Model: "model"
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) [(None, 28, 28, 1)] 0
__________________________________________________________________________________________________
zero_padding2d (ZeroPadding2D) (None, 92, 92, 1) 0 input_1[0][0]
__________________________________________________________________________________________________
conv2d (Conv2D) (None, 92, 92, 3) 6 zero_padding2d[0][0]
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 98, 98, 3) 0 conv2d[0][0]
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 46, 46, 64) 9408 zero_padding2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 46, 46, 64) 256 conv2d_1[0][0]
__________________________________________________________________________________________________
activation (Activation) (None, 46, 46, 64) 0 batch_normalization[0][0]
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 48, 48, 64) 0 activation[0][0]
__________________________________________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 23, 23, 64) 0 zero_padding2d_2[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 23, 23, 64) 256 max_pooling2d[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 23, 23, 64) 0 batch_normalization_1[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 23, 23, 128) 8192 activation_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 23, 23, 128) 512 conv2d_2[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 23, 23, 128) 0 batch_normalization_2[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 23, 23, 32) 36864 activation_2[0][0]
__________________________________________________________________________________________________
concatenate (Concatenate) (None, 23, 23, 96) 0 max_pooling2d[0][0]
conv2d_3[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 23, 23, 96) 384 concatenate[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 23, 23, 96) 0 batch_normalization_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 23, 23, 128) 12288 activation_3[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 23, 23, 128) 512 conv2d_4[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 23, 23, 128) 0 batch_normalization_4[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 23, 23, 32) 36864 activation_4[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 23, 23, 128) 0 concatenate[0][0]
conv2d_5[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 23, 23, 128) 512 concatenate_1[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 23, 23, 128) 0 batch_normalization_5[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 23, 23, 128) 16384 activation_5[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 23, 23, 128) 512 conv2d_6[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 23, 23, 128) 0 batch_normalization_6[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 23, 23, 32) 36864 activation_6[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 23, 23, 160) 0 concatenate_1[0][0]
conv2d_7[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 23, 23, 160) 640 concatenate_2[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 23, 23, 160) 0 batch_normalization_7[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 23, 23, 128) 20480 activation_7[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 23, 23, 128) 512 conv2d_8[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 23, 23, 128) 0 batch_normalization_8[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 23, 23, 32) 36864 activation_8[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 23, 23, 192) 0 concatenate_2[0][0]
conv2d_9[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 23, 23, 192) 768 concatenate_3[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 23, 23, 192) 0 batch_normalization_9[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 23, 23, 128) 24576 activation_9[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 23, 23, 128) 512 conv2d_10[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 23, 23, 128) 0 batch_normalization_10[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 23, 23, 32) 36864 activation_10[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 23, 23, 224) 0 concatenate_3[0][0]
conv2d_11[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 23, 23, 224) 896 concatenate_4[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 23, 23, 224) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 23, 23, 128) 28672 activation_11[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 23, 23, 128) 512 conv2d_12[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 23, 23, 128) 0 batch_normalization_12[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 23, 23, 32) 36864 activation_12[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate) (None, 23, 23, 256) 0 concatenate_4[0][0]
conv2d_13[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 23, 23, 256) 1024 concatenate_5[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 23, 23, 256) 0 batch_normalization_13[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 23, 23, 128) 32896 activation_13[0][0]
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 11, 11, 128) 0 conv2d_14[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 11, 11, 128) 512 average_pooling2d[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 11, 11, 128) 0 batch_normalization_14[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 11, 11, 128) 16384 activation_14[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 11, 11, 128) 512 conv2d_15[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 11, 11, 128) 0 batch_normalization_15[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 11, 11, 32) 36864 activation_15[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate) (None, 11, 11, 160) 0 average_pooling2d[0][0]
conv2d_16[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 11, 11, 160) 640 concatenate_6[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 11, 11, 160) 0 batch_normalization_16[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 11, 11, 128) 20480 activation_16[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 11, 11, 128) 512 conv2d_17[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 11, 11, 128) 0 batch_normalization_17[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 11, 11, 32) 36864 activation_17[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 11, 11, 192) 0 concatenate_6[0][0]
conv2d_18[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 11, 11, 192) 768 concatenate_7[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 11, 11, 192) 0 batch_normalization_18[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 11, 11, 128) 24576 activation_18[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 11, 11, 128) 512 conv2d_19[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 11, 11, 128) 0 batch_normalization_19[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 11, 11, 32) 36864 activation_19[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 11, 11, 224) 0 concatenate_7[0][0]
conv2d_20[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 11, 11, 224) 896 concatenate_8[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 11, 11, 224) 0 batch_normalization_20[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 11, 11, 128) 28672 activation_20[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 11, 11, 128) 512 conv2d_21[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 11, 11, 128) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 11, 11, 32) 36864 activation_21[0][0]
__________________________________________________________________________________________________
concatenate_9 (Concatenate) (None, 11, 11, 256) 0 concatenate_8[0][0]
conv2d_22[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 11, 11, 256) 1024 concatenate_9[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 11, 11, 256) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 11, 11, 128) 32768 activation_22[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 11, 11, 128) 512 conv2d_23[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 11, 11, 128) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 11, 11, 32) 36864 activation_23[0][0]
__________________________________________________________________________________________________
concatenate_10 (Concatenate) (None, 11, 11, 288) 0 concatenate_9[0][0]
conv2d_24[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 11, 11, 288) 1152 concatenate_10[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 11, 11, 288) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 11, 11, 128) 36864 activation_24[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 11, 11, 128) 512 conv2d_25[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 11, 11, 128) 0 batch_normalization_25[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 11, 11, 32) 36864 activation_25[0][0]
__________________________________________________________________________________________________
concatenate_11 (Concatenate) (None, 11, 11, 320) 0 concatenate_10[0][0]
conv2d_26[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 11, 11, 320) 1280 concatenate_11[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 11, 11, 320) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 11, 11, 128) 40960 activation_26[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 11, 11, 128) 512 conv2d_27[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 11, 11, 128) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 11, 11, 32) 36864 activation_27[0][0]
__________________________________________________________________________________________________
concatenate_12 (Concatenate) (None, 11, 11, 352) 0 concatenate_11[0][0]
conv2d_28[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 11, 11, 352) 1408 concatenate_12[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 11, 11, 352) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 11, 11, 128) 45056 activation_28[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 11, 11, 128) 512 conv2d_29[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 11, 11, 128) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 11, 11, 32) 36864 activation_29[0][0]
__________________________________________________________________________________________________
concatenate_13 (Concatenate) (None, 11, 11, 384) 0 concatenate_12[0][0]
conv2d_30[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 11, 11, 384) 1536 concatenate_13[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 11, 11, 384) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 11, 11, 128) 49152 activation_30[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 11, 11, 128) 512 conv2d_31[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 11, 11, 128) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 11, 11, 32) 36864 activation_31[0][0]
__________________________________________________________________________________________________
concatenate_14 (Concatenate) (None, 11, 11, 416) 0 concatenate_13[0][0]
conv2d_32[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 11, 11, 416) 1664 concatenate_14[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 11, 11, 416) 0 batch_normalization_32[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 11, 11, 128) 53248 activation_32[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 11, 11, 128) 512 conv2d_33[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 11, 11, 128) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 11, 11, 32) 36864 activation_33[0][0]
__________________________________________________________________________________________________
concatenate_15 (Concatenate) (None, 11, 11, 448) 0 concatenate_14[0][0]
conv2d_34[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 11, 11, 448) 1792 concatenate_15[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 11, 11, 448) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 11, 11, 128) 57344 activation_34[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 11, 11, 128) 512 conv2d_35[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 11, 11, 128) 0 batch_normalization_35[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 11, 11, 32) 36864 activation_35[0][0]
__________________________________________________________________________________________________
concatenate_16 (Concatenate) (None, 11, 11, 480) 0 concatenate_15[0][0]
conv2d_36[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 11, 11, 480) 1920 concatenate_16[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 11, 11, 480) 0 batch_normalization_36[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 11, 11, 128) 61440 activation_36[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 11, 11, 128) 512 conv2d_37[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 11, 11, 128) 0 batch_normalization_37[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 11, 11, 32) 36864 activation_37[0][0]
__________________________________________________________________________________________________
concatenate_17 (Concatenate) (None, 11, 11, 512) 0 concatenate_16[0][0]
conv2d_38[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 11, 11, 512) 2048 concatenate_17[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 11, 11, 512) 0 batch_normalization_38[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 11, 11, 256) 131328 activation_38[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 5, 5, 256) 0 conv2d_39[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 5, 5, 256) 1024 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 5, 5, 256) 0 batch_normalization_39[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 5, 5, 128) 32768 activation_39[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 5, 5, 128) 512 conv2d_40[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 5, 5, 128) 0 batch_normalization_40[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 5, 5, 32) 36864 activation_40[0][0]
__________________________________________________________________________________________________
concatenate_18 (Concatenate) (None, 5, 5, 288) 0 average_pooling2d_1[0][0]
conv2d_41[0][0]
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 5, 5, 288) 1152 concatenate_18[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, 5, 5, 288) 0 batch_normalization_41[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 5, 5, 128) 36864 activation_41[0][0]
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 5, 5, 128) 512 conv2d_42[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 5, 5, 128) 0 batch_normalization_42[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 5, 5, 32) 36864 activation_42[0][0]
__________________________________________________________________________________________________
concatenate_19 (Concatenate) (None, 5, 5, 320) 0 concatenate_18[0][0]
conv2d_43[0][0]
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 5, 5, 320) 1280 concatenate_19[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, 5, 5, 320) 0 batch_normalization_43[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 5, 5, 128) 40960 activation_43[0][0]
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 5, 5, 128) 512 conv2d_44[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 5, 5, 128) 0 batch_normalization_44[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 5, 5, 32) 36864 activation_44[0][0]
__________________________________________________________________________________________________
concatenate_20 (Concatenate) (None, 5, 5, 352) 0 concatenate_19[0][0]
conv2d_45[0][0]
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 5, 5, 352) 1408 concatenate_20[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, 5, 5, 352) 0 batch_normalization_45[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 5, 5, 128) 45056 activation_45[0][0]
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 5, 5, 128) 512 conv2d_46[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, 5, 5, 128) 0 batch_normalization_46[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 5, 5, 32) 36864 activation_46[0][0]
__________________________________________________________________________________________________
concatenate_21 (Concatenate) (None, 5, 5, 384) 0 concatenate_20[0][0]
conv2d_47[0][0]
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 5, 5, 384) 1536 concatenate_21[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, 5, 5, 384) 0 batch_normalization_47[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 5, 5, 128) 49152 activation_47[0][0]
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 5, 5, 128) 512 conv2d_48[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, 5, 5, 128) 0 batch_normalization_48[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 5, 5, 32) 36864 activation_48[0][0]
__________________________________________________________________________________________________
concatenate_22 (Concatenate) (None, 5, 5, 416) 0 concatenate_21[0][0]
conv2d_49[0][0]
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 5, 5, 416) 1664 concatenate_22[0][0]
__________________________________________________________________________________________________
activation_49 (Activation) (None, 5, 5, 416) 0 batch_normalization_49[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 5, 5, 128) 53248 activation_49[0][0]
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 5, 5, 128) 512 conv2d_50[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, 5, 5, 128) 0 batch_normalization_50[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 5, 5, 32) 36864 activation_50[0][0]
__________________________________________________________________________________________________
concatenate_23 (Concatenate) (None, 5, 5, 448) 0 concatenate_22[0][0]
conv2d_51[0][0]
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 5, 5, 448) 1792 concatenate_23[0][0]
__________________________________________________________________________________________________
activation_51 (Activation) (None, 5, 5, 448) 0 batch_normalization_51[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 5, 5, 128) 57344 activation_51[0][0]
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 5, 5, 128) 512 conv2d_52[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, 5, 5, 128) 0 batch_normalization_52[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 5, 5, 32) 36864 activation_52[0][0]
__________________________________________________________________________________________________
concatenate_24 (Concatenate) (None, 5, 5, 480) 0 concatenate_23[0][0]
conv2d_53[0][0]
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 5, 5, 480) 1920 concatenate_24[0][0]
__________________________________________________________________________________________________
activation_53 (Activation) (None, 5, 5, 480) 0 batch_normalization_53[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 5, 5, 128) 61440 activation_53[0][0]
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 5, 5, 128) 512 conv2d_54[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, 5, 5, 128) 0 batch_normalization_54[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 5, 5, 32) 36864 activation_54[0][0]
__________________________________________________________________________________________________
concatenate_25 (Concatenate) (None, 5, 5, 512) 0 concatenate_24[0][0]
conv2d_55[0][0]
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 5, 5, 512) 2048 concatenate_25[0][0]
__________________________________________________________________________________________________
activation_55 (Activation) (None, 5, 5, 512) 0 batch_normalization_55[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 5, 5, 128) 65536 activation_55[0][0]
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 5, 5, 128) 512 conv2d_56[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, 5, 5, 128) 0 batch_normalization_56[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 5, 5, 32) 36864 activation_56[0][0]
__________________________________________________________________________________________________
concatenate_26 (Concatenate) (None, 5, 5, 544) 0 concatenate_25[0][0]
conv2d_57[0][0]
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 5, 5, 544) 2176 concatenate_26[0][0]
__________________________________________________________________________________________________
activation_57 (Activation) (None, 5, 5, 544) 0 batch_normalization_57[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 5, 5, 128) 69632 activation_57[0][0]
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 5, 5, 128) 512 conv2d_58[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, 5, 5, 128) 0 batch_normalization_58[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 5, 5, 32) 36864 activation_58[0][0]
__________________________________________________________________________________________________
concatenate_27 (Concatenate) (None, 5, 5, 576) 0 concatenate_26[0][0]
conv2d_59[0][0]
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 5, 5, 576) 2304 concatenate_27[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, 5, 5, 576) 0 batch_normalization_59[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 5, 5, 128) 73728 activation_59[0][0]
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 5, 5, 128) 512 conv2d_60[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, 5, 5, 128) 0 batch_normalization_60[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 5, 5, 32) 36864 activation_60[0][0]
__________________________________________________________________________________________________
concatenate_28 (Concatenate) (None, 5, 5, 608) 0 concatenate_27[0][0]
conv2d_61[0][0]
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 5, 5, 608) 2432 concatenate_28[0][0]
__________________________________________________________________________________________________
activation_61 (Activation) (None, 5, 5, 608) 0 batch_normalization_61[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 5, 5, 128) 77824 activation_61[0][0]
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 5, 5, 128) 512 conv2d_62[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, 5, 5, 128) 0 batch_normalization_62[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 5, 5, 32) 36864 activation_62[0][0]
__________________________________________________________________________________________________
concatenate_29 (Concatenate) (None, 5, 5, 640) 0 concatenate_28[0][0]
conv2d_63[0][0]
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 5, 5, 640) 2560 concatenate_29[0][0]
__________________________________________________________________________________________________
activation_63 (Activation) (None, 5, 5, 640) 0 batch_normalization_63[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (None, 5, 5, 128) 81920 activation_63[0][0]
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 5, 5, 128) 512 conv2d_64[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, 5, 5, 128) 0 batch_normalization_64[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 5, 5, 32) 36864 activation_64[0][0]
__________________________________________________________________________________________________
concatenate_30 (Concatenate) (None, 5, 5, 672) 0 concatenate_29[0][0]
conv2d_65[0][0]
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 5, 5, 672) 2688 concatenate_30[0][0]
__________________________________________________________________________________________________
activation_65 (Activation) (None, 5, 5, 672) 0 batch_normalization_65[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 5, 5, 128) 86016 activation_65[0][0]
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 5, 5, 128) 512 conv2d_66[0][0]
__________________________________________________________________________________________________
activation_66 (Activation) (None, 5, 5, 128) 0 batch_normalization_66[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (None, 5, 5, 32) 36864 activation_66[0][0]
__________________________________________________________________________________________________
concatenate_31 (Concatenate) (None, 5, 5, 704) 0 concatenate_30[0][0]
conv2d_67[0][0]
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 5, 5, 704) 2816 concatenate_31[0][0]
__________________________________________________________________________________________________
activation_67 (Activation) (None, 5, 5, 704) 0 batch_normalization_67[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (None, 5, 5, 128) 90112 activation_67[0][0]
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 5, 5, 128) 512 conv2d_68[0][0]
__________________________________________________________________________________________________
activation_68 (Activation) (None, 5, 5, 128) 0 batch_normalization_68[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (None, 5, 5, 32) 36864 activation_68[0][0]
__________________________________________________________________________________________________
concatenate_32 (Concatenate) (None, 5, 5, 736) 0 concatenate_31[0][0]
conv2d_69[0][0]
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 5, 5, 736) 2944 concatenate_32[0][0]
__________________________________________________________________________________________________
activation_69 (Activation) (None, 5, 5, 736) 0 batch_normalization_69[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (None, 5, 5, 128) 94208 activation_69[0][0]
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 5, 5, 128) 512 conv2d_70[0][0]
__________________________________________________________________________________________________
activation_70 (Activation) (None, 5, 5, 128) 0 batch_normalization_70[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (None, 5, 5, 32) 36864 activation_70[0][0]
__________________________________________________________________________________________________
concatenate_33 (Concatenate) (None, 5, 5, 768) 0 concatenate_32[0][0]
conv2d_71[0][0]
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 5, 5, 768) 3072 concatenate_33[0][0]
__________________________________________________________________________________________________
activation_71 (Activation) (None, 5, 5, 768) 0 batch_normalization_71[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (None, 5, 5, 128) 98304 activation_71[0][0]
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 5, 5, 128) 512 conv2d_72[0][0]
__________________________________________________________________________________________________
activation_72 (Activation) (None, 5, 5, 128) 0 batch_normalization_72[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (None, 5, 5, 32) 36864 activation_72[0][0]
__________________________________________________________________________________________________
concatenate_34 (Concatenate) (None, 5, 5, 800) 0 concatenate_33[0][0]
conv2d_73[0][0]
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 5, 5, 800) 3200 concatenate_34[0][0]
__________________________________________________________________________________________________
activation_73 (Activation) (None, 5, 5, 800) 0 batch_normalization_73[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (None, 5, 5, 128) 102400 activation_73[0][0]
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 5, 5, 128) 512 conv2d_74[0][0]
__________________________________________________________________________________________________
activation_74 (Activation) (None, 5, 5, 128) 0 batch_normalization_74[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (None, 5, 5, 32) 36864 activation_74[0][0]
__________________________________________________________________________________________________
concatenate_35 (Concatenate) (None, 5, 5, 832) 0 concatenate_34[0][0]
conv2d_75[0][0]
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 5, 5, 832) 3328 concatenate_35[0][0]
__________________________________________________________________________________________________
activation_75 (Activation) (None, 5, 5, 832) 0 batch_normalization_75[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (None, 5, 5, 128) 106496 activation_75[0][0]
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 5, 5, 128) 512 conv2d_76[0][0]
__________________________________________________________________________________________________
activation_76 (Activation) (None, 5, 5, 128) 0 batch_normalization_76[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (None, 5, 5, 32) 36864 activation_76[0][0]
__________________________________________________________________________________________________
concatenate_36 (Concatenate) (None, 5, 5, 864) 0 concatenate_35[0][0]
conv2d_77[0][0]
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 5, 5, 864) 3456 concatenate_36[0][0]
__________________________________________________________________________________________________
activation_77 (Activation) (None, 5, 5, 864) 0 batch_normalization_77[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (None, 5, 5, 128) 110592 activation_77[0][0]
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 5, 5, 128) 512 conv2d_78[0][0]
__________________________________________________________________________________________________
activation_78 (Activation) (None, 5, 5, 128) 0 batch_normalization_78[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (None, 5, 5, 32) 36864 activation_78[0][0]
__________________________________________________________________________________________________
concatenate_37 (Concatenate) (None, 5, 5, 896) 0 concatenate_36[0][0]
conv2d_79[0][0]
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 5, 5, 896) 3584 concatenate_37[0][0]
__________________________________________________________________________________________________
activation_79 (Activation) (None, 5, 5, 896) 0 batch_normalization_79[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (None, 5, 5, 128) 114688 activation_79[0][0]
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 5, 5, 128) 512 conv2d_80[0][0]
__________________________________________________________________________________________________
activation_80 (Activation) (None, 5, 5, 128) 0 batch_normalization_80[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (None, 5, 5, 32) 36864 activation_80[0][0]
__________________________________________________________________________________________________
concatenate_38 (Concatenate) (None, 5, 5, 928) 0 concatenate_37[0][0]
conv2d_81[0][0]
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 5, 5, 928) 3712 concatenate_38[0][0]
__________________________________________________________________________________________________
activation_81 (Activation) (None, 5, 5, 928) 0 batch_normalization_81[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (None, 5, 5, 128) 118784 activation_81[0][0]
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 5, 5, 128) 512 conv2d_82[0][0]
__________________________________________________________________________________________________
activation_82 (Activation) (None, 5, 5, 128) 0 batch_normalization_82[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (None, 5, 5, 32) 36864 activation_82[0][0]
__________________________________________________________________________________________________
concatenate_39 (Concatenate) (None, 5, 5, 960) 0 concatenate_38[0][0]
conv2d_83[0][0]
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 5, 5, 960) 3840 concatenate_39[0][0]
__________________________________________________________________________________________________
activation_83 (Activation) (None, 5, 5, 960) 0 batch_normalization_83[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (None, 5, 5, 128) 122880 activation_83[0][0]
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 5, 5, 128) 512 conv2d_84[0][0]
__________________________________________________________________________________________________
activation_84 (Activation) (None, 5, 5, 128) 0 batch_normalization_84[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (None, 5, 5, 32) 36864 activation_84[0][0]
__________________________________________________________________________________________________
concatenate_40 (Concatenate) (None, 5, 5, 992) 0 concatenate_39[0][0]
conv2d_85[0][0]
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 5, 5, 992) 3968 concatenate_40[0][0]
__________________________________________________________________________________________________
activation_85 (Activation) (None, 5, 5, 992) 0 batch_normalization_85[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (None, 5, 5, 128) 126976 activation_85[0][0]
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 5, 5, 128) 512 conv2d_86[0][0]
__________________________________________________________________________________________________
activation_86 (Activation) (None, 5, 5, 128) 0 batch_normalization_86[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (None, 5, 5, 32) 36864 activation_86[0][0]
__________________________________________________________________________________________________
concatenate_41 (Concatenate) (None, 5, 5, 1024) 0 concatenate_40[0][0]
conv2d_87[0][0]
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 5, 5, 1024) 4096 concatenate_41[0][0]
__________________________________________________________________________________________________
activation_87 (Activation) (None, 5, 5, 1024) 0 batch_normalization_87[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (None, 5, 5, 128) 131072 activation_87[0][0]
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 5, 5, 128) 512 conv2d_88[0][0]
__________________________________________________________________________________________________
activation_88 (Activation) (None, 5, 5, 128) 0 batch_normalization_88[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D) (None, 5, 5, 32) 36864 activation_88[0][0]
__________________________________________________________________________________________________
concatenate_42 (Concatenate) (None, 5, 5, 1056) 0 concatenate_41[0][0]
conv2d_89[0][0]
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 5, 5, 1056) 4224 concatenate_42[0][0]
__________________________________________________________________________________________________
activation_89 (Activation) (None, 5, 5, 1056) 0 batch_normalization_89[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D) (None, 5, 5, 128) 135168 activation_89[0][0]
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 5, 5, 128) 512 conv2d_90[0][0]
__________________________________________________________________________________________________
activation_90 (Activation) (None, 5, 5, 128) 0 batch_normalization_90[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D) (None, 5, 5, 32) 36864 activation_90[0][0]
__________________________________________________________________________________________________
concatenate_43 (Concatenate) (None, 5, 5, 1088) 0 concatenate_42[0][0]
conv2d_91[0][0]
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 5, 5, 1088) 4352 concatenate_43[0][0]
__________________________________________________________________________________________________
activation_91 (Activation) (None, 5, 5, 1088) 0 batch_normalization_91[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D) (None, 5, 5, 128) 139264 activation_91[0][0]
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 5, 5, 128) 512 conv2d_92[0][0]
__________________________________________________________________________________________________
activation_92 (Activation) (None, 5, 5, 128) 0 batch_normalization_92[0][0]
__________________________________________________________________________________________________
conv2d_93 (Conv2D) (None, 5, 5, 32) 36864 activation_92[0][0]
__________________________________________________________________________________________________
concatenate_44 (Concatenate) (None, 5, 5, 1120) 0 concatenate_43[0][0]
conv2d_93[0][0]
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 5, 5, 1120) 4480 concatenate_44[0][0]
__________________________________________________________________________________________________
activation_93 (Activation) (None, 5, 5, 1120) 0 batch_normalization_93[0][0]
__________________________________________________________________________________________________
conv2d_94 (Conv2D) (None, 5, 5, 128) 143360 activation_93[0][0]
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 5, 5, 128) 512 conv2d_94[0][0]
__________________________________________________________________________________________________
activation_94 (Activation) (None, 5, 5, 128) 0 batch_normalization_94[0][0]
__________________________________________________________________________________________________
conv2d_95 (Conv2D) (None, 5, 5, 32) 36864 activation_94[0][0]
__________________________________________________________________________________________________
concatenate_45 (Concatenate) (None, 5, 5, 1152) 0 concatenate_44[0][0]
conv2d_95[0][0]
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 5, 5, 1152) 4608 concatenate_45[0][0]
__________________________________________________________________________________________________
activation_95 (Activation) (None, 5, 5, 1152) 0 batch_normalization_95[0][0]
__________________________________________________________________________________________________
conv2d_96 (Conv2D) (None, 5, 5, 128) 147456 activation_95[0][0]
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 5, 5, 128) 512 conv2d_96[0][0]
__________________________________________________________________________________________________
activation_96 (Activation) (None, 5, 5, 128) 0 batch_normalization_96[0][0]
__________________________________________________________________________________________________
conv2d_97 (Conv2D) (None, 5, 5, 32) 36864 activation_96[0][0]
__________________________________________________________________________________________________
concatenate_46 (Concatenate) (None, 5, 5, 1184) 0 concatenate_45[0][0]
conv2d_97[0][0]
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 5, 5, 1184) 4736 concatenate_46[0][0]
__________________________________________________________________________________________________
activation_97 (Activation) (None, 5, 5, 1184) 0 batch_normalization_97[0][0]
__________________________________________________________________________________________________
conv2d_98 (Conv2D) (None, 5, 5, 128) 151552 activation_97[0][0]
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 5, 5, 128) 512 conv2d_98[0][0]
__________________________________________________________________________________________________
activation_98 (Activation) (None, 5, 5, 128) 0 batch_normalization_98[0][0]
__________________________________________________________________________________________________
conv2d_99 (Conv2D) (None, 5, 5, 32) 36864 activation_98[0][0]
__________________________________________________________________________________________________
concatenate_47 (Concatenate) (None, 5, 5, 1216) 0 concatenate_46[0][0]
conv2d_99[0][0]
__________________________________________________________________________________________________
batch_normalization_99 (BatchNo (None, 5, 5, 1216) 4864 concatenate_47[0][0]
__________________________________________________________________________________________________
activation_99 (Activation) (None, 5, 5, 1216) 0 batch_normalization_99[0][0]
__________________________________________________________________________________________________
conv2d_100 (Conv2D) (None, 5, 5, 128) 155648 activation_99[0][0]
__________________________________________________________________________________________________
batch_normalization_100 (BatchN (None, 5, 5, 128) 512 conv2d_100[0][0]
__________________________________________________________________________________________________
activation_100 (Activation) (None, 5, 5, 128) 0 batch_normalization_100[0][0]
__________________________________________________________________________________________________
conv2d_101 (Conv2D) (None, 5, 5, 32) 36864 activation_100[0][0]
__________________________________________________________________________________________________
concatenate_48 (Concatenate) (None, 5, 5, 1248) 0 concatenate_47[0][0]
conv2d_101[0][0]
__________________________________________________________________________________________________
batch_normalization_101 (BatchN (None, 5, 5, 1248) 4992 concatenate_48[0][0]
__________________________________________________________________________________________________
activation_101 (Activation) (None, 5, 5, 1248) 0 batch_normalization_101[0][0]
__________________________________________________________________________________________________
conv2d_102 (Conv2D) (None, 5, 5, 128) 159744 activation_101[0][0]
__________________________________________________________________________________________________
batch_normalization_102 (BatchN (None, 5, 5, 128) 512 conv2d_102[0][0]
__________________________________________________________________________________________________
activation_102 (Activation) (None, 5, 5, 128) 0 batch_normalization_102[0][0]
__________________________________________________________________________________________________
conv2d_103 (Conv2D) (None, 5, 5, 32) 36864 activation_102[0][0]
__________________________________________________________________________________________________
concatenate_49 (Concatenate) (None, 5, 5, 1280) 0 concatenate_48[0][0]
conv2d_103[0][0]
__________________________________________________________________________________________________
batch_normalization_103 (BatchN (None, 5, 5, 1280) 5120 concatenate_49[0][0]
__________________________________________________________________________________________________
activation_103 (Activation) (None, 5, 5, 1280) 0 batch_normalization_103[0][0]
__________________________________________________________________________________________________
conv2d_104 (Conv2D) (None, 5, 5, 128) 163840 activation_103[0][0]
__________________________________________________________________________________________________
batch_normalization_104 (BatchN (None, 5, 5, 128) 512 conv2d_104[0][0]
__________________________________________________________________________________________________
activation_104 (Activation) (None, 5, 5, 128) 0 batch_normalization_104[0][0]
__________________________________________________________________________________________________
conv2d_105 (Conv2D) (None, 5, 5, 32) 36864 activation_104[0][0]
__________________________________________________________________________________________________
concatenate_50 (Concatenate) (None, 5, 5, 1312) 0 concatenate_49[0][0]
conv2d_105[0][0]
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 5, 5, 1312) 5248 concatenate_50[0][0]
__________________________________________________________________________________________________
activation_105 (Activation) (None, 5, 5, 1312) 0 batch_normalization_105[0][0]
__________________________________________________________________________________________________
conv2d_106 (Conv2D) (None, 5, 5, 128) 167936 activation_105[0][0]
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 5, 5, 128) 512 conv2d_106[0][0]
__________________________________________________________________________________________________
activation_106 (Activation) (None, 5, 5, 128) 0 batch_normalization_106[0][0]
__________________________________________________________________________________________________
conv2d_107 (Conv2D) (None, 5, 5, 32) 36864 activation_106[0][0]
__________________________________________________________________________________________________
concatenate_51 (Concatenate) (None, 5, 5, 1344) 0 concatenate_50[0][0]
conv2d_107[0][0]
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 5, 5, 1344) 5376 concatenate_51[0][0]
__________________________________________________________________________________________________
activation_107 (Activation) (None, 5, 5, 1344) 0 batch_normalization_107[0][0]
__________________________________________________________________________________________________
conv2d_108 (Conv2D) (None, 5, 5, 128) 172032 activation_107[0][0]
__________________________________________________________________________________________________
batch_normalization_108 (BatchN (None, 5, 5, 128) 512 conv2d_108[0][0]
__________________________________________________________________________________________________
activation_108 (Activation) (None, 5, 5, 128) 0 batch_normalization_108[0][0]
__________________________________________________________________________________________________
conv2d_109 (Conv2D) (None, 5, 5, 32) 36864 activation_108[0][0]
__________________________________________________________________________________________________
concatenate_52 (Concatenate) (None, 5, 5, 1376) 0 concatenate_51[0][0]
conv2d_109[0][0]
__________________________________________________________________________________________________
batch_normalization_109 (BatchN (None, 5, 5, 1376) 5504 concatenate_52[0][0]
__________________________________________________________________________________________________
activation_109 (Activation) (None, 5, 5, 1376) 0 batch_normalization_109[0][0]
__________________________________________________________________________________________________
conv2d_110 (Conv2D) (None, 5, 5, 128) 176128 activation_109[0][0]
__________________________________________________________________________________________________
batch_normalization_110 (BatchN (None, 5, 5, 128) 512 conv2d_110[0][0]
__________________________________________________________________________________________________
activation_110 (Activation) (None, 5, 5, 128) 0 batch_normalization_110[0][0]
__________________________________________________________________________________________________
conv2d_111 (Conv2D) (None, 5, 5, 32) 36864 activation_110[0][0]
__________________________________________________________________________________________________
concatenate_53 (Concatenate) (None, 5, 5, 1408) 0 concatenate_52[0][0]
conv2d_111[0][0]
__________________________________________________________________________________________________
batch_normalization_111 (BatchN (None, 5, 5, 1408) 5632 concatenate_53[0][0]
__________________________________________________________________________________________________
activation_111 (Activation) (None, 5, 5, 1408) 0 batch_normalization_111[0][0]
__________________________________________________________________________________________________
conv2d_112 (Conv2D) (None, 5, 5, 128) 180224 activation_111[0][0]
__________________________________________________________________________________________________
batch_normalization_112 (BatchN (None, 5, 5, 128) 512 conv2d_112[0][0]
__________________________________________________________________________________________________
activation_112 (Activation) (None, 5, 5, 128) 0 batch_normalization_112[0][0]
__________________________________________________________________________________________________
conv2d_113 (Conv2D) (None, 5, 5, 32) 36864 activation_112[0][0]
__________________________________________________________________________________________________
concatenate_54 (Concatenate) (None, 5, 5, 1440) 0 concatenate_53[0][0]
conv2d_113[0][0]
__________________________________________________________________________________________________
batch_normalization_113 (BatchN (None, 5, 5, 1440) 5760 concatenate_54[0][0]
__________________________________________________________________________________________________
activation_113 (Activation) (None, 5, 5, 1440) 0 batch_normalization_113[0][0]
__________________________________________________________________________________________________
conv2d_114 (Conv2D) (None, 5, 5, 128) 184320 activation_113[0][0]
__________________________________________________________________________________________________
batch_normalization_114 (BatchN (None, 5, 5, 128) 512 conv2d_114[0][0]
__________________________________________________________________________________________________
activation_114 (Activation) (None, 5, 5, 128) 0 batch_normalization_114[0][0]
__________________________________________________________________________________________________
conv2d_115 (Conv2D) (None, 5, 5, 32) 36864 activation_114[0][0]
__________________________________________________________________________________________________
concatenate_55 (Concatenate) (None, 5, 5, 1472) 0 concatenate_54[0][0]
conv2d_115[0][0]
__________________________________________________________________________________________________
batch_normalization_115 (BatchN (None, 5, 5, 1472) 5888 concatenate_55[0][0]
__________________________________________________________________________________________________
activation_115 (Activation) (None, 5, 5, 1472) 0 batch_normalization_115[0][0]
__________________________________________________________________________________________________
conv2d_116 (Conv2D) (None, 5, 5, 128) 188416 activation_115[0][0]
__________________________________________________________________________________________________
batch_normalization_116 (BatchN (None, 5, 5, 128) 512 conv2d_116[0][0]
__________________________________________________________________________________________________
activation_116 (Activation) (None, 5, 5, 128) 0 batch_normalization_116[0][0]
__________________________________________________________________________________________________
conv2d_117 (Conv2D) (None, 5, 5, 32) 36864 activation_116[0][0]
__________________________________________________________________________________________________
concatenate_56 (Concatenate) (None, 5, 5, 1504) 0 concatenate_55[0][0]
conv2d_117[0][0]
__________________________________________________________________________________________________
batch_normalization_117 (BatchN (None, 5, 5, 1504) 6016 concatenate_56[0][0]
__________________________________________________________________________________________________
activation_117 (Activation) (None, 5, 5, 1504) 0 batch_normalization_117[0][0]
__________________________________________________________________________________________________
conv2d_118 (Conv2D) (None, 5, 5, 128) 192512 activation_117[0][0]
__________________________________________________________________________________________________
batch_normalization_118 (BatchN (None, 5, 5, 128) 512 conv2d_118[0][0]
__________________________________________________________________________________________________
activation_118 (Activation) (None, 5, 5, 128) 0 batch_normalization_118[0][0]
__________________________________________________________________________________________________
conv2d_119 (Conv2D) (None, 5, 5, 32) 36864 activation_118[0][0]
__________________________________________________________________________________________________
concatenate_57 (Concatenate) (None, 5, 5, 1536) 0 concatenate_56[0][0]
conv2d_119[0][0]
__________________________________________________________________________________________________
batch_normalization_119 (BatchN (None, 5, 5, 1536) 6144 concatenate_57[0][0]
__________________________________________________________________________________________________
activation_119 (Activation) (None, 5, 5, 1536) 0 batch_normalization_119[0][0]
__________________________________________________________________________________________________
conv2d_120 (Conv2D) (None, 5, 5, 128) 196608 activation_119[0][0]
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 5, 5, 128) 512 conv2d_120[0][0]
__________________________________________________________________________________________________
activation_120 (Activation) (None, 5, 5, 128) 0 batch_normalization_120[0][0]
__________________________________________________________________________________________________
conv2d_121 (Conv2D) (None, 5, 5, 32) 36864 activation_120[0][0]
__________________________________________________________________________________________________
concatenate_58 (Concatenate) (None, 5, 5, 1568) 0 concatenate_57[0][0]
conv2d_121[0][0]
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 5, 5, 1568) 6272 concatenate_58[0][0]
__________________________________________________________________________________________________
activation_121 (Activation) (None, 5, 5, 1568) 0 batch_normalization_121[0][0]
__________________________________________________________________________________________________
conv2d_122 (Conv2D) (None, 5, 5, 128) 200704 activation_121[0][0]
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 5, 5, 128) 512 conv2d_122[0][0]
__________________________________________________________________________________________________
activation_122 (Activation) (None, 5, 5, 128) 0 batch_normalization_122[0][0]
__________________________________________________________________________________________________
conv2d_123 (Conv2D) (None, 5, 5, 32) 36864 activation_122[0][0]
__________________________________________________________________________________________________
concatenate_59 (Concatenate) (None, 5, 5, 1600) 0 concatenate_58[0][0]
conv2d_123[0][0]
__________________________________________________________________________________________________
batch_normalization_123 (BatchN (None, 5, 5, 1600) 6400 concatenate_59[0][0]
__________________________________________________________________________________________________
activation_123 (Activation) (None, 5, 5, 1600) 0 batch_normalization_123[0][0]
__________________________________________________________________________________________________
conv2d_124 (Conv2D) (None, 5, 5, 128) 204800 activation_123[0][0]
__________________________________________________________________________________________________
batch_normalization_124 (BatchN (None, 5, 5, 128) 512 conv2d_124[0][0]
__________________________________________________________________________________________________
activation_124 (Activation) (None, 5, 5, 128) 0 batch_normalization_124[0][0]
__________________________________________________________________________________________________
conv2d_125 (Conv2D) (None, 5, 5, 32) 36864 activation_124[0][0]
__________________________________________________________________________________________________
concatenate_60 (Concatenate) (None, 5, 5, 1632) 0 concatenate_59[0][0]
conv2d_125[0][0]
__________________________________________________________________________________________________
batch_normalization_125 (BatchN (None, 5, 5, 1632) 6528 concatenate_60[0][0]
__________________________________________________________________________________________________
activation_125 (Activation) (None, 5, 5, 1632) 0 batch_normalization_125[0][0]
__________________________________________________________________________________________________
conv2d_126 (Conv2D) (None, 5, 5, 128) 208896 activation_125[0][0]
__________________________________________________________________________________________________
batch_normalization_126 (BatchN (None, 5, 5, 128) 512 conv2d_126[0][0]
__________________________________________________________________________________________________
activation_126 (Activation) (None, 5, 5, 128) 0 batch_normalization_126[0][0]
__________________________________________________________________________________________________
conv2d_127 (Conv2D) (None, 5, 5, 32) 36864 activation_126[0][0]
__________________________________________________________________________________________________
concatenate_61 (Concatenate) (None, 5, 5, 1664) 0 concatenate_60[0][0]
conv2d_127[0][0]
__________________________________________________________________________________________________
batch_normalization_127 (BatchN (None, 5, 5, 1664) 6656 concatenate_61[0][0]
__________________________________________________________________________________________________
activation_127 (Activation) (None, 5, 5, 1664) 0 batch_normalization_127[0][0]
__________________________________________________________________________________________________
conv2d_128 (Conv2D) (None, 5, 5, 128) 212992 activation_127[0][0]
__________________________________________________________________________________________________
batch_normalization_128 (BatchN (None, 5, 5, 128) 512 conv2d_128[0][0]
__________________________________________________________________________________________________
activation_128 (Activation) (None, 5, 5, 128) 0 batch_normalization_128[0][0]
__________________________________________________________________________________________________
conv2d_129 (Conv2D) (None, 5, 5, 32) 36864 activation_128[0][0]
__________________________________________________________________________________________________
concatenate_62 (Concatenate) (None, 5, 5, 1696) 0 concatenate_61[0][0]
conv2d_129[0][0]
__________________________________________________________________________________________________
batch_normalization_129 (BatchN (None, 5, 5, 1696) 6784 concatenate_62[0][0]
__________________________________________________________________________________________________
activation_129 (Activation) (None, 5, 5, 1696) 0 batch_normalization_129[0][0]
__________________________________________________________________________________________________
conv2d_130 (Conv2D) (None, 5, 5, 128) 217088 activation_129[0][0]
__________________________________________________________________________________________________
batch_normalization_130 (BatchN (None, 5, 5, 128) 512 conv2d_130[0][0]
__________________________________________________________________________________________________
activation_130 (Activation) (None, 5, 5, 128) 0 batch_normalization_130[0][0]
__________________________________________________________________________________________________
conv2d_131 (Conv2D) (None, 5, 5, 32) 36864 activation_130[0][0]
__________________________________________________________________________________________________
concatenate_63 (Concatenate) (None, 5, 5, 1728) 0 concatenate_62[0][0]
conv2d_131[0][0]
__________________________________________________________________________________________________
batch_normalization_131 (BatchN (None, 5, 5, 1728) 6912 concatenate_63[0][0]
__________________________________________________________________________________________________
activation_131 (Activation) (None, 5, 5, 1728) 0 batch_normalization_131[0][0]
__________________________________________________________________________________________________
conv2d_132 (Conv2D) (None, 5, 5, 128) 221184 activation_131[0][0]
__________________________________________________________________________________________________
batch_normalization_132 (BatchN (None, 5, 5, 128) 512 conv2d_132[0][0]
__________________________________________________________________________________________________
activation_132 (Activation) (None, 5, 5, 128) 0 batch_normalization_132[0][0]
__________________________________________________________________________________________________
conv2d_133 (Conv2D) (None, 5, 5, 32) 36864 activation_132[0][0]
__________________________________________________________________________________________________
concatenate_64 (Concatenate) (None, 5, 5, 1760) 0 concatenate_63[0][0]
conv2d_133[0][0]
__________________________________________________________________________________________________
batch_normalization_133 (BatchN (None, 5, 5, 1760) 7040 concatenate_64[0][0]
__________________________________________________________________________________________________
activation_133 (Activation) (None, 5, 5, 1760) 0 batch_normalization_133[0][0]
__________________________________________________________________________________________________
conv2d_134 (Conv2D) (None, 5, 5, 128) 225280 activation_133[0][0]
__________________________________________________________________________________________________
batch_normalization_134 (BatchN (None, 5, 5, 128) 512 conv2d_134[0][0]
__________________________________________________________________________________________________
activation_134 (Activation) (None, 5, 5, 128) 0 batch_normalization_134[0][0]
__________________________________________________________________________________________________
conv2d_135 (Conv2D) (None, 5, 5, 32) 36864 activation_134[0][0]
__________________________________________________________________________________________________
concatenate_65 (Concatenate) (None, 5, 5, 1792) 0 concatenate_64[0][0]
conv2d_135[0][0]
__________________________________________________________________________________________________
batch_normalization_135 (BatchN (None, 5, 5, 1792) 7168 concatenate_65[0][0]
__________________________________________________________________________________________________
activation_135 (Activation) (None, 5, 5, 1792) 0 batch_normalization_135[0][0]
__________________________________________________________________________________________________
conv2d_136 (Conv2D) (None, 5, 5, 896) 1606528 activation_135[0][0]
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 2, 2, 896) 0 conv2d_136[0][0]
__________________________________________________________________________________________________
batch_normalization_136 (BatchN (None, 2, 2, 896) 3584 average_pooling2d_2[0][0]
__________________________________________________________________________________________________
activation_136 (Activation) (None, 2, 2, 896) 0 batch_normalization_136[0][0]
__________________________________________________________________________________________________
conv2d_137 (Conv2D) (None, 2, 2, 128) 114688 activation_136[0][0]
__________________________________________________________________________________________________
batch_normalization_137 (BatchN (None, 2, 2, 128) 512 conv2d_137[0][0]
__________________________________________________________________________________________________
activation_137 (Activation) (None, 2, 2, 128) 0 batch_normalization_137[0][0]
__________________________________________________________________________________________________
conv2d_138 (Conv2D) (None, 2, 2, 32) 36864 activation_137[0][0]
__________________________________________________________________________________________________
concatenate_66 (Concatenate) (None, 2, 2, 928) 0 average_pooling2d_2[0][0]
conv2d_138[0][0]
__________________________________________________________________________________________________
batch_normalization_138 (BatchN (None, 2, 2, 928) 3712 concatenate_66[0][0]
__________________________________________________________________________________________________
activation_138 (Activation) (None, 2, 2, 928) 0 batch_normalization_138[0][0]
__________________________________________________________________________________________________
conv2d_139 (Conv2D) (None, 2, 2, 128) 118784 activation_138[0][0]
__________________________________________________________________________________________________
batch_normalization_139 (BatchN (None, 2, 2, 128) 512 conv2d_139[0][0]
__________________________________________________________________________________________________
activation_139 (Activation) (None, 2, 2, 128) 0 batch_normalization_139[0][0]
__________________________________________________________________________________________________
conv2d_140 (Conv2D) (None, 2, 2, 32) 36864 activation_139[0][0]
__________________________________________________________________________________________________
concatenate_67 (Concatenate) (None, 2, 2, 960) 0 concatenate_66[0][0]
conv2d_140[0][0]
__________________________________________________________________________________________________
batch_normalization_140 (BatchN (None, 2, 2, 960) 3840 concatenate_67[0][0]
__________________________________________________________________________________________________
activation_140 (Activation) (None, 2, 2, 960) 0 batch_normalization_140[0][0]
__________________________________________________________________________________________________
conv2d_141 (Conv2D) (None, 2, 2, 128) 122880 activation_140[0][0]
__________________________________________________________________________________________________
batch_normalization_141 (BatchN (None, 2, 2, 128) 512 conv2d_141[0][0]
__________________________________________________________________________________________________
activation_141 (Activation) (None, 2, 2, 128) 0 batch_normalization_141[0][0]
__________________________________________________________________________________________________
conv2d_142 (Conv2D) (None, 2, 2, 32) 36864 activation_141[0][0]
__________________________________________________________________________________________________
concatenate_68 (Concatenate) (None, 2, 2, 992) 0 concatenate_67[0][0]
conv2d_142[0][0]
__________________________________________________________________________________________________
batch_normalization_142 (BatchN (None, 2, 2, 992) 3968 concatenate_68[0][0]
__________________________________________________________________________________________________
activation_142 (Activation) (None, 2, 2, 992) 0 batch_normalization_142[0][0]
__________________________________________________________________________________________________
conv2d_143 (Conv2D) (None, 2, 2, 128) 126976 activation_142[0][0]
__________________________________________________________________________________________________
batch_normalization_143 (BatchN (None, 2, 2, 128) 512 conv2d_143[0][0]
__________________________________________________________________________________________________
activation_143 (Activation) (None, 2, 2, 128) 0 batch_normalization_143[0][0]
__________________________________________________________________________________________________
conv2d_144 (Conv2D) (None, 2, 2, 32) 36864 activation_143[0][0]
__________________________________________________________________________________________________
concatenate_69 (Concatenate) (None, 2, 2, 1024) 0 concatenate_68[0][0]
conv2d_144[0][0]
__________________________________________________________________________________________________
batch_normalization_144 (BatchN (None, 2, 2, 1024) 4096 concatenate_69[0][0]
__________________________________________________________________________________________________
activation_144 (Activation) (None, 2, 2, 1024) 0 batch_normalization_144[0][0]
__________________________________________________________________________________________________
conv2d_145 (Conv2D) (None, 2, 2, 128) 131072 activation_144[0][0]
__________________________________________________________________________________________________
batch_normalization_145 (BatchN (None, 2, 2, 128) 512 conv2d_145[0][0]
__________________________________________________________________________________________________
activation_145 (Activation) (None, 2, 2, 128) 0 batch_normalization_145[0][0]
__________________________________________________________________________________________________
conv2d_146 (Conv2D) (None, 2, 2, 32) 36864 activation_145[0][0]
__________________________________________________________________________________________________
concatenate_70 (Concatenate) (None, 2, 2, 1056) 0 concatenate_69[0][0]
conv2d_146[0][0]
__________________________________________________________________________________________________
batch_normalization_146 (BatchN (None, 2, 2, 1056) 4224 concatenate_70[0][0]
__________________________________________________________________________________________________
activation_146 (Activation) (None, 2, 2, 1056) 0 batch_normalization_146[0][0]
__________________________________________________________________________________________________
conv2d_147 (Conv2D) (None, 2, 2, 128) 135168 activation_146[0][0]
__________________________________________________________________________________________________
batch_normalization_147 (BatchN (None, 2, 2, 128) 512 conv2d_147[0][0]
__________________________________________________________________________________________________
activation_147 (Activation) (None, 2, 2, 128) 0 batch_normalization_147[0][0]
__________________________________________________________________________________________________
conv2d_148 (Conv2D) (None, 2, 2, 32) 36864 activation_147[0][0]
__________________________________________________________________________________________________
concatenate_71 (Concatenate) (None, 2, 2, 1088) 0 concatenate_70[0][0]
conv2d_148[0][0]
__________________________________________________________________________________________________
batch_normalization_148 (BatchN (None, 2, 2, 1088) 4352 concatenate_71[0][0]
__________________________________________________________________________________________________
activation_148 (Activation) (None, 2, 2, 1088) 0 batch_normalization_148[0][0]
__________________________________________________________________________________________________
conv2d_149 (Conv2D) (None, 2, 2, 128) 139264 activation_148[0][0]
__________________________________________________________________________________________________
batch_normalization_149 (BatchN (None, 2, 2, 128) 512 conv2d_149[0][0]
__________________________________________________________________________________________________
activation_149 (Activation) (None, 2, 2, 128) 0 batch_normalization_149[0][0]
__________________________________________________________________________________________________
conv2d_150 (Conv2D) (None, 2, 2, 32) 36864 activation_149[0][0]
__________________________________________________________________________________________________
concatenate_72 (Concatenate) (None, 2, 2, 1120) 0 concatenate_71[0][0]
conv2d_150[0][0]
__________________________________________________________________________________________________
batch_normalization_150 (BatchN (None, 2, 2, 1120) 4480 concatenate_72[0][0]
__________________________________________________________________________________________________
activation_150 (Activation) (None, 2, 2, 1120) 0 batch_normalization_150[0][0]
__________________________________________________________________________________________________
conv2d_151 (Conv2D) (None, 2, 2, 128) 143360 activation_150[0][0]
__________________________________________________________________________________________________
batch_normalization_151 (BatchN (None, 2, 2, 128) 512 conv2d_151[0][0]
__________________________________________________________________________________________________
activation_151 (Activation) (None, 2, 2, 128) 0 batch_normalization_151[0][0]
__________________________________________________________________________________________________
conv2d_152 (Conv2D) (None, 2, 2, 32) 36864 activation_151[0][0]
__________________________________________________________________________________________________
concatenate_73 (Concatenate) (None, 2, 2, 1152) 0 concatenate_72[0][0]
conv2d_152[0][0]
__________________________________________________________________________________________________
batch_normalization_152 (BatchN (None, 2, 2, 1152) 4608 concatenate_73[0][0]
__________________________________________________________________________________________________
activation_152 (Activation) (None, 2, 2, 1152) 0 batch_normalization_152[0][0]
__________________________________________________________________________________________________
conv2d_153 (Conv2D) (None, 2, 2, 128) 147456 activation_152[0][0]
__________________________________________________________________________________________________
batch_normalization_153 (BatchN (None, 2, 2, 128) 512 conv2d_153[0][0]
__________________________________________________________________________________________________
activation_153 (Activation) (None, 2, 2, 128) 0 batch_normalization_153[0][0]
__________________________________________________________________________________________________
conv2d_154 (Conv2D) (None, 2, 2, 32) 36864 activation_153[0][0]
__________________________________________________________________________________________________
concatenate_74 (Concatenate) (None, 2, 2, 1184) 0 concatenate_73[0][0]
conv2d_154[0][0]
__________________________________________________________________________________________________
batch_normalization_154 (BatchN (None, 2, 2, 1184) 4736 concatenate_74[0][0]
__________________________________________________________________________________________________
activation_154 (Activation) (None, 2, 2, 1184) 0 batch_normalization_154[0][0]
__________________________________________________________________________________________________
conv2d_155 (Conv2D) (None, 2, 2, 128) 151552 activation_154[0][0]
__________________________________________________________________________________________________
batch_normalization_155 (BatchN (None, 2, 2, 128) 512 conv2d_155[0][0]
__________________________________________________________________________________________________
activation_155 (Activation) (None, 2, 2, 128) 0 batch_normalization_155[0][0]
__________________________________________________________________________________________________
conv2d_156 (Conv2D) (None, 2, 2, 32) 36864 activation_155[0][0]
__________________________________________________________________________________________________
concatenate_75 (Concatenate) (None, 2, 2, 1216) 0 concatenate_74[0][0]
conv2d_156[0][0]
__________________________________________________________________________________________________
batch_normalization_156 (BatchN (None, 2, 2, 1216) 4864 concatenate_75[0][0]
__________________________________________________________________________________________________
activation_156 (Activation) (None, 2, 2, 1216) 0 batch_normalization_156[0][0]
__________________________________________________________________________________________________
conv2d_157 (Conv2D) (None, 2, 2, 128) 155648 activation_156[0][0]
__________________________________________________________________________________________________
batch_normalization_157 (BatchN (None, 2, 2, 128) 512 conv2d_157[0][0]
__________________________________________________________________________________________________
activation_157 (Activation) (None, 2, 2, 128) 0 batch_normalization_157[0][0]
__________________________________________________________________________________________________
conv2d_158 (Conv2D) (None, 2, 2, 32) 36864 activation_157[0][0]
__________________________________________________________________________________________________
concatenate_76 (Concatenate) (None, 2, 2, 1248) 0 concatenate_75[0][0]
conv2d_158[0][0]
__________________________________________________________________________________________________
batch_normalization_158 (BatchN (None, 2, 2, 1248) 4992 concatenate_76[0][0]
__________________________________________________________________________________________________
activation_158 (Activation) (None, 2, 2, 1248) 0 batch_normalization_158[0][0]
__________________________________________________________________________________________________
conv2d_159 (Conv2D) (None, 2, 2, 128) 159744 activation_158[0][0]
__________________________________________________________________________________________________
batch_normalization_159 (BatchN (None, 2, 2, 128) 512 conv2d_159[0][0]
__________________________________________________________________________________________________
activation_159 (Activation) (None, 2, 2, 128) 0 batch_normalization_159[0][0]
__________________________________________________________________________________________________
conv2d_160 (Conv2D) (None, 2, 2, 32) 36864 activation_159[0][0]
__________________________________________________________________________________________________
concatenate_77 (Concatenate) (None, 2, 2, 1280) 0 concatenate_76[0][0]
conv2d_160[0][0]
__________________________________________________________________________________________________
batch_normalization_160 (BatchN (None, 2, 2, 1280) 5120 concatenate_77[0][0]
__________________________________________________________________________________________________
activation_160 (Activation) (None, 2, 2, 1280) 0 batch_normalization_160[0][0]
__________________________________________________________________________________________________
conv2d_161 (Conv2D) (None, 2, 2, 128) 163840 activation_160[0][0]
__________________________________________________________________________________________________
batch_normalization_161 (BatchN (None, 2, 2, 128) 512 conv2d_161[0][0]
__________________________________________________________________________________________________
activation_161 (Activation) (None, 2, 2, 128) 0 batch_normalization_161[0][0]
__________________________________________________________________________________________________
conv2d_162 (Conv2D) (None, 2, 2, 32) 36864 activation_161[0][0]
__________________________________________________________________________________________________
concatenate_78 (Concatenate) (None, 2, 2, 1312) 0 concatenate_77[0][0]
conv2d_162[0][0]
__________________________________________________________________________________________________
batch_normalization_162 (BatchN (None, 2, 2, 1312) 5248 concatenate_78[0][0]
__________________________________________________________________________________________________
activation_162 (Activation) (None, 2, 2, 1312) 0 batch_normalization_162[0][0]
__________________________________________________________________________________________________
conv2d_163 (Conv2D) (None, 2, 2, 128) 167936 activation_162[0][0]
__________________________________________________________________________________________________
batch_normalization_163 (BatchN (None, 2, 2, 128) 512 conv2d_163[0][0]
__________________________________________________________________________________________________
activation_163 (Activation) (None, 2, 2, 128) 0 batch_normalization_163[0][0]
__________________________________________________________________________________________________
conv2d_164 (Conv2D) (None, 2, 2, 32) 36864 activation_163[0][0]
__________________________________________________________________________________________________
concatenate_79 (Concatenate) (None, 2, 2, 1344) 0 concatenate_78[0][0]
conv2d_164[0][0]
__________________________________________________________________________________________________
batch_normalization_164 (BatchN (None, 2, 2, 1344) 5376 concatenate_79[0][0]
__________________________________________________________________________________________________
activation_164 (Activation) (None, 2, 2, 1344) 0 batch_normalization_164[0][0]
__________________________________________________________________________________________________
conv2d_165 (Conv2D) (None, 2, 2, 128) 172032 activation_164[0][0]
__________________________________________________________________________________________________
batch_normalization_165 (BatchN (None, 2, 2, 128) 512 conv2d_165[0][0]
__________________________________________________________________________________________________
activation_165 (Activation) (None, 2, 2, 128) 0 batch_normalization_165[0][0]
__________________________________________________________________________________________________
conv2d_166 (Conv2D) (None, 2, 2, 32) 36864 activation_165[0][0]
__________________________________________________________________________________________________
concatenate_80 (Concatenate) (None, 2, 2, 1376) 0 concatenate_79[0][0]
conv2d_166[0][0]
__________________________________________________________________________________________________
batch_normalization_166 (BatchN (None, 2, 2, 1376) 5504 concatenate_80[0][0]
__________________________________________________________________________________________________
activation_166 (Activation) (None, 2, 2, 1376) 0 batch_normalization_166[0][0]
__________________________________________________________________________________________________
conv2d_167 (Conv2D) (None, 2, 2, 128) 176128 activation_166[0][0]
__________________________________________________________________________________________________
batch_normalization_167 (BatchN (None, 2, 2, 128) 512 conv2d_167[0][0]
__________________________________________________________________________________________________
activation_167 (Activation) (None, 2, 2, 128) 0 batch_normalization_167[0][0]
__________________________________________________________________________________________________
conv2d_168 (Conv2D) (None, 2, 2, 32) 36864 activation_167[0][0]
__________________________________________________________________________________________________
concatenate_81 (Concatenate) (None, 2, 2, 1408) 0 concatenate_80[0][0]
conv2d_168[0][0]
__________________________________________________________________________________________________
batch_normalization_168 (BatchN (None, 2, 2, 1408) 5632 concatenate_81[0][0]
__________________________________________________________________________________________________
activation_168 (Activation) (None, 2, 2, 1408) 0 batch_normalization_168[0][0]
__________________________________________________________________________________________________
conv2d_169 (Conv2D) (None, 2, 2, 128) 180224 activation_168[0][0]
__________________________________________________________________________________________________
batch_normalization_169 (BatchN (None, 2, 2, 128) 512 conv2d_169[0][0]
__________________________________________________________________________________________________
activation_169 (Activation) (None, 2, 2, 128) 0 batch_normalization_169[0][0]
__________________________________________________________________________________________________
conv2d_170 (Conv2D) (None, 2, 2, 32) 36864 activation_169[0][0]
__________________________________________________________________________________________________
concatenate_82 (Concatenate) (None, 2, 2, 1440) 0 concatenate_81[0][0]
conv2d_170[0][0]
__________________________________________________________________________________________________
batch_normalization_170 (BatchN (None, 2, 2, 1440) 5760 concatenate_82[0][0]
__________________________________________________________________________________________________
activation_170 (Activation) (None, 2, 2, 1440) 0 batch_normalization_170[0][0]
__________________________________________________________________________________________________
conv2d_171 (Conv2D) (None, 2, 2, 128) 184320 activation_170[0][0]
__________________________________________________________________________________________________
batch_normalization_171 (BatchN (None, 2, 2, 128) 512 conv2d_171[0][0]
__________________________________________________________________________________________________
activation_171 (Activation) (None, 2, 2, 128) 0 batch_normalization_171[0][0]
__________________________________________________________________________________________________
conv2d_172 (Conv2D) (None, 2, 2, 32) 36864 activation_171[0][0]
__________________________________________________________________________________________________
concatenate_83 (Concatenate) (None, 2, 2, 1472) 0 concatenate_82[0][0]
conv2d_172[0][0]
__________________________________________________________________________________________________
batch_normalization_172 (BatchN (None, 2, 2, 1472) 5888 concatenate_83[0][0]
__________________________________________________________________________________________________
activation_172 (Activation) (None, 2, 2, 1472) 0 batch_normalization_172[0][0]
__________________________________________________________________________________________________
conv2d_173 (Conv2D) (None, 2, 2, 128) 188416 activation_172[0][0]
__________________________________________________________________________________________________
batch_normalization_173 (BatchN (None, 2, 2, 128) 512 conv2d_173[0][0]
__________________________________________________________________________________________________
activation_173 (Activation) (None, 2, 2, 128) 0 batch_normalization_173[0][0]
__________________________________________________________________________________________________
conv2d_174 (Conv2D) (None, 2, 2, 32) 36864 activation_173[0][0]
__________________________________________________________________________________________________
concatenate_84 (Concatenate) (None, 2, 2, 1504) 0 concatenate_83[0][0]
conv2d_174[0][0]
__________________________________________________________________________________________________
batch_normalization_174 (BatchN (None, 2, 2, 1504) 6016 concatenate_84[0][0]
__________________________________________________________________________________________________
activation_174 (Activation) (None, 2, 2, 1504) 0 batch_normalization_174[0][0]
__________________________________________________________________________________________________
conv2d_175 (Conv2D) (None, 2, 2, 128) 192512 activation_174[0][0]
__________________________________________________________________________________________________
batch_normalization_175 (BatchN (None, 2, 2, 128) 512 conv2d_175[0][0]
__________________________________________________________________________________________________
activation_175 (Activation) (None, 2, 2, 128) 0 batch_normalization_175[0][0]
__________________________________________________________________________________________________
conv2d_176 (Conv2D) (None, 2, 2, 32) 36864 activation_175[0][0]
__________________________________________________________________________________________________
concatenate_85 (Concatenate) (None, 2, 2, 1536) 0 concatenate_84[0][0]
conv2d_176[0][0]
__________________________________________________________________________________________________
batch_normalization_176 (BatchN (None, 2, 2, 1536) 6144 concatenate_85[0][0]
__________________________________________________________________________________________________
activation_176 (Activation) (None, 2, 2, 1536) 0 batch_normalization_176[0][0]
__________________________________________________________________________________________________
conv2d_177 (Conv2D) (None, 2, 2, 128) 196608 activation_176[0][0]
__________________________________________________________________________________________________
batch_normalization_177 (BatchN (None, 2, 2, 128) 512 conv2d_177[0][0]
__________________________________________________________________________________________________
activation_177 (Activation) (None, 2, 2, 128) 0 batch_normalization_177[0][0]
__________________________________________________________________________________________________
conv2d_178 (Conv2D) (None, 2, 2, 32) 36864 activation_177[0][0]
__________________________________________________________________________________________________
concatenate_86 (Concatenate) (None, 2, 2, 1568) 0 concatenate_85[0][0]
conv2d_178[0][0]
__________________________________________________________________________________________________
batch_normalization_178 (BatchN (None, 2, 2, 1568) 6272 concatenate_86[0][0]
__________________________________________________________________________________________________
activation_178 (Activation) (None, 2, 2, 1568) 0 batch_normalization_178[0][0]
__________________________________________________________________________________________________
conv2d_179 (Conv2D) (None, 2, 2, 128) 200704 activation_178[0][0]
__________________________________________________________________________________________________
batch_normalization_179 (BatchN (None, 2, 2, 128) 512 conv2d_179[0][0]
__________________________________________________________________________________________________
activation_179 (Activation) (None, 2, 2, 128) 0 batch_normalization_179[0][0]
__________________________________________________________________________________________________
conv2d_180 (Conv2D) (None, 2, 2, 32) 36864 activation_179[0][0]
__________________________________________________________________________________________________
concatenate_87 (Concatenate) (None, 2, 2, 1600) 0 concatenate_86[0][0]
conv2d_180[0][0]
__________________________________________________________________________________________________
batch_normalization_180 (BatchN (None, 2, 2, 1600) 6400 concatenate_87[0][0]
__________________________________________________________________________________________________
activation_180 (Activation) (None, 2, 2, 1600) 0 batch_normalization_180[0][0]
__________________________________________________________________________________________________
conv2d_181 (Conv2D) (None, 2, 2, 128) 204800 activation_180[0][0]
__________________________________________________________________________________________________
batch_normalization_181 (BatchN (None, 2, 2, 128) 512 conv2d_181[0][0]
__________________________________________________________________________________________________
activation_181 (Activation) (None, 2, 2, 128) 0 batch_normalization_181[0][0]
__________________________________________________________________________________________________
conv2d_182 (Conv2D) (None, 2, 2, 32) 36864 activation_181[0][0]
__________________________________________________________________________________________________
concatenate_88 (Concatenate) (None, 2, 2, 1632) 0 concatenate_87[0][0]
conv2d_182[0][0]
__________________________________________________________________________________________________
batch_normalization_182 (BatchN (None, 2, 2, 1632) 6528 concatenate_88[0][0]
__________________________________________________________________________________________________
activation_182 (Activation) (None, 2, 2, 1632) 0 batch_normalization_182[0][0]
__________________________________________________________________________________________________
conv2d_183 (Conv2D) (None, 2, 2, 128) 208896 activation_182[0][0]
__________________________________________________________________________________________________
batch_normalization_183 (BatchN (None, 2, 2, 128) 512 conv2d_183[0][0]
__________________________________________________________________________________________________
activation_183 (Activation) (None, 2, 2, 128) 0 batch_normalization_183[0][0]
__________________________________________________________________________________________________
conv2d_184 (Conv2D) (None, 2, 2, 32) 36864 activation_183[0][0]
__________________________________________________________________________________________________
concatenate_89 (Concatenate) (None, 2, 2, 1664) 0 concatenate_88[0][0]
conv2d_184[0][0]
__________________________________________________________________________________________________
batch_normalization_184 (BatchN (None, 2, 2, 1664) 6656 concatenate_89[0][0]
__________________________________________________________________________________________________
activation_184 (Activation) (None, 2, 2, 1664) 0 batch_normalization_184[0][0]
__________________________________________________________________________________________________
conv2d_185 (Conv2D) (None, 2, 2, 128) 212992 activation_184[0][0]
__________________________________________________________________________________________________
batch_normalization_185 (BatchN (None, 2, 2, 128) 512 conv2d_185[0][0]
__________________________________________________________________________________________________
activation_185 (Activation) (None, 2, 2, 128) 0 batch_normalization_185[0][0]
__________________________________________________________________________________________________
conv2d_186 (Conv2D) (None, 2, 2, 32) 36864 activation_185[0][0]
__________________________________________________________________________________________________
concatenate_90 (Concatenate) (None, 2, 2, 1696) 0 concatenate_89[0][0]
conv2d_186[0][0]
__________________________________________________________________________________________________
batch_normalization_186 (BatchN (None, 2, 2, 1696) 6784 concatenate_90[0][0]
__________________________________________________________________________________________________
activation_186 (Activation) (None, 2, 2, 1696) 0 batch_normalization_186[0][0]
__________________________________________________________________________________________________
conv2d_187 (Conv2D) (None, 2, 2, 128) 217088 activation_186[0][0]
__________________________________________________________________________________________________
batch_normalization_187 (BatchN (None, 2, 2, 128) 512 conv2d_187[0][0]
__________________________________________________________________________________________________
activation_187 (Activation) (None, 2, 2, 128) 0 batch_normalization_187[0][0]
__________________________________________________________________________________________________
conv2d_188 (Conv2D) (None, 2, 2, 32) 36864 activation_187[0][0]
__________________________________________________________________________________________________
concatenate_91 (Concatenate) (None, 2, 2, 1728) 0 concatenate_90[0][0]
conv2d_188[0][0]
__________________________________________________________________________________________________
batch_normalization_188 (BatchN (None, 2, 2, 1728) 6912 concatenate_91[0][0]
__________________________________________________________________________________________________
activation_188 (Activation) (None, 2, 2, 1728) 0 batch_normalization_188[0][0]
__________________________________________________________________________________________________
conv2d_189 (Conv2D) (None, 2, 2, 128) 221184 activation_188[0][0]
__________________________________________________________________________________________________
batch_normalization_189 (BatchN (None, 2, 2, 128) 512 conv2d_189[0][0]
__________________________________________________________________________________________________
activation_189 (Activation) (None, 2, 2, 128) 0 batch_normalization_189[0][0]
__________________________________________________________________________________________________
conv2d_190 (Conv2D) (None, 2, 2, 32) 36864 activation_189[0][0]
__________________________________________________________________________________________________
concatenate_92 (Concatenate) (None, 2, 2, 1760) 0 concatenate_91[0][0]
conv2d_190[0][0]
__________________________________________________________________________________________________
batch_normalization_190 (BatchN (None, 2, 2, 1760) 7040 concatenate_92[0][0]
__________________________________________________________________________________________________
activation_190 (Activation) (None, 2, 2, 1760) 0 batch_normalization_190[0][0]
__________________________________________________________________________________________________
conv2d_191 (Conv2D) (None, 2, 2, 128) 225280 activation_190[0][0]
__________________________________________________________________________________________________
batch_normalization_191 (BatchN (None, 2, 2, 128) 512 conv2d_191[0][0]
__________________________________________________________________________________________________
activation_191 (Activation) (None, 2, 2, 128) 0 batch_normalization_191[0][0]
__________________________________________________________________________________________________
conv2d_192 (Conv2D) (None, 2, 2, 32) 36864 activation_191[0][0]
__________________________________________________________________________________________________
concatenate_93 (Concatenate) (None, 2, 2, 1792) 0 concatenate_92[0][0]
conv2d_192[0][0]
__________________________________________________________________________________________________
batch_normalization_192 (BatchN (None, 2, 2, 1792) 7168 concatenate_93[0][0]
__________________________________________________________________________________________________
activation_192 (Activation) (None, 2, 2, 1792) 0 batch_normalization_192[0][0]
__________________________________________________________________________________________________
conv2d_193 (Conv2D) (None, 2, 2, 128) 229376 activation_192[0][0]
__________________________________________________________________________________________________
batch_normalization_193 (BatchN (None, 2, 2, 128) 512 conv2d_193[0][0]
__________________________________________________________________________________________________
activation_193 (Activation) (None, 2, 2, 128) 0 batch_normalization_193[0][0]
__________________________________________________________________________________________________
conv2d_194 (Conv2D) (None, 2, 2, 32) 36864 activation_193[0][0]
__________________________________________________________________________________________________
concatenate_94 (Concatenate) (None, 2, 2, 1824) 0 concatenate_93[0][0]
conv2d_194[0][0]
__________________________________________________________________________________________________
batch_normalization_194 (BatchN (None, 2, 2, 1824) 7296 concatenate_94[0][0]
__________________________________________________________________________________________________
activation_194 (Activation) (None, 2, 2, 1824) 0 batch_normalization_194[0][0]
__________________________________________________________________________________________________
conv2d_195 (Conv2D) (None, 2, 2, 128) 233472 activation_194[0][0]
__________________________________________________________________________________________________
batch_normalization_195 (BatchN (None, 2, 2, 128) 512 conv2d_195[0][0]
__________________________________________________________________________________________________
activation_195 (Activation) (None, 2, 2, 128) 0 batch_normalization_195[0][0]
__________________________________________________________________________________________________
conv2d_196 (Conv2D) (None, 2, 2, 32) 36864 activation_195[0][0]
__________________________________________________________________________________________________
concatenate_95 (Concatenate) (None, 2, 2, 1856) 0 concatenate_94[0][0]
conv2d_196[0][0]
__________________________________________________________________________________________________
batch_normalization_196 (BatchN (None, 2, 2, 1856) 7424 concatenate_95[0][0]
__________________________________________________________________________________________________
activation_196 (Activation) (None, 2, 2, 1856) 0 batch_normalization_196[0][0]
__________________________________________________________________________________________________
conv2d_197 (Conv2D) (None, 2, 2, 128) 237568 activation_196[0][0]
__________________________________________________________________________________________________
batch_normalization_197 (BatchN (None, 2, 2, 128) 512 conv2d_197[0][0]
__________________________________________________________________________________________________
activation_197 (Activation) (None, 2, 2, 128) 0 batch_normalization_197[0][0]
__________________________________________________________________________________________________
conv2d_198 (Conv2D) (None, 2, 2, 32) 36864 activation_197[0][0]
__________________________________________________________________________________________________
concatenate_96 (Concatenate) (None, 2, 2, 1888) 0 concatenate_95[0][0]
conv2d_198[0][0]
__________________________________________________________________________________________________
batch_normalization_198 (BatchN (None, 2, 2, 1888) 7552 concatenate_96[0][0]
__________________________________________________________________________________________________
activation_198 (Activation) (None, 2, 2, 1888) 0 batch_normalization_198[0][0]
__________________________________________________________________________________________________
conv2d_199 (Conv2D) (None, 2, 2, 128) 241664 activation_198[0][0]
__________________________________________________________________________________________________
batch_normalization_199 (BatchN (None, 2, 2, 128) 512 conv2d_199[0][0]
__________________________________________________________________________________________________
activation_199 (Activation) (None, 2, 2, 128) 0 batch_normalization_199[0][0]
__________________________________________________________________________________________________
conv2d_200 (Conv2D) (None, 2, 2, 32) 36864 activation_199[0][0]
__________________________________________________________________________________________________
concatenate_97 (Concatenate) (None, 2, 2, 1920) 0 concatenate_96[0][0]
conv2d_200[0][0]
__________________________________________________________________________________________________
batch_normalization_200 (BatchN (None, 2, 2, 1920) 7680 concatenate_97[0][0]
__________________________________________________________________________________________________
activation_200 (Activation) (None, 2, 2, 1920) 0 batch_normalization_200[0][0]
__________________________________________________________________________________________________
conv2d_201 (Conv2D) (None, 2, 2, 960) 1844160 activation_200[0][0]
__________________________________________________________________________________________________
average_pooling2d_3 (AveragePoo (None, 1, 1, 960) 0 conv2d_201[0][0]
__________________________________________________________________________________________________
batch_normalization_201 (BatchN (None, 1, 1, 960) 3840 average_pooling2d_3[0][0]
__________________________________________________________________________________________________
activation_201 (Activation) (None, 1, 1, 960) 0 batch_normalization_201[0][0]
__________________________________________________________________________________________________
global_average_pooling2d (Globa (None, 960) 0 activation_201[0][0]
__________________________________________________________________________________________________
dense (Dense) (None, 10) 9610 global_average_pooling2d[0][0]
==================================================================================================
Total params: 20,180,880
Trainable params: 19,949,904
Non-trainable params: 230,976
__________________________________________________________________________________________________