________________________________________
batch_normalization_194 (BatchN (None, 8, 8, 224) 672 conv2d_194[0][0]
__________________________________________________________________________________________________
activation_194 (Activation) (None, 8, 8, 224) 0 batch_normalization_194[0][0]
__________________________________________________________________________________________________
conv2d_192 (Conv2D) (None, 8, 8, 192) 399360 block8_7_ac[0][0]
__________________________________________________________________________________________________
conv2d_195 (Conv2D) (None, 8, 8, 256) 172032 activation_194[0][0]
__________________________________________________________________________________________________
batch_normalization_192 (BatchN (None, 8, 8, 192) 576 conv2d_192[0][0]
__________________________________________________________________________________________________
batch_normalization_195 (BatchN (None, 8, 8, 256) 768 conv2d_195[0][0]
__________________________________________________________________________________________________
activation_192 (Activation) (None, 8, 8, 192) 0 batch_normalization_192[0][0]
__________________________________________________________________________________________________
activation_195 (Activation) (None, 8, 8, 256) 0 batch_normalization_195[0][0]
__________________________________________________________________________________________________
block8_8_mixed (Concatenate) (None, 8, 8, 448) 0 activation_192[0][0]
activation_195[0][0]
__________________________________________________________________________________________________
block8_8_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_8_mixed[0][0]
__________________________________________________________________________________________________
block8_8 (Lambda) (None, 8, 8, 2080) 0 block8_7_ac[0][0]
block8_8_conv[0][0]
__________________________________________________________________________________________________
block8_8_ac (Activation) (None, 8, 8, 2080) 0 block8_8[0][0]
__________________________________________________________________________________________________
conv2d_197 (Conv2D) (None, 8, 8, 192) 399360 block8_8_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_197 (BatchN (None, 8, 8, 192) 576 conv2d_197[0][0]
__________________________________________________________________________________________________
activation_197 (Activation) (None, 8, 8, 192) 0 batch_normalization_197[0][0]
__________________________________________________________________________________________________
conv2d_198 (Conv2D) (None, 8, 8, 224) 129024 activation_197[0][0]
__________________________________________________________________________________________________
batch_normalization_198 (BatchN (None, 8, 8, 224) 672 conv2d_198[0][0]
__________________________________________________________________________________________________
activation_198 (Activation) (None, 8, 8, 224) 0 batch_normalization_198[0][0]
__________________________________________________________________________________________________
conv2d_196 (Conv2D) (None, 8, 8, 192) 399360 block8_8_ac[0][0]
__________________________________________________________________________________________________
conv2d_199 (Conv2D) (None, 8, 8, 256) 172032 activation_198[0][0]
__________________________________________________________________________________________________
batch_normalization_196 (BatchN (None, 8, 8, 192) 576 conv2d_196[0][0]
__________________________________________________________________________________________________
batch_normalization_199 (BatchN (None, 8, 8, 256) 768 conv2d_199[0][0]
__________________________________________________________________________________________________
activation_196 (Activation) (None, 8, 8, 192) 0 batch_normalization_196[0][0]
__________________________________________________________________________________________________
activation_199 (Activation) (None, 8, 8, 256) 0 batch_normalization_199[0][0]
__________________________________________________________________________________________________
block8_9_mixed (Concatenate) (None, 8, 8, 448) 0 activation_196[0][0]
activation_199[0][0]
__________________________________________________________________________________________________
block8_9_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_9_mixed[0][0]
__________________________________________________________________________________________________
block8_9 (Lambda) (None, 8, 8, 2080) 0 block8_8_ac[0][0]
block8_9_conv[0][0]
__________________________________________________________________________________________________
block8_9_ac (Activation) (None, 8, 8, 2080) 0 block8_9[0][0]
__________________________________________________________________________________________________
conv2d_201 (Conv2D) (None, 8, 8, 192) 399360 block8_9_ac[0][0]
__________________________________________________________________________________________________
batch_normalization_201 (BatchN (None, 8, 8, 192) 576 conv2d_201[0][0]
__________________________________________________________________________________________________
activation_201 (Activation) (None, 8, 8, 192) 0 batch_normalization_201[0][0]
__________________________________________________________________________________________________
conv2d_202 (Conv2D) (None, 8, 8, 224) 129024 activation_201[0][0]
__________________________________________________________________________________________________
batch_normalization_202 (BatchN (None, 8, 8, 224) 672 conv2d_202[0][0]
__________________________________________________________________________________________________
activation_202 (Activation) (None, 8, 8, 224) 0 batch_normalization_202[0][0]
__________________________________________________________________________________________________
conv2d_200 (Conv2D) (None, 8, 8, 192) 399360 block8_9_ac[0][0]
__________________________________________________________________________________________________
conv2d_203 (Conv2D) (None, 8, 8, 256) 172032 activation_202[0][0]
__________________________________________________________________________________________________
batch_normalization_200 (BatchN (None, 8, 8, 192) 576 conv2d_200[0][0]
__________________________________________________________________________________________________
batch_normalization_203 (BatchN (None, 8, 8, 256) 768 conv2d_203[0][0]
__________________________________________________________________________________________________
activation_200 (Activation) (None, 8, 8, 192) 0 batch_normalization_200[0][0]
__________________________________________________________________________________________________
activation_203 (Activation) (None, 8, 8, 256) 0 batch_normalization_203[0][0]
__________________________________________________________________________________________________
block8_10_mixed (Concatenate) (None, 8, 8, 448) 0 activation_200[0][0]
activation_203[0][0]
__________________________________________________________________________________________________
block8_10_conv (Conv2D) (None, 8, 8, 2080) 933920 block8_10_mixed[0][0]
__________________________________________________________________________________________________
block8_10 (Lambda) (None, 8, 8, 2080) 0 block8_9_ac[0][0]
block8_10_conv[0][0]
__________________________________________________________________________________________________
conv_7b (Conv2D) (None, 8, 8, 1536) 3194880 block8_10[0][0]
__________________________________________________________________________________________________
conv_7b_bn (BatchNormalization) (None, 8, 8, 1536) 4608 conv_7b[0][0]
__________________________________________________________________________________________________
conv_7b_ac (Activation) (None, 8, 8, 1536) 0 conv_7b_bn[0][0]
__________________________________________________________________________________________________
avg_pool (GlobalAveragePooling2 (None, 1536) 0 conv_7b_ac[0][0]
__________________________________________________________________________________________________
predictions (Dense) (None, 1000) 1537000 avg_pool[0][0]
==================================================================================================
Total params: 55,873,736
Trainable params: 55,813,192
Non-trainable params: 60,544
__________________________________________________________________________________________________
Process finished with exit code 0
‘’‘
