Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 28, 28, 1)] 0
__________________________________________________________________________________________________
zero_padding2d (ZeroPadding2D) (None, 32, 32, 1) 0 input_1[0][0]
__________________________________________________________________________________________________
conv2d (Conv2D) (None, 32, 32, 3) 6 zero_padding2d[0][0]
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 33, 33, 3) 0 conv2d[0][0]
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 16, 16, 32) 864 zero_padding2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 16, 16, 32) 128 conv2d_1[0][0]
__________________________________________________________________________________________________
activation (Activation) (None, 16, 16, 32) 0 batch_normalization[0][0]
__________________________________________________________________________________________________
depthwise_conv2d (DepthwiseConv (None, 16, 16, 32) 288 activation[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 16, 16, 32) 128 depthwise_conv2d[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 16, 16, 32) 0 batch_normalization_1[0][0]
__________________________________________________________________________________________________
global_average_pooling2d (Globa (None, 32) 0 activation_1[0][0]
__________________________________________________________________________________________________
reshape (Reshape) (None, 1, 1, 32) 0 global_average_pooling2d[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 1, 1, 8) 264 reshape[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 1, 1, 32) 288 conv2d_2[0][0]
__________________________________________________________________________________________________
multiply (Multiply) (None, 16, 16, 32) 0 activation_1[0][0]
conv2d_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 16, 16, 16) 512 multiply[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 16, 16, 16) 64 conv2d_4[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_1 (DepthwiseCo (None, 16, 16, 16) 144 batch_normalization_2[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 16, 16, 16) 64 depthwise_conv2d_1[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 16, 16, 16) 0 batch_normalization_3[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 16) 0 activation_2[0][0]
__________________________________________________________________________________________________
reshape_1 (Reshape) (None, 1, 1, 16) 0 global_average_pooling2d_1[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 1, 1, 4) 68 reshape_1[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 1, 1, 16) 80 conv2d_5[0][0]
__________________________________________________________________________________________________
multiply_1 (Multiply) (None, 16, 16, 16) 0 activation_2[0][0]
conv2d_6[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 16, 16, 16) 256 multiply_1[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 16, 16, 16) 64 conv2d_7[0][0]
__________________________________________________________________________________________________
dropout (Dropout) (None, 16, 16, 16) 0 batch_normalization_4[0][0]
__________________________________________________________________________________________________
add (Add) (None, 16, 16, 16) 0 dropout[0][0]
batch_normalization_2[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 16, 16, 96) 1536 add[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 16, 16, 96) 384 conv2d_8[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 16, 16, 96) 0 batch_normalization_5[0][0]
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 17, 17, 96) 0 activation_3[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_2 (DepthwiseCo (None, 8, 8, 96) 864 zero_padding2d_2[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 8, 8, 96) 384 depthwise_conv2d_2[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 8, 8, 96) 0 batch_normalization_6[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_2 (Glo (None, 96) 0 activation_4[0][0]
__________________________________________________________________________________________________
reshape_2 (Reshape) (None, 1, 1, 96) 0 global_average_pooling2d_2[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 1, 1, 4) 388 reshape_2[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 1, 1, 96) 480 conv2d_9[0][0]
__________________________________________________________________________________________________
multiply_2 (Multiply) (None, 8, 8, 96) 0 activation_4[0][0]
conv2d_10[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 8, 8, 24) 2304 multiply_2[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 8, 8, 24) 96 conv2d_11[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 8, 8, 144) 3456 batch_normalization_7[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 8, 8, 144) 576 conv2d_12[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 8, 8, 144) 0 batch_normalization_8[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_3 (DepthwiseCo (None, 8, 8, 144) 1296 activation_5[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 8, 8, 144) 576 depthwise_conv2d_3[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 8, 8, 144) 0 batch_normalization_9[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_3 (Glo (None, 144) 0 activation_6[0][0]
__________________________________________________________________________________________________
reshape_3 (Reshape) (None, 1, 1, 144) 0 global_average_pooling2d_3[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 1, 1, 6) 870 reshape_3[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 1, 1, 144) 1008 conv2d_13[0][0]
__________________________________________________________________________________________________
multiply_3 (Multiply) (None, 8, 8, 144) 0 activation_6[0][0]
conv2d_14[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 8, 8, 24) 3456 multiply_3[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 8, 8, 24) 96 conv2d_15[0][0]
__________________________________________________________________________________________________
dropout_1 (Dropout) (None, 8, 8, 24) 0 batch_normalization_10[0][0]
__________________________________________________________________________________________________
add_1 (Add) (None, 8, 8, 24) 0 dropout_1[0][0]
batch_normalization_7[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 8, 8, 144) 3456 add_1[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 8, 8, 144) 576 conv2d_16[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 8, 8, 144) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_4 (DepthwiseCo (None, 8, 8, 144) 1296 activation_7[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 8, 8, 144) 576 depthwise_conv2d_4[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 8, 8, 144) 0 batch_normalization_12[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_4 (Glo (None, 144) 0 activation_8[0][0]
__________________________________________________________________________________________________
reshape_4 (Reshape) (None, 1, 1, 144) 0 global_average_pooling2d_4[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 1, 1, 6) 870 reshape_4[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 1, 1, 144) 1008 conv2d_17[0][0]
__________________________________________________________________________________________________
multiply_4 (Multiply) (None, 8, 8, 144) 0 activation_8[0][0]
conv2d_18[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 8, 8, 24) 3456 multiply_4[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 8, 8, 24) 96 conv2d_19[0][0]
__________________________________________________________________________________________________
dropout_2 (Dropout) (None, 8, 8, 24) 0 batch_normalization_13[0][0]
__________________________________________________________________________________________________
add_2 (Add) (None, 8, 8, 24) 0 dropout_2[0][0]
add_1[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 8, 8, 144) 3456 add_2[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 8, 8, 144) 576 conv2d_20[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 8, 8, 144) 0 batch_normalization_14[0][0]
__________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D (None, 11, 11, 144) 0 activation_9[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_5 (DepthwiseCo (None, 4, 4, 144) 3600 zero_padding2d_3[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 4, 4, 144) 576 depthwise_conv2d_5[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 4, 4, 144) 0 batch_normalization_15[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_5 (Glo (None, 144) 0 activation_10[0][0]
__________________________________________________________________________________________________
reshape_5 (Reshape) (None, 1, 1, 144) 0 global_average_pooling2d_5[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 1, 1, 6) 870 reshape_5[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 1, 1, 144) 1008 conv2d_21[0][0]
__________________________________________________________________________________________________
multiply_5 (Multiply) (None, 4, 4, 144) 0 activation_10[0][0]
conv2d_22[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 4, 4, 48) 6912 multiply_5[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 4, 4, 48) 192 conv2d_23[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 4, 4, 288) 13824 batch_normalization_16[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 4, 4, 288) 1152 conv2d_24[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 4, 4, 288) 0 batch_normalization_17[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_6 (DepthwiseCo (None, 4, 4, 288) 7200 activation_11[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 4, 4, 288) 1152 depthwise_conv2d_6[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 4, 4, 288) 0 batch_normalization_18[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_6 (Glo (None, 288) 0 activation_12[0][0]
__________________________________________________________________________________________________
reshape_6 (Reshape) (None, 1, 1, 288) 0 global_average_pooling2d_6[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 1, 1, 12) 3468 reshape_6[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 1, 1, 288) 3744 conv2d_25[0][0]
__________________________________________________________________________________________________
multiply_6 (Multiply) (None, 4, 4, 288) 0 activation_12[0][0]
conv2d_26[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 4, 4, 48) 13824 multiply_6[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 4, 4, 48) 192 conv2d_27[0][0]
__________________________________________________________________________________________________
dropout_3 (Dropout) (None, 4, 4, 48) 0 batch_normalization_19[0][0]
__________________________________________________________________________________________________
add_3 (Add) (None, 4, 4, 48) 0 dropout_3[0][0]
batch_normalization_16[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 4, 4, 288) 13824 add_3[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 4, 4, 288) 1152 conv2d_28[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 4, 4, 288) 0 batch_normalization_20[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_7 (DepthwiseCo (None, 4, 4, 288) 7200 activation_13[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 4, 4, 288) 1152 depthwise_conv2d_7[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 4, 4, 288) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_7 (Glo (None, 288) 0 activation_14[0][0]
__________________________________________________________________________________________________
reshape_7 (Reshape) (None, 1, 1, 288) 0 global_average_pooling2d_7[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 1, 1, 12) 3468 reshape_7[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 1, 1, 288) 3744 conv2d_29[0][0]
__________________________________________________________________________________________________
multiply_7 (Multiply) (None, 4, 4, 288) 0 activation_14[0][0]
conv2d_30[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 4, 4, 48) 13824 multiply_7[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 4, 4, 48) 192 conv2d_31[0][0]
__________________________________________________________________________________________________
dropout_4 (Dropout) (None, 4, 4, 48) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
add_4 (Add) (None, 4, 4, 48) 0 dropout_4[0][0]
add_3[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 4, 4, 288) 13824 add_4[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 4, 4, 288) 1152 conv2d_32[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 4, 4, 288) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D (None, 5, 5, 288) 0 activation_15[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_8 (DepthwiseCo (None, 2, 2, 288) 2592 zero_padding2d_4[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 2, 2, 288) 1152 depthwise_conv2d_8[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 2, 2, 288) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_8 (Glo (None, 288) 0 activation_16[0][0]
__________________________________________________________________________________________________
reshape_8 (Reshape) (None, 1, 1, 288) 0 global_average_pooling2d_8[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 1, 1, 12) 3468 reshape_8[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 1, 1, 288) 3744 conv2d_33[0][0]
__________________________________________________________________________________________________
multiply_8 (Multiply) (None, 2, 2, 288) 0 activation_16[0][0]
conv2d_34[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 2, 2, 88) 25344 multiply_8[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 2, 2, 88) 352 conv2d_35[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 2, 2, 528) 46464 batch_normalization_25[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 2, 2, 528) 2112 conv2d_36[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 2, 2, 528) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_9 (DepthwiseCo (None, 2, 2, 528) 4752 activation_17[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 2, 2, 528) 2112 depthwise_conv2d_9[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 2, 2, 528) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_9 (Glo (None, 528) 0 activation_18[0][0]
__________________________________________________________________________________________________
reshape_9 (Reshape) (None, 1, 1, 528) 0 global_average_pooling2d_9[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 1, 1, 22) 11638 reshape_9[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 1, 1, 528) 12144 conv2d_37[0][0]
__________________________________________________________________________________________________
multiply_9 (Multiply) (None, 2, 2, 528) 0 activation_18[0][0]
conv2d_38[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 2, 2, 88) 46464 multiply_9[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 2, 2, 88) 352 conv2d_39[0][0]
__________________________________________________________________________________________________
dropout_5 (Dropout) (None, 2, 2, 88) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
add_5 (Add) (None, 2, 2, 88) 0 dropout_5[0][0]
batch_normalization_25[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 2, 2, 528) 46464 add_5[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 2, 2, 528) 2112 conv2d_40[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 2, 2, 528) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_10 (DepthwiseC (None, 2, 2, 528) 4752 activation_19[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 2, 2, 528) 2112 depthwise_conv2d_10[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 2, 2, 528) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_10 (Gl (None, 528) 0 activation_20[0][0]
__________________________________________________________________________________________________
reshape_10 (Reshape) (None, 1, 1, 528) 0 global_average_pooling2d_10[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 1, 1, 22) 11638 reshape_10[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 1, 1, 528) 12144 conv2d_41[0][0]
__________________________________________________________________________________________________
multiply_10 (Multiply) (None, 2, 2, 528) 0 activation_20[0][0]
conv2d_42[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 2, 2, 88) 46464 multiply_10[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 2, 2, 88) 352 conv2d_43[0][0]
__________________________________________________________________________________________________
dropout_6 (Dropout) (None, 2, 2, 88) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
add_6 (Add) (None, 2, 2, 88) 0 dropout_6[0][0]
add_5[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 2, 2, 528) 46464 add_6[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 2, 2, 528) 2112 conv2d_44[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 2, 2, 528) 0 batch_normalization_32[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_11 (DepthwiseC (None, 2, 2, 528) 4752 activation_21[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 2, 2, 528) 2112 depthwise_conv2d_11[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 2, 2, 528) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_11 (Gl (None, 528) 0 activation_22[0][0]
__________________________________________________________________________________________________
reshape_11 (Reshape) (None, 1, 1, 528) 0 global_average_pooling2d_11[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 1, 1, 22) 11638 reshape_11[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 1, 1, 528) 12144 conv2d_45[0][0]
__________________________________________________________________________________________________
multiply_11 (Multiply) (None, 2, 2, 528) 0 activation_22[0][0]
conv2d_46[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 2, 2, 88) 46464 multiply_11[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 2, 2, 88) 352 conv2d_47[0][0]
__________________________________________________________________________________________________
dropout_7 (Dropout) (None, 2, 2, 88) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
add_7 (Add) (None, 2, 2, 88) 0 dropout_7[0][0]
add_6[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 2, 2, 528) 46464 add_7[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 2, 2, 528) 2112 conv2d_48[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 2, 2, 528) 0 batch_normalization_35[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_12 (DepthwiseC (None, 2, 2, 528) 13200 activation_23[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 2, 2, 528) 2112 depthwise_conv2d_12[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 2, 2, 528) 0 batch_normalization_36[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_12 (Gl (None, 528) 0 activation_24[0][0]
__________________________________________________________________________________________________
reshape_12 (Reshape) (None, 1, 1, 528) 0 global_average_pooling2d_12[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 1, 1, 22) 11638 reshape_12[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 1, 1, 528) 12144 conv2d_49[0][0]
__________________________________________________________________________________________________
multiply_12 (Multiply) (None, 2, 2, 528) 0 activation_24[0][0]
conv2d_50[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 2, 2, 120) 63360 multiply_12[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 2, 2, 120) 480 conv2d_51[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 2, 2, 720) 86400 batch_normalization_37[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 2, 2, 720) 2880 conv2d_52[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 2, 2, 720) 0 batch_normalization_38[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_13 (DepthwiseC (None, 2, 2, 720) 18000 activation_25[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 2, 2, 720) 2880 depthwise_conv2d_13[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 2, 2, 720) 0 batch_normalization_39[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_13 (Gl (None, 720) 0 activation_26[0][0]
__________________________________________________________________________________________________
reshape_13 (Reshape) (None, 1, 1, 720) 0 global_average_pooling2d_13[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 1, 1, 30) 21630 reshape_13[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 1, 1, 720) 22320 conv2d_53[0][0]
__________________________________________________________________________________________________
multiply_13 (Multiply) (None, 2, 2, 720) 0 activation_26[0][0]
conv2d_54[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 2, 2, 120) 86400 multiply_13[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 2, 2, 120) 480 conv2d_55[0][0]
__________________________________________________________________________________________________
dropout_8 (Dropout) (None, 2, 2, 120) 0 batch_normalization_40[0][0]
__________________________________________________________________________________________________
add_8 (Add) (None, 2, 2, 120) 0 dropout_8[0][0]
batch_normalization_37[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 2, 2, 720) 86400 add_8[0][0]
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 2, 2, 720) 2880 conv2d_56[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 2, 2, 720) 0 batch_normalization_41[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_14 (DepthwiseC (None, 2, 2, 720) 18000 activation_27[0][0]
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 2, 2, 720) 2880 depthwise_conv2d_14[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 2, 2, 720) 0 batch_normalization_42[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_14 (Gl (None, 720) 0 activation_28[0][0]
__________________________________________________________________________________________________
reshape_14 (Reshape) (None, 1, 1, 720) 0 global_average_pooling2d_14[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 1, 1, 30) 21630 reshape_14[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 1, 1, 720) 22320 conv2d_57[0][0]
__________________________________________________________________________________________________
multiply_14 (Multiply) (None, 2, 2, 720) 0 activation_28[0][0]
conv2d_58[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 2, 2, 120) 86400 multiply_14[0][0]
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 2, 2, 120) 480 conv2d_59[0][0]
__________________________________________________________________________________________________
dropout_9 (Dropout) (None, 2, 2, 120) 0 batch_normalization_43[0][0]
__________________________________________________________________________________________________
add_9 (Add) (None, 2, 2, 120) 0 dropout_9[0][0]
add_8[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 2, 2, 720) 86400 add_9[0][0]
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 2, 2, 720) 2880 conv2d_60[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 2, 2, 720) 0 batch_normalization_44[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_15 (DepthwiseC (None, 2, 2, 720) 18000 activation_29[0][0]
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 2, 2, 720) 2880 depthwise_conv2d_15[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 2, 2, 720) 0 batch_normalization_45[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_15 (Gl (None, 720) 0 activation_30[0][0]
__________________________________________________________________________________________________
reshape_15 (Reshape) (None, 1, 1, 720) 0 global_average_pooling2d_15[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 1, 1, 30) 21630 reshape_15[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 1, 1, 720) 22320 conv2d_61[0][0]
__________________________________________________________________________________________________
multiply_15 (Multiply) (None, 2, 2, 720) 0 activation_30[0][0]
conv2d_62[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 2, 2, 120) 86400 multiply_15[0][0]
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 2, 2, 120) 480 conv2d_63[0][0]
__________________________________________________________________________________________________
dropout_10 (Dropout) (None, 2, 2, 120) 0 batch_normalization_46[0][0]
__________________________________________________________________________________________________
add_10 (Add) (None, 2, 2, 120) 0 dropout_10[0][0]
add_9[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (None, 2, 2, 720) 86400 add_10[0][0]
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 2, 2, 720) 2880 conv2d_64[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 2, 2, 720) 0 batch_normalization_47[0][0]
__________________________________________________________________________________________________
zero_padding2d_5 (ZeroPadding2D (None, 5, 5, 720) 0 activation_31[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_16 (DepthwiseC (None, 1, 1, 720) 18000 zero_padding2d_5[0][0]
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 1, 1, 720) 2880 depthwise_conv2d_16[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 1, 1, 720) 0 batch_normalization_48[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_16 (Gl (None, 720) 0 activation_32[0][0]
__________________________________________________________________________________________________
reshape_16 (Reshape) (None, 1, 1, 720) 0 global_average_pooling2d_16[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 1, 1, 30) 21630 reshape_16[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 1, 1, 720) 22320 conv2d_65[0][0]
__________________________________________________________________________________________________
multiply_16 (Multiply) (None, 1, 1, 720) 0 activation_32[0][0]
conv2d_66[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (None, 1, 1, 208) 149760 multiply_16[0][0]
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 1, 1, 208) 832 conv2d_67[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (None, 1, 1, 1248) 259584 batch_normalization_49[0][0]
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 1, 1, 1248) 4992 conv2d_68[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 1, 1, 1248) 0 batch_normalization_50[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_17 (DepthwiseC (None, 1, 1, 1248) 31200 activation_33[0][0]
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 1, 1, 1248) 4992 depthwise_conv2d_17[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 1, 1, 1248) 0 batch_normalization_51[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_17 (Gl (None, 1248) 0 activation_34[0][0]
__________________________________________________________________________________________________
reshape_17 (Reshape) (None, 1, 1, 1248) 0 global_average_pooling2d_17[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (None, 1, 1, 52) 64948 reshape_17[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (None, 1, 1, 1248) 66144 conv2d_69[0][0]
__________________________________________________________________________________________________
multiply_17 (Multiply) (None, 1, 1, 1248) 0 activation_34[0][0]
conv2d_70[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (None, 1, 1, 208) 259584 multiply_17[0][0]
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 1, 1, 208) 832 conv2d_71[0][0]
__________________________________________________________________________________________________
dropout_11 (Dropout) (None, 1, 1, 208) 0 batch_normalization_52[0][0]
__________________________________________________________________________________________________
add_11 (Add) (None, 1, 1, 208) 0 dropout_11[0][0]
batch_normalization_49[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (None, 1, 1, 1248) 259584 add_11[0][0]
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 1, 1, 1248) 4992 conv2d_72[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 1, 1, 1248) 0 batch_normalization_53[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_18 (DepthwiseC (None, 1, 1, 1248) 31200 activation_35[0][0]
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 1, 1, 1248) 4992 depthwise_conv2d_18[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 1, 1, 1248) 0 batch_normalization_54[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_18 (Gl (None, 1248) 0 activation_36[0][0]
__________________________________________________________________________________________________
reshape_18 (Reshape) (None, 1, 1, 1248) 0 global_average_pooling2d_18[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (None, 1, 1, 52) 64948 reshape_18[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (None, 1, 1, 1248) 66144 conv2d_73[0][0]
__________________________________________________________________________________________________
multiply_18 (Multiply) (None, 1, 1, 1248) 0 activation_36[0][0]
conv2d_74[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (None, 1, 1, 208) 259584 multiply_18[0][0]
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 1, 1, 208) 832 conv2d_75[0][0]
__________________________________________________________________________________________________
dropout_12 (Dropout) (None, 1, 1, 208) 0 batch_normalization_55[0][0]
__________________________________________________________________________________________________
add_12 (Add) (None, 1, 1, 208) 0 dropout_12[0][0]
add_11[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (None, 1, 1, 1248) 259584 add_12[0][0]
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 1, 1, 1248) 4992 conv2d_76[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 1, 1, 1248) 0 batch_normalization_56[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_19 (DepthwiseC (None, 1, 1, 1248) 31200 activation_37[0][0]
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 1, 1, 1248) 4992 depthwise_conv2d_19[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 1, 1, 1248) 0 batch_normalization_57[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_19 (Gl (None, 1248) 0 activation_38[0][0]
__________________________________________________________________________________________________
reshape_19 (Reshape) (None, 1, 1, 1248) 0 global_average_pooling2d_19[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (None, 1, 1, 52) 64948 reshape_19[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (None, 1, 1, 1248) 66144 conv2d_77[0][0]
__________________________________________________________________________________________________
multiply_19 (Multiply) (None, 1, 1, 1248) 0 activation_38[0][0]
conv2d_78[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (None, 1, 1, 208) 259584 multiply_19[0][0]
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 1, 1, 208) 832 conv2d_79[0][0]
__________________________________________________________________________________________________
dropout_13 (Dropout) (None, 1, 1, 208) 0 batch_normalization_58[0][0]
__________________________________________________________________________________________________
add_13 (Add) (None, 1, 1, 208) 0 dropout_13[0][0]
add_12[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (None, 1, 1, 1248) 259584 add_13[0][0]
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 1, 1, 1248) 4992 conv2d_80[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 1, 1, 1248) 0 batch_normalization_59[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_20 (DepthwiseC (None, 1, 1, 1248) 31200 activation_39[0][0]
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 1, 1, 1248) 4992 depthwise_conv2d_20[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 1, 1, 1248) 0 batch_normalization_60[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_20 (Gl (None, 1248) 0 activation_40[0][0]
__________________________________________________________________________________________________
reshape_20 (Reshape) (None, 1, 1, 1248) 0 global_average_pooling2d_20[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (None, 1, 1, 52) 64948 reshape_20[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (None, 1, 1, 1248) 66144 conv2d_81[0][0]
__________________________________________________________________________________________________
multiply_20 (Multiply) (None, 1, 1, 1248) 0 activation_40[0][0]
conv2d_82[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (None, 1, 1, 208) 259584 multiply_20[0][0]
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 1, 1, 208) 832 conv2d_83[0][0]
__________________________________________________________________________________________________
dropout_14 (Dropout) (None, 1, 1, 208) 0 batch_normalization_61[0][0]
__________________________________________________________________________________________________
add_14 (Add) (None, 1, 1, 208) 0 dropout_14[0][0]
add_13[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (None, 1, 1, 1248) 259584 add_14[0][0]
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 1, 1, 1248) 4992 conv2d_84[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, 1, 1, 1248) 0 batch_normalization_62[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_21 (DepthwiseC (None, 1, 1, 1248) 11232 activation_41[0][0]
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 1, 1, 1248) 4992 depthwise_conv2d_21[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 1, 1, 1248) 0 batch_normalization_63[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_21 (Gl (None, 1248) 0 activation_42[0][0]
__________________________________________________________________________________________________
reshape_21 (Reshape) (None, 1, 1, 1248) 0 global_average_pooling2d_21[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (None, 1, 1, 52) 64948 reshape_21[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (None, 1, 1, 1248) 66144 conv2d_85[0][0]
__________________________________________________________________________________________________
multiply_21 (Multiply) (None, 1, 1, 1248) 0 activation_42[0][0]
conv2d_86[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (None, 1, 1, 352) 439296 multiply_21[0][0]
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 1, 1, 352) 1408 conv2d_87[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (None, 1, 1, 2112) 743424 batch_normalization_64[0][0]
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 1, 1, 2112) 8448 conv2d_88[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, 1, 1, 2112) 0 batch_normalization_65[0][0]
__________________________________________________________________________________________________
depthwise_conv2d_22 (DepthwiseC (None, 1, 1, 2112) 19008 activation_43[0][0]
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 1, 1, 2112) 8448 depthwise_conv2d_22[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 1, 1, 2112) 0 batch_normalization_66[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_22 (Gl (None, 2112) 0 activation_44[0][0]
__________________________________________________________________________________________________
reshape_22 (Reshape) (None, 1, 1, 2112) 0 global_average_pooling2d_22[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D) (None, 1, 1, 88) 185944 reshape_22[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D) (None, 1, 1, 2112) 187968 conv2d_89[0][0]
__________________________________________________________________________________________________
multiply_22 (Multiply) (None, 1, 1, 2112) 0 activation_44[0][0]
conv2d_90[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D) (None, 1, 1, 352) 743424 multiply_22[0][0]
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 1, 1, 352) 1408 conv2d_91[0][0]
__________________________________________________________________________________________________
dropout_15 (Dropout) (None, 1, 1, 352) 0 batch_normalization_67[0][0]
__________________________________________________________________________________________________
add_15 (Add) (None, 1, 1, 352) 0 dropout_15[0][0]
batch_normalization_64[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D) (None, 1, 1, 1408) 495616 add_15[0][0]
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 1, 1, 1408) 5632 conv2d_92[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, 1, 1, 1408) 0 batch_normalization_68[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_23 (Gl (None, 1408) 0 activation_45[0][0]
__________________________________________________________________________________________________
dense (Dense) (None, 10) 14090 global_average_pooling2d_23[0][0]
==================================================================================================
Total params: 7,782,658
Trainable params: 7,715,090
Non-trainable params: 67,568
__________________________________________________________________________________________________
