__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 32, 32, 3) 0
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 32, 32, 24) 648 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 32, 32, 24) 96 conv2d_1[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 32, 32, 24) 0 batch_normalization_1[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 32, 32, 96) 2304 activation_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 32, 32, 96) 384 conv2d_2[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 32, 32, 96) 0 batch_normalization_2[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 32, 32, 24) 20736 activation_2[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 32, 32, 48) 0 conv2d_1[0][0]
conv2d_3[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 32, 32, 48) 192 concatenate_1[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 32, 32, 48) 0 batch_normalization_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 32, 32, 96) 4608 activation_3[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 32, 32, 96) 384 conv2d_4[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 32, 32, 96) 0 batch_normalization_4[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 32, 32, 24) 20736 activation_4[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 32, 32, 72) 0 concatenate_1[0][0]
conv2d_5[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 32, 32, 72) 288 concatenate_2[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 32, 32, 72) 0 batch_normalization_5[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 32, 32, 96) 6912 activation_5[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 32, 32, 96) 384 conv2d_6[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 32, 32, 96) 0 batch_normalization_6[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 32, 32, 24) 20736 activation_6[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 32, 32, 96) 0 concatenate_2[0][0]
conv2d_7[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 32, 32, 96) 384 concatenate_3[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 32, 32, 96) 0 batch_normalization_7[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 32, 32, 96) 9216 activation_7[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 32, 32, 96) 384 conv2d_8[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 32, 32, 96) 0 batch_normalization_8[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 32, 32, 24) 20736 activation_8[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 32, 32, 120) 0 concatenate_3[0][0]
conv2d_9[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 32, 32, 120) 480 concatenate_4[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 32, 32, 120) 0 batch_normalization_9[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 32, 32, 96) 11520 activation_9[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 32, 32, 96) 384 conv2d_10[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 32, 32, 96) 0 batch_normalization_10[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 32, 32, 24) 20736 activation_10[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate) (None, 32, 32, 144) 0 concatenate_4[0][0]
conv2d_11[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 32, 32, 144) 576 concatenate_5[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 32, 32, 144) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 32, 32, 96) 13824 activation_11[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 32, 32, 96) 384 conv2d_12[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 32, 32, 96) 0 batch_normalization_12[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 32, 32, 24) 20736 activation_12[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate) (None, 32, 32, 168) 0 concatenate_5[0][0]
conv2d_13[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 32, 32, 168) 672 concatenate_6[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 32, 32, 168) 0 batch_normalization_13[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 32, 32, 96) 16128 activation_13[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 32, 32, 96) 384 conv2d_14[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 32, 32, 96) 0 batch_normalization_14[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 32, 32, 24) 20736 activation_14[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 32, 32, 192) 0 concatenate_6[0][0]
conv2d_15[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 32, 32, 192) 768 concatenate_7[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 32, 32, 192) 0 batch_normalization_15[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 32, 32, 96) 18432 activation_15[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 32, 32, 96) 384 conv2d_16[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 32, 32, 96) 0 batch_normalization_16[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 32, 32, 24) 20736 activation_16[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 32, 32, 216) 0 concatenate_7[0][0]
conv2d_17[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 32, 32, 216) 864 concatenate_8[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 32, 32, 216) 0 batch_normalization_17[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 32, 32, 96) 20736 activation_17[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 32, 32, 96) 384 conv2d_18[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 32, 32, 96) 0 batch_normalization_18[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 32, 32, 24) 20736 activation_18[0][0]
__________________________________________________________________________________________________
concatenate_9 (Concatenate) (None, 32, 32, 240) 0 concatenate_8[0][0]
conv2d_19[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 32, 32, 240) 960 concatenate_9[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 32, 32, 240) 0 batch_normalization_19[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 32, 32, 96) 23040 activation_19[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 32, 32, 96) 384 conv2d_20[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 32, 32, 96) 0 batch_normalization_20[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 32, 32, 24) 20736 activation_20[0][0]
__________________________________________________________________________________________________
concatenate_10 (Concatenate) (None, 32, 32, 264) 0 concatenate_9[0][0]
conv2d_21[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 32, 32, 264) 1056 concatenate_10[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 32, 32, 264) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 32, 32, 132) 34848 activation_21[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 16, 16, 132) 0 conv2d_22[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 16, 16, 132) 528 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 16, 16, 132) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 16, 16, 96) 12672 activation_22[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 16, 16, 96) 384 conv2d_23[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 16, 16, 96) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 16, 16, 24) 20736 activation_23[0][0]
__________________________________________________________________________________________________
concatenate_11 (Concatenate) (None, 16, 16, 156) 0 average_pooling2d_1[0][0]
conv2d_24[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 16, 16, 156) 624 concatenate_11[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 16, 16, 156) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 16, 16, 96) 14976 activation_24[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 16, 16, 96) 384 conv2d_25[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 16, 16, 96) 0 batch_normalization_25[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 16, 16, 24) 20736 activation_25[0][0]
__________________________________________________________________________________________________
concatenate_12 (Concatenate) (None, 16, 16, 180) 0 concatenate_11[0][0]
conv2d_26[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 16, 16, 180) 720 concatenate_12[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 16, 16, 180) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 16, 16, 96) 17280 activation_26[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 16, 16, 96) 384 conv2d_27[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 16, 16, 96) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 16, 16, 24) 20736 activation_27[0][0]
__________________________________________________________________________________________________
concatenate_13 (Concatenate) (None, 16, 16, 204) 0 concatenate_12[0][0]
conv2d_28[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 16, 16, 204) 816 concatenate_13[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 16, 16, 204) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 16, 16, 96) 19584 activation_28[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 16, 16, 96) 384 conv2d_29[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 16, 16, 96) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 16, 16, 24) 20736 activation_29[0][0]
__________________________________________________________________________________________________
concatenate_14 (Concatenate) (None, 16, 16, 228) 0 concatenate_13[0][0]
conv2d_30[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 16, 16, 228) 912 concatenate_14[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 16, 16, 228) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 16, 16, 96) 21888 activation_30[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 16, 16, 96) 384 conv2d_31[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 16, 16, 96) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 16, 16, 24) 20736 activation_31[0][0]
__________________________________________________________________________________________________
concatenate_15 (Concatenate) (None, 16, 16, 252) 0 concatenate_14[0][0]
conv2d_32[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 16, 16, 252) 1008 concatenate_15[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 16, 16, 252) 0 batch_normalization_32[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 16, 16, 96) 24192 activation_32[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 16, 16, 96) 384 conv2d_33[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 16, 16, 96) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 16, 16, 24) 20736 activation_33[0][0]
__________________________________________________________________________________________________
concatenate_16 (Concatenate) (None, 16, 16, 276) 0 concatenate_15[0][0]
conv2d_34[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 16, 16, 276) 1104 concatenate_16[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 16, 16, 276) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 16, 16, 96) 26496 activation_34[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 16, 16, 96) 384 conv2d_35[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 16, 16, 96) 0 batch_normalization_35[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 16, 16, 24) 20736 activation_35[0][0]
__________________________________________________________________________________________________
concatenate_17 (Concatenate) (None, 16, 16, 300) 0 concatenate_16[0][0]
conv2d_36[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 16, 16, 300) 1200 concatenate_17[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 16, 16, 300) 0 batch_normalization_36[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 16, 16, 96) 28800 activation_36[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 16, 16, 96) 384 conv2d_37[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 16, 16, 96) 0 batch_normalization_37[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 16, 16, 24) 20736 activation_37[0][0]
__________________________________________________________________________________________________
concatenate_18 (Concatenate) (None, 16, 16, 324) 0 concatenate_17[0][0]
conv2d_38[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 16, 16, 324) 1296 concatenate_18[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 16, 16, 324) 0 batch_normalization_38[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 16, 16, 96) 31104 activation_38[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 16, 16, 96) 384 conv2d_39[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 16, 16, 96) 0 batch_normalization_39[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 16, 16, 24) 20736 activation_39[0][0]
__________________________________________________________________________________________________
concatenate_19 (Concatenate) (None, 16, 16, 348) 0 concatenate_18[0][0]
conv2d_40[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 16, 16, 348) 1392 concatenate_19[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 16, 16, 348) 0 batch_normalization_40[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 16, 16, 96) 33408 activation_40[0][0]
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 16, 16, 96) 384 conv2d_41[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, 16, 16, 96) 0 batch_normalization_41[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 16, 16, 24) 20736 activation_41[0][0]
__________________________________________________________________________________________________
concatenate_20 (Concatenate) (None, 16, 16, 372) 0 concatenate_19[0][0]
conv2d_42[0][0]
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 16, 16, 372) 1488 concatenate_20[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 16, 16, 372) 0 batch_normalization_42[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 16, 16, 186) 69192 activation_42[0][0]
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 8, 8, 186) 0 conv2d_43[0][0]
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 8, 8, 186) 744 average_pooling2d_2[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, 8, 8, 186) 0 batch_normalization_43[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 8, 8, 96) 17856 activation_43[0][0]
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 8, 8, 96) 384 conv2d_44[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 8, 8, 96) 0 batch_normalization_44[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 8, 8, 24) 20736 activation_44[0][0]
__________________________________________________________________________________________________
concatenate_21 (Concatenate) (None, 8, 8, 210) 0 average_pooling2d_2[0][0]
conv2d_45[0][0]
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 8, 8, 210) 840 concatenate_21[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, 8, 8, 210) 0 batch_normalization_45[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 8, 8, 96) 20160 activation_45[0][0]
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 8, 8, 96) 384 conv2d_46[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, 8, 8, 96) 0 batch_normalization_46[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 8, 8, 24) 20736 activation_46[0][0]
__________________________________________________________________________________________________
concatenate_22 (Concatenate) (None, 8, 8, 234) 0 concatenate_21[0][0]
conv2d_47[0][0]
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 8, 8, 234) 936 concatenate_22[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, 8, 8, 234) 0 batch_normalization_47[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 8, 8, 96) 22464 activation_47[0][0]
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 8, 8, 96) 384 conv2d_48[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, 8, 8, 96) 0 batch_normalization_48[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 8, 8, 24) 20736 activation_48[0][0]
__________________________________________________________________________________________________
concatenate_23 (Concatenate) (None, 8, 8, 258) 0 concatenate_22[0][0]
conv2d_49[0][0]
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 8, 8, 258) 1032 concatenate_23[0][0]
__________________________________________________________________________________________________
activation_49 (Activation) (None, 8, 8, 258) 0 batch_normalization_49[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 8, 8, 96) 24768 activation_49[0][0]
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 8, 8, 96) 384 conv2d_50[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, 8, 8, 96) 0 batch_normalization_50[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 8, 8, 24) 20736 activation_50[0][0]
__________________________________________________________________________________________________
concatenate_24 (Concatenate) (None, 8, 8, 282) 0 concatenate_23[0][0]
conv2d_51[0][0]
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 8, 8, 282) 1128 concatenate_24[0][0]
__________________________________________________________________________________________________
activation_51 (Activation) (None, 8, 8, 282) 0 batch_normalization_51[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 8, 8, 96) 27072 activation_51[0][0]
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 8, 8, 96) 384 conv2d_52[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, 8, 8, 96) 0 batch_normalization_52[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 8, 8, 24) 20736 activation_52[0][0]
__________________________________________________________________________________________________
concatenate_25 (Concatenate) (None, 8, 8, 306) 0 concatenate_24[0][0]
conv2d_53[0][0]
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 8, 8, 306) 1224 concatenate_25[0][0]
__________________________________________________________________________________________________
activation_53 (Activation) (None, 8, 8, 306) 0 batch_normalization_53[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 8, 8, 96) 29376 activation_53[0][0]
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 8, 8, 96) 384 conv2d_54[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, 8, 8, 96) 0 batch_normalization_54[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 8, 8, 24) 20736 activation_54[0][0]
__________________________________________________________________________________________________
concatenate_26 (Concatenate) (None, 8, 8, 330) 0 concatenate_25[0][0]
conv2d_55[0][0]
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 8, 8, 330) 1320 concatenate_26[0][0]
__________________________________________________________________________________________________
activation_55 (Activation) (None, 8, 8, 330) 0 batch_normalization_55[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 8, 8, 96) 31680 activation_55[0][0]
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 8, 8, 96) 384 conv2d_56[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, 8, 8, 96) 0 batch_normalization_56[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 8, 8, 24) 20736 activation_56[0][0]
__________________________________________________________________________________________________
concatenate_27 (Concatenate) (None, 8, 8, 354) 0 concatenate_26[0][0]
conv2d_57[0][0]
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 8, 8, 354) 1416 concatenate_27[0][0]
__________________________________________________________________________________________________
activation_57 (Activation) (None, 8, 8, 354) 0 batch_normalization_57[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 8, 8, 96) 33984 activation_57[0][0]
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 8, 8, 96) 384 conv2d_58[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, 8, 8, 96) 0 batch_normalization_58[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 8, 8, 24) 20736 activation_58[0][0]
__________________________________________________________________________________________________
concatenate_28 (Concatenate) (None, 8, 8, 378) 0 concatenate_27[0][0]
conv2d_59[0][0]
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 8, 8, 378) 1512 concatenate_28[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, 8, 8, 378) 0 batch_normalization_59[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 8, 8, 96) 36288 activation_59[0][0]
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 8, 8, 96) 384 conv2d_60[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, 8, 8, 96) 0 batch_normalization_60[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 8, 8, 24) 20736 activation_60[0][0]
__________________________________________________________________________________________________
concatenate_29 (Concatenate) (None, 8, 8, 402) 0 concatenate_28[0][0]
conv2d_61[0][0]
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 8, 8, 402) 1608 concatenate_29[0][0]
__________________________________________________________________________________________________
activation_61 (Activation) (None, 8, 8, 402) 0 batch_normalization_61[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 8, 8, 96) 38592 activation_61[0][0]
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 8, 8, 96) 384 conv2d_62[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, 8, 8, 96) 0 batch_normalization_62[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 8, 8, 24) 20736 activation_62[0][0]
__________________________________________________________________________________________________
concatenate_30 (Concatenate) (None, 8, 8, 426) 0 concatenate_29[0][0]
conv2d_63[0][0]
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 8, 8, 426) 1704 concatenate_30[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, 8, 8, 426) 0 batch_normalization_64[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 8, 8, 200) 85200 activation_64[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 8, 8, 200) 360000 conv2d_65[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 200) 0 conv2d_66[0][0]
__________________________________________________________________________________________________
softmax_1 (Softmax) (None, 200) 0 global_average_pooling2d_1[0][0]
==================================================================================================
Total params: 1,853,736
Trainable params: 1,832,532
Non-trainable params: 21,204
__________________________________________________________________________________________________