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koshian2/no_stem.txt

Created June 16, 2019 18:40
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Pelee Net
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no_stem.txt
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 32, 32, 3) 0
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 32, 32, 16) 64 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_2 (Batch (None, 32, 32, 16) 64 conv2d_2[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_2[0][0]
__________________________________________________________________________________________________
conv2d (Conv2D) (None, 32, 32, 16) 64 input_1[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 32, 32, 16) 2320 activation_2[0][0]
__________________________________________________________________________________________________
batch_normalization_v1 (BatchNo (None, 32, 32, 16) 64 conv2d[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_3 (Batch (None, 32, 32, 16) 64 conv2d_3[0][0]
__________________________________________________________________________________________________
activation (Activation) (None, 32, 32, 16) 0 batch_normalization_v1[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_3[0][0]
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 32, 32, 16) 2320 activation[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 32, 32, 16) 2320 activation_3[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_1 (Batch (None, 32, 32, 16) 64 conv2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_4 (Batch (None, 32, 32, 16) 64 conv2d_4[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_1[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_4[0][0]
__________________________________________________________________________________________________
concatenate (Concatenate) (None, 32, 32, 35) 0 input_1[0][0]
activation_1[0][0]
activation_4[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 32, 32, 16) 576 concatenate[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_7 (Batch (None, 32, 32, 16) 64 conv2d_7[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_7[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 32, 32, 16) 576 concatenate[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 32, 32, 16) 2320 activation_7[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_5 (Batch (None, 32, 32, 16) 64 conv2d_5[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_8 (Batch (None, 32, 32, 16) 64 conv2d_8[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_5[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_8[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 32, 32, 16) 2320 activation_5[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 32, 32, 16) 2320 activation_8[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_6 (Batch (None, 32, 32, 16) 64 conv2d_6[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_9 (Batch (None, 32, 32, 16) 64 conv2d_9[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_6[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_9[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 32, 32, 67) 0 concatenate[0][0]
activation_6[0][0]
activation_9[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 32, 32, 16) 1088 concatenate_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_12 (Batc (None, 32, 32, 16) 64 conv2d_12[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_12[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 32, 32, 16) 1088 concatenate_1[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 32, 32, 16) 2320 activation_12[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_10 (Batc (None, 32, 32, 16) 64 conv2d_10[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_13 (Batc (None, 32, 32, 16) 64 conv2d_13[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_10[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_13[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 32, 32, 16) 2320 activation_10[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 32, 32, 16) 2320 activation_13[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_11 (Batc (None, 32, 32, 16) 64 conv2d_11[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_14 (Batc (None, 32, 32, 16) 64 conv2d_14[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_11[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 32, 32, 16) 0 batch_normalization_v1_14[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 32, 32, 99) 0 concatenate_1[0][0]
activation_11[0][0]
activation_14[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 32, 32, 128) 12800 concatenate_2[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_15 (Batc (None, 32, 32, 128) 512 conv2d_15[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 32, 32, 128) 0 batch_normalization_v1_15[0][0]
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 16, 16, 128) 0 activation_15[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 16, 16, 32) 4128 average_pooling2d[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_18 (Batc (None, 16, 16, 32) 128 conv2d_18[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_18[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 16, 16, 32) 4128 average_pooling2d[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 16, 16, 16) 4624 activation_18[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_16 (Batc (None, 16, 16, 32) 128 conv2d_16[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_19 (Batc (None, 16, 16, 16) 64 conv2d_19[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_16[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_19[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 16, 16, 16) 4624 activation_16[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 16, 16, 16) 2320 activation_19[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_17 (Batc (None, 16, 16, 16) 64 conv2d_17[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_20 (Batc (None, 16, 16, 16) 64 conv2d_20[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_17[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_20[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 16, 16, 160) 0 average_pooling2d[0][0]
activation_17[0][0]
activation_20[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 16, 16, 32) 5152 concatenate_3[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_23 (Batc (None, 16, 16, 32) 128 conv2d_23[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_23[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 16, 16, 32) 5152 concatenate_3[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 16, 16, 16) 4624 activation_23[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_21 (Batc (None, 16, 16, 32) 128 conv2d_21[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_24 (Batc (None, 16, 16, 16) 64 conv2d_24[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_21[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_24[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 16, 16, 16) 4624 activation_21[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 16, 16, 16) 2320 activation_24[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_22 (Batc (None, 16, 16, 16) 64 conv2d_22[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_25 (Batc (None, 16, 16, 16) 64 conv2d_25[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_22[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_25[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 16, 16, 192) 0 concatenate_3[0][0]
activation_22[0][0]
activation_25[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 16, 16, 32) 6176 concatenate_4[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_28 (Batc (None, 16, 16, 32) 128 conv2d_28[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_28[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 16, 16, 32) 6176 concatenate_4[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 16, 16, 16) 4624 activation_28[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_26 (Batc (None, 16, 16, 32) 128 conv2d_26[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_29 (Batc (None, 16, 16, 16) 64 conv2d_29[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_26[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_29[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 16, 16, 16) 4624 activation_26[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 16, 16, 16) 2320 activation_29[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_27 (Batc (None, 16, 16, 16) 64 conv2d_27[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_30 (Batc (None, 16, 16, 16) 64 conv2d_30[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_27[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_30[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate) (None, 16, 16, 224) 0 concatenate_4[0][0]
activation_27[0][0]
activation_30[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 16, 16, 32) 7200 concatenate_5[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_33 (Batc (None, 16, 16, 32) 128 conv2d_33[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_33[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 16, 16, 32) 7200 concatenate_5[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 16, 16, 16) 4624 activation_33[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_31 (Batc (None, 16, 16, 32) 128 conv2d_31[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_34 (Batc (None, 16, 16, 16) 64 conv2d_34[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 16, 16, 32) 0 batch_normalization_v1_31[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_34[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 16, 16, 16) 4624 activation_31[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 16, 16, 16) 2320 activation_34[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_32 (Batc (None, 16, 16, 16) 64 conv2d_32[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_35 (Batc (None, 16, 16, 16) 64 conv2d_35[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_32[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 16, 16, 16) 0 batch_normalization_v1_35[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate) (None, 16, 16, 256) 0 concatenate_5[0][0]
activation_32[0][0]
activation_35[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 16, 16, 256) 65792 concatenate_6[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_36 (Batc (None, 16, 16, 256) 1024 conv2d_36[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 16, 16, 256) 0 batch_normalization_v1_36[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 8, 8, 256) 0 activation_36[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 8, 8, 64) 16448 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_39 (Batc (None, 8, 8, 64) 256 conv2d_39[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_39[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 8, 8, 64) 16448 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 8, 8, 16) 9232 activation_39[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_37 (Batc (None, 8, 8, 64) 256 conv2d_37[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_40 (Batc (None, 8, 8, 16) 64 conv2d_40[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_37[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_40[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 8, 8, 16) 9232 activation_37[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 8, 8, 16) 2320 activation_40[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_38 (Batc (None, 8, 8, 16) 64 conv2d_38[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_41 (Batc (None, 8, 8, 16) 64 conv2d_41[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_38[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_41[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 8, 8, 288) 0 average_pooling2d_1[0][0]
activation_38[0][0]
activation_41[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 8, 8, 64) 18496 concatenate_7[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_44 (Batc (None, 8, 8, 64) 256 conv2d_44[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_44[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 8, 8, 64) 18496 concatenate_7[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 8, 8, 16) 9232 activation_44[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_42 (Batc (None, 8, 8, 64) 256 conv2d_42[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_45 (Batc (None, 8, 8, 16) 64 conv2d_45[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_42[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_45[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 8, 8, 16) 9232 activation_42[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 8, 8, 16) 2320 activation_45[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_43 (Batc (None, 8, 8, 16) 64 conv2d_43[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_46 (Batc (None, 8, 8, 16) 64 conv2d_46[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_43[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_46[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 8, 8, 320) 0 concatenate_7[0][0]
activation_43[0][0]
activation_46[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 8, 8, 64) 20544 concatenate_8[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_49 (Batc (None, 8, 8, 64) 256 conv2d_49[0][0]
__________________________________________________________________________________________________
activation_49 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_49[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 8, 8, 64) 20544 concatenate_8[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 8, 8, 16) 9232 activation_49[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_47 (Batc (None, 8, 8, 64) 256 conv2d_47[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_50 (Batc (None, 8, 8, 16) 64 conv2d_50[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_47[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_50[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 8, 8, 16) 9232 activation_47[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 8, 8, 16) 2320 activation_50[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_48 (Batc (None, 8, 8, 16) 64 conv2d_48[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_51 (Batc (None, 8, 8, 16) 64 conv2d_51[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_48[0][0]
__________________________________________________________________________________________________
activation_51 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_51[0][0]
__________________________________________________________________________________________________
concatenate_9 (Concatenate) (None, 8, 8, 352) 0 concatenate_8[0][0]
activation_48[0][0]
activation_51[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 8, 8, 64) 22592 concatenate_9[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_54 (Batc (None, 8, 8, 64) 256 conv2d_54[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_54[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 8, 8, 64) 22592 concatenate_9[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 8, 8, 16) 9232 activation_54[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_52 (Batc (None, 8, 8, 64) 256 conv2d_52[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_55 (Batc (None, 8, 8, 16) 64 conv2d_55[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_52[0][0]
__________________________________________________________________________________________________
activation_55 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_55[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 8, 8, 16) 9232 activation_52[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 8, 8, 16) 2320 activation_55[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_53 (Batc (None, 8, 8, 16) 64 conv2d_53[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_56 (Batc (None, 8, 8, 16) 64 conv2d_56[0][0]
__________________________________________________________________________________________________
activation_53 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_53[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_56[0][0]
__________________________________________________________________________________________________
concatenate_10 (Concatenate) (None, 8, 8, 384) 0 concatenate_9[0][0]
activation_53[0][0]
activation_56[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 8, 8, 64) 24640 concatenate_10[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_59 (Batc (None, 8, 8, 64) 256 conv2d_59[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_59[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 8, 8, 64) 24640 concatenate_10[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 8, 8, 16) 9232 activation_59[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_57 (Batc (None, 8, 8, 64) 256 conv2d_57[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_60 (Batc (None, 8, 8, 16) 64 conv2d_60[0][0]
__________________________________________________________________________________________________
activation_57 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_57[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_60[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 8, 8, 16) 9232 activation_57[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 8, 8, 16) 2320 activation_60[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_58 (Batc (None, 8, 8, 16) 64 conv2d_58[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_61 (Batc (None, 8, 8, 16) 64 conv2d_61[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_58[0][0]
__________________________________________________________________________________________________
activation_61 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_61[0][0]
__________________________________________________________________________________________________
concatenate_11 (Concatenate) (None, 8, 8, 416) 0 concatenate_10[0][0]
activation_58[0][0]
activation_61[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (None, 8, 8, 64) 26688 concatenate_11[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_64 (Batc (None, 8, 8, 64) 256 conv2d_64[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_64[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 8, 8, 64) 26688 concatenate_11[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 8, 8, 16) 9232 activation_64[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_62 (Batc (None, 8, 8, 64) 256 conv2d_62[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_65 (Batc (None, 8, 8, 16) 64 conv2d_65[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_62[0][0]
__________________________________________________________________________________________________
activation_65 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_65[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 8, 8, 16) 9232 activation_62[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 8, 8, 16) 2320 activation_65[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_63 (Batc (None, 8, 8, 16) 64 conv2d_63[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_66 (Batc (None, 8, 8, 16) 64 conv2d_66[0][0]
__________________________________________________________________________________________________
activation_63 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_63[0][0]
__________________________________________________________________________________________________
activation_66 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_66[0][0]
__________________________________________________________________________________________________
concatenate_12 (Concatenate) (None, 8, 8, 448) 0 concatenate_11[0][0]
activation_63[0][0]
activation_66[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (None, 8, 8, 64) 28736 concatenate_12[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_69 (Batc (None, 8, 8, 64) 256 conv2d_69[0][0]
__________________________________________________________________________________________________
activation_69 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_69[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (None, 8, 8, 64) 28736 concatenate_12[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (None, 8, 8, 16) 9232 activation_69[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_67 (Batc (None, 8, 8, 64) 256 conv2d_67[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_70 (Batc (None, 8, 8, 16) 64 conv2d_70[0][0]
__________________________________________________________________________________________________
activation_67 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_67[0][0]
__________________________________________________________________________________________________
activation_70 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_70[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (None, 8, 8, 16) 9232 activation_67[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (None, 8, 8, 16) 2320 activation_70[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_68 (Batc (None, 8, 8, 16) 64 conv2d_68[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_71 (Batc (None, 8, 8, 16) 64 conv2d_71[0][0]
__________________________________________________________________________________________________
activation_68 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_68[0][0]
__________________________________________________________________________________________________
activation_71 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_71[0][0]
__________________________________________________________________________________________________
concatenate_13 (Concatenate) (None, 8, 8, 480) 0 concatenate_12[0][0]
activation_68[0][0]
activation_71[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (None, 8, 8, 64) 30784 concatenate_13[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_74 (Batc (None, 8, 8, 64) 256 conv2d_74[0][0]
__________________________________________________________________________________________________
activation_74 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_74[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (None, 8, 8, 64) 30784 concatenate_13[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (None, 8, 8, 16) 9232 activation_74[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_72 (Batc (None, 8, 8, 64) 256 conv2d_72[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_75 (Batc (None, 8, 8, 16) 64 conv2d_75[0][0]
__________________________________________________________________________________________________
activation_72 (Activation) (None, 8, 8, 64) 0 batch_normalization_v1_72[0][0]
__________________________________________________________________________________________________
activation_75 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_75[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (None, 8, 8, 16) 9232 activation_72[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (None, 8, 8, 16) 2320 activation_75[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_73 (Batc (None, 8, 8, 16) 64 conv2d_73[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_76 (Batc (None, 8, 8, 16) 64 conv2d_76[0][0]
__________________________________________________________________________________________________
activation_73 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_73[0][0]
__________________________________________________________________________________________________
activation_76 (Activation) (None, 8, 8, 16) 0 batch_normalization_v1_76[0][0]
__________________________________________________________________________________________________
concatenate_14 (Concatenate) (None, 8, 8, 512) 0 concatenate_13[0][0]
activation_73[0][0]
activation_76[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (None, 8, 8, 512) 262656 concatenate_14[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_77 (Batc (None, 8, 8, 512) 2048 conv2d_77[0][0]
__________________________________________________________________________________________________
activation_77 (Activation) (None, 8, 8, 512) 0 batch_normalization_v1_77[0][0]
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 4, 4, 512) 0 activation_77[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (None, 4, 4, 64) 32832 average_pooling2d_2[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_80 (Batc (None, 4, 4, 64) 256 conv2d_80[0][0]
__________________________________________________________________________________________________
activation_80 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_80[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (None, 4, 4, 64) 32832 average_pooling2d_2[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (None, 4, 4, 16) 9232 activation_80[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_78 (Batc (None, 4, 4, 64) 256 conv2d_78[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_81 (Batc (None, 4, 4, 16) 64 conv2d_81[0][0]
__________________________________________________________________________________________________
activation_78 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_78[0][0]
__________________________________________________________________________________________________
activation_81 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_81[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (None, 4, 4, 16) 9232 activation_78[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (None, 4, 4, 16) 2320 activation_81[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_79 (Batc (None, 4, 4, 16) 64 conv2d_79[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_82 (Batc (None, 4, 4, 16) 64 conv2d_82[0][0]
__________________________________________________________________________________________________
activation_79 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_79[0][0]
__________________________________________________________________________________________________
activation_82 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_82[0][0]
__________________________________________________________________________________________________
concatenate_15 (Concatenate) (None, 4, 4, 544) 0 average_pooling2d_2[0][0]
activation_79[0][0]
activation_82[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (None, 4, 4, 64) 34880 concatenate_15[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_85 (Batc (None, 4, 4, 64) 256 conv2d_85[0][0]
__________________________________________________________________________________________________
activation_85 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_85[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (None, 4, 4, 64) 34880 concatenate_15[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (None, 4, 4, 16) 9232 activation_85[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_83 (Batc (None, 4, 4, 64) 256 conv2d_83[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_86 (Batc (None, 4, 4, 16) 64 conv2d_86[0][0]
__________________________________________________________________________________________________
activation_83 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_83[0][0]
__________________________________________________________________________________________________
activation_86 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_86[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (None, 4, 4, 16) 9232 activation_83[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (None, 4, 4, 16) 2320 activation_86[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_84 (Batc (None, 4, 4, 16) 64 conv2d_84[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_87 (Batc (None, 4, 4, 16) 64 conv2d_87[0][0]
__________________________________________________________________________________________________
activation_84 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_84[0][0]
__________________________________________________________________________________________________
activation_87 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_87[0][0]
__________________________________________________________________________________________________
concatenate_16 (Concatenate) (None, 4, 4, 576) 0 concatenate_15[0][0]
activation_84[0][0]
activation_87[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D) (None, 4, 4, 64) 36928 concatenate_16[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_90 (Batc (None, 4, 4, 64) 256 conv2d_90[0][0]
__________________________________________________________________________________________________
activation_90 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_90[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (None, 4, 4, 64) 36928 concatenate_16[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D) (None, 4, 4, 16) 9232 activation_90[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_88 (Batc (None, 4, 4, 64) 256 conv2d_88[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_91 (Batc (None, 4, 4, 16) 64 conv2d_91[0][0]
__________________________________________________________________________________________________
activation_88 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_88[0][0]
__________________________________________________________________________________________________
activation_91 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_91[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D) (None, 4, 4, 16) 9232 activation_88[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D) (None, 4, 4, 16) 2320 activation_91[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_89 (Batc (None, 4, 4, 16) 64 conv2d_89[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_92 (Batc (None, 4, 4, 16) 64 conv2d_92[0][0]
__________________________________________________________________________________________________
activation_89 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_89[0][0]
__________________________________________________________________________________________________
activation_92 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_92[0][0]
__________________________________________________________________________________________________
concatenate_17 (Concatenate) (None, 4, 4, 608) 0 concatenate_16[0][0]
activation_89[0][0]
activation_92[0][0]
__________________________________________________________________________________________________
conv2d_95 (Conv2D) (None, 4, 4, 64) 38976 concatenate_17[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_95 (Batc (None, 4, 4, 64) 256 conv2d_95[0][0]
__________________________________________________________________________________________________
activation_95 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_95[0][0]
__________________________________________________________________________________________________
conv2d_93 (Conv2D) (None, 4, 4, 64) 38976 concatenate_17[0][0]
__________________________________________________________________________________________________
conv2d_96 (Conv2D) (None, 4, 4, 16) 9232 activation_95[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_93 (Batc (None, 4, 4, 64) 256 conv2d_93[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_96 (Batc (None, 4, 4, 16) 64 conv2d_96[0][0]
__________________________________________________________________________________________________
activation_93 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_93[0][0]
__________________________________________________________________________________________________
activation_96 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_96[0][0]
__________________________________________________________________________________________________
conv2d_94 (Conv2D) (None, 4, 4, 16) 9232 activation_93[0][0]
__________________________________________________________________________________________________
conv2d_97 (Conv2D) (None, 4, 4, 16) 2320 activation_96[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_94 (Batc (None, 4, 4, 16) 64 conv2d_94[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_97 (Batc (None, 4, 4, 16) 64 conv2d_97[0][0]
__________________________________________________________________________________________________
activation_94 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_94[0][0]
__________________________________________________________________________________________________
activation_97 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_97[0][0]
__________________________________________________________________________________________________
concatenate_18 (Concatenate) (None, 4, 4, 640) 0 concatenate_17[0][0]
activation_94[0][0]
activation_97[0][0]
__________________________________________________________________________________________________
conv2d_100 (Conv2D) (None, 4, 4, 64) 41024 concatenate_18[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_100 (Bat (None, 4, 4, 64) 256 conv2d_100[0][0]
__________________________________________________________________________________________________
activation_100 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_100[0][0]
__________________________________________________________________________________________________
conv2d_98 (Conv2D) (None, 4, 4, 64) 41024 concatenate_18[0][0]
__________________________________________________________________________________________________
conv2d_101 (Conv2D) (None, 4, 4, 16) 9232 activation_100[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_98 (Batc (None, 4, 4, 64) 256 conv2d_98[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_101 (Bat (None, 4, 4, 16) 64 conv2d_101[0][0]
__________________________________________________________________________________________________
activation_98 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_98[0][0]
__________________________________________________________________________________________________
activation_101 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_101[0][0]
__________________________________________________________________________________________________
conv2d_99 (Conv2D) (None, 4, 4, 16) 9232 activation_98[0][0]
__________________________________________________________________________________________________
conv2d_102 (Conv2D) (None, 4, 4, 16) 2320 activation_101[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_99 (Batc (None, 4, 4, 16) 64 conv2d_99[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_102 (Bat (None, 4, 4, 16) 64 conv2d_102[0][0]
__________________________________________________________________________________________________
activation_99 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_99[0][0]
__________________________________________________________________________________________________
activation_102 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_102[0][0]
__________________________________________________________________________________________________
concatenate_19 (Concatenate) (None, 4, 4, 672) 0 concatenate_18[0][0]
activation_99[0][0]
activation_102[0][0]
__________________________________________________________________________________________________
conv2d_105 (Conv2D) (None, 4, 4, 64) 43072 concatenate_19[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_105 (Bat (None, 4, 4, 64) 256 conv2d_105[0][0]
__________________________________________________________________________________________________
activation_105 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_105[0][0]
__________________________________________________________________________________________________
conv2d_103 (Conv2D) (None, 4, 4, 64) 43072 concatenate_19[0][0]
__________________________________________________________________________________________________
conv2d_106 (Conv2D) (None, 4, 4, 16) 9232 activation_105[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_103 (Bat (None, 4, 4, 64) 256 conv2d_103[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_106 (Bat (None, 4, 4, 16) 64 conv2d_106[0][0]
__________________________________________________________________________________________________
activation_103 (Activation) (None, 4, 4, 64) 0 batch_normalization_v1_103[0][0]
__________________________________________________________________________________________________
activation_106 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_106[0][0]
__________________________________________________________________________________________________
conv2d_104 (Conv2D) (None, 4, 4, 16) 9232 activation_103[0][0]
__________________________________________________________________________________________________
conv2d_107 (Conv2D) (None, 4, 4, 16) 2320 activation_106[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_104 (Bat (None, 4, 4, 16) 64 conv2d_104[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_107 (Bat (None, 4, 4, 16) 64 conv2d_107[0][0]
__________________________________________________________________________________________________
activation_104 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_104[0][0]
__________________________________________________________________________________________________
activation_107 (Activation) (None, 4, 4, 16) 0 batch_normalization_v1_107[0][0]
__________________________________________________________________________________________________
concatenate_20 (Concatenate) (None, 4, 4, 704) 0 concatenate_19[0][0]
activation_104[0][0]
activation_107[0][0]
__________________________________________________________________________________________________
conv2d_108 (Conv2D) (None, 4, 4, 704) 496320 concatenate_20[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_108 (Bat (None, 4, 4, 704) 2816 conv2d_108[0][0]
__________________________________________________________________________________________________
activation_108 (Activation) (None, 4, 4, 704) 0 batch_normalization_v1_108[0][0]
__________________________________________________________________________________________________
global_average_pooling2d (Globa (None, 704) 0 activation_108[0][0]
__________________________________________________________________________________________________
dense (Dense) (None, 10) 7050 global_average_pooling2d[0][0]
==================================================================================================
Total params: 2,103,802
Trainable params: 2,094,298
Non-trainable params: 9,504
__________________________________________________________________________________________________
Raw
use_stem.txt
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
conv2d (Conv2D) (None, 112, 112, 32) 896 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1 (BatchNo (None, 112, 112, 32) 128 conv2d[0][0]
__________________________________________________________________________________________________
activation (Activation) (None, 112, 112, 32) 0 batch_normalization_v1[0][0]
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 112, 112, 16) 528 activation[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_1 (Batch (None, 112, 112, 16) 64 conv2d_1[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 112, 112, 16) 0 batch_normalization_v1_1[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 56, 56, 32) 4640 activation_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_2 (Batch (None, 56, 56, 32) 128 conv2d_2[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 56, 56, 32) 0 batch_normalization_v1_2[0][0]
__________________________________________________________________________________________________
max_pooling2d (MaxPooling2D) (None, 56, 56, 32) 0 activation[0][0]
__________________________________________________________________________________________________
concatenate (Concatenate) (None, 56, 56, 64) 0 activation_2[0][0]
max_pooling2d[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 56, 56, 32) 2080 concatenate[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_3 (Batch (None, 56, 56, 32) 128 conv2d_3[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 56, 56, 32) 0 batch_normalization_v1_3[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 56, 56, 16) 528 activation_3[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_6 (Batch (None, 56, 56, 16) 64 conv2d_6[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_6[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 56, 56, 16) 528 activation_3[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 56, 56, 16) 2320 activation_6[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_4 (Batch (None, 56, 56, 16) 64 conv2d_4[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_7 (Batch (None, 56, 56, 16) 64 conv2d_7[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_4[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_7[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 56, 56, 16) 2320 activation_4[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 56, 56, 16) 2320 activation_7[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_5 (Batch (None, 56, 56, 16) 64 conv2d_5[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_8 (Batch (None, 56, 56, 16) 64 conv2d_8[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_5[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_8[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 56, 56, 64) 0 activation_3[0][0]
activation_5[0][0]
activation_8[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 56, 56, 16) 1040 concatenate_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_11 (Batc (None, 56, 56, 16) 64 conv2d_11[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_11[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 56, 56, 16) 1040 concatenate_1[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 56, 56, 16) 2320 activation_11[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_9 (Batch (None, 56, 56, 16) 64 conv2d_9[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_12 (Batc (None, 56, 56, 16) 64 conv2d_12[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_9[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_12[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 56, 56, 16) 2320 activation_9[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 56, 56, 16) 2320 activation_12[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_10 (Batc (None, 56, 56, 16) 64 conv2d_10[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_13 (Batc (None, 56, 56, 16) 64 conv2d_13[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_10[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_13[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 56, 56, 96) 0 concatenate_1[0][0]
activation_10[0][0]
activation_13[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 56, 56, 16) 1552 concatenate_2[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_16 (Batc (None, 56, 56, 16) 64 conv2d_16[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_16[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 56, 56, 16) 1552 concatenate_2[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 56, 56, 16) 2320 activation_16[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_14 (Batc (None, 56, 56, 16) 64 conv2d_14[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_17 (Batc (None, 56, 56, 16) 64 conv2d_17[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_14[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_17[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 56, 56, 16) 2320 activation_14[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 56, 56, 16) 2320 activation_17[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_15 (Batc (None, 56, 56, 16) 64 conv2d_15[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_18 (Batc (None, 56, 56, 16) 64 conv2d_18[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_15[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 56, 56, 16) 0 batch_normalization_v1_18[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 56, 56, 128) 0 concatenate_2[0][0]
activation_15[0][0]
activation_18[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 56, 56, 128) 16512 concatenate_3[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_19 (Batc (None, 56, 56, 128) 512 conv2d_19[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 56, 56, 128) 0 batch_normalization_v1_19[0][0]
__________________________________________________________________________________________________
average_pooling2d (AveragePooli (None, 28, 28, 128) 0 activation_19[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 28, 28, 32) 4128 average_pooling2d[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_22 (Batc (None, 28, 28, 32) 128 conv2d_22[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_22[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 28, 28, 32) 4128 average_pooling2d[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 28, 28, 16) 4624 activation_22[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_20 (Batc (None, 28, 28, 32) 128 conv2d_20[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_23 (Batc (None, 28, 28, 16) 64 conv2d_23[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_20[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_23[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 28, 28, 16) 4624 activation_20[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 28, 28, 16) 2320 activation_23[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_21 (Batc (None, 28, 28, 16) 64 conv2d_21[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_24 (Batc (None, 28, 28, 16) 64 conv2d_24[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_21[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_24[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 28, 28, 160) 0 average_pooling2d[0][0]
activation_21[0][0]
activation_24[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 28, 28, 32) 5152 concatenate_4[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_27 (Batc (None, 28, 28, 32) 128 conv2d_27[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_27[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 28, 28, 32) 5152 concatenate_4[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 28, 28, 16) 4624 activation_27[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_25 (Batc (None, 28, 28, 32) 128 conv2d_25[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_28 (Batc (None, 28, 28, 16) 64 conv2d_28[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_25[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_28[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 28, 28, 16) 4624 activation_25[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 28, 28, 16) 2320 activation_28[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_26 (Batc (None, 28, 28, 16) 64 conv2d_26[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_29 (Batc (None, 28, 28, 16) 64 conv2d_29[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_26[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_29[0][0]
__________________________________________________________________________________________________
concatenate_5 (Concatenate) (None, 28, 28, 192) 0 concatenate_4[0][0]
activation_26[0][0]
activation_29[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 28, 28, 32) 6176 concatenate_5[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_32 (Batc (None, 28, 28, 32) 128 conv2d_32[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_32[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 28, 28, 32) 6176 concatenate_5[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 28, 28, 16) 4624 activation_32[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_30 (Batc (None, 28, 28, 32) 128 conv2d_30[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_33 (Batc (None, 28, 28, 16) 64 conv2d_33[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_30[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_33[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 28, 28, 16) 4624 activation_30[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 28, 28, 16) 2320 activation_33[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_31 (Batc (None, 28, 28, 16) 64 conv2d_31[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_34 (Batc (None, 28, 28, 16) 64 conv2d_34[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_31[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_34[0][0]
__________________________________________________________________________________________________
concatenate_6 (Concatenate) (None, 28, 28, 224) 0 concatenate_5[0][0]
activation_31[0][0]
activation_34[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 28, 28, 32) 7200 concatenate_6[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_37 (Batc (None, 28, 28, 32) 128 conv2d_37[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_37[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 28, 28, 32) 7200 concatenate_6[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 28, 28, 16) 4624 activation_37[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_35 (Batc (None, 28, 28, 32) 128 conv2d_35[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_38 (Batc (None, 28, 28, 16) 64 conv2d_38[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 28, 28, 32) 0 batch_normalization_v1_35[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_38[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 28, 28, 16) 4624 activation_35[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 28, 28, 16) 2320 activation_38[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_36 (Batc (None, 28, 28, 16) 64 conv2d_36[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_39 (Batc (None, 28, 28, 16) 64 conv2d_39[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_36[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 28, 28, 16) 0 batch_normalization_v1_39[0][0]
__________________________________________________________________________________________________
concatenate_7 (Concatenate) (None, 28, 28, 256) 0 concatenate_6[0][0]
activation_36[0][0]
activation_39[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 28, 28, 256) 65792 concatenate_7[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_40 (Batc (None, 28, 28, 256) 1024 conv2d_40[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 28, 28, 256) 0 batch_normalization_v1_40[0][0]
__________________________________________________________________________________________________
average_pooling2d_1 (AveragePoo (None, 14, 14, 256) 0 activation_40[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 14, 14, 64) 16448 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_43 (Batc (None, 14, 14, 64) 256 conv2d_43[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_43[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 14, 14, 64) 16448 average_pooling2d_1[0][0]
__________________________________________________________________________________________________
conv2d_44 (Conv2D) (None, 14, 14, 16) 9232 activation_43[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_41 (Batc (None, 14, 14, 64) 256 conv2d_41[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_44 (Batc (None, 14, 14, 16) 64 conv2d_44[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_41[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_44[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 14, 14, 16) 9232 activation_41[0][0]
__________________________________________________________________________________________________
conv2d_45 (Conv2D) (None, 14, 14, 16) 2320 activation_44[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_42 (Batc (None, 14, 14, 16) 64 conv2d_42[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_45 (Batc (None, 14, 14, 16) 64 conv2d_45[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_42[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_45[0][0]
__________________________________________________________________________________________________
concatenate_8 (Concatenate) (None, 14, 14, 288) 0 average_pooling2d_1[0][0]
activation_42[0][0]
activation_45[0][0]
__________________________________________________________________________________________________
conv2d_48 (Conv2D) (None, 14, 14, 64) 18496 concatenate_8[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_48 (Batc (None, 14, 14, 64) 256 conv2d_48[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_48[0][0]
__________________________________________________________________________________________________
conv2d_46 (Conv2D) (None, 14, 14, 64) 18496 concatenate_8[0][0]
__________________________________________________________________________________________________
conv2d_49 (Conv2D) (None, 14, 14, 16) 9232 activation_48[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_46 (Batc (None, 14, 14, 64) 256 conv2d_46[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_49 (Batc (None, 14, 14, 16) 64 conv2d_49[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_46[0][0]
__________________________________________________________________________________________________
activation_49 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_49[0][0]
__________________________________________________________________________________________________
conv2d_47 (Conv2D) (None, 14, 14, 16) 9232 activation_46[0][0]
__________________________________________________________________________________________________
conv2d_50 (Conv2D) (None, 14, 14, 16) 2320 activation_49[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_47 (Batc (None, 14, 14, 16) 64 conv2d_47[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_50 (Batc (None, 14, 14, 16) 64 conv2d_50[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_47[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_50[0][0]
__________________________________________________________________________________________________
concatenate_9 (Concatenate) (None, 14, 14, 320) 0 concatenate_8[0][0]
activation_47[0][0]
activation_50[0][0]
__________________________________________________________________________________________________
conv2d_53 (Conv2D) (None, 14, 14, 64) 20544 concatenate_9[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_53 (Batc (None, 14, 14, 64) 256 conv2d_53[0][0]
__________________________________________________________________________________________________
activation_53 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_53[0][0]
__________________________________________________________________________________________________
conv2d_51 (Conv2D) (None, 14, 14, 64) 20544 concatenate_9[0][0]
__________________________________________________________________________________________________
conv2d_54 (Conv2D) (None, 14, 14, 16) 9232 activation_53[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_51 (Batc (None, 14, 14, 64) 256 conv2d_51[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_54 (Batc (None, 14, 14, 16) 64 conv2d_54[0][0]
__________________________________________________________________________________________________
activation_51 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_51[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_54[0][0]
__________________________________________________________________________________________________
conv2d_52 (Conv2D) (None, 14, 14, 16) 9232 activation_51[0][0]
__________________________________________________________________________________________________
conv2d_55 (Conv2D) (None, 14, 14, 16) 2320 activation_54[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_52 (Batc (None, 14, 14, 16) 64 conv2d_52[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_55 (Batc (None, 14, 14, 16) 64 conv2d_55[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_52[0][0]
__________________________________________________________________________________________________
activation_55 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_55[0][0]
__________________________________________________________________________________________________
concatenate_10 (Concatenate) (None, 14, 14, 352) 0 concatenate_9[0][0]
activation_52[0][0]
activation_55[0][0]
__________________________________________________________________________________________________
conv2d_58 (Conv2D) (None, 14, 14, 64) 22592 concatenate_10[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_58 (Batc (None, 14, 14, 64) 256 conv2d_58[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_58[0][0]
__________________________________________________________________________________________________
conv2d_56 (Conv2D) (None, 14, 14, 64) 22592 concatenate_10[0][0]
__________________________________________________________________________________________________
conv2d_59 (Conv2D) (None, 14, 14, 16) 9232 activation_58[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_56 (Batc (None, 14, 14, 64) 256 conv2d_56[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_59 (Batc (None, 14, 14, 16) 64 conv2d_59[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_56[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_59[0][0]
__________________________________________________________________________________________________
conv2d_57 (Conv2D) (None, 14, 14, 16) 9232 activation_56[0][0]
__________________________________________________________________________________________________
conv2d_60 (Conv2D) (None, 14, 14, 16) 2320 activation_59[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_57 (Batc (None, 14, 14, 16) 64 conv2d_57[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_60 (Batc (None, 14, 14, 16) 64 conv2d_60[0][0]
__________________________________________________________________________________________________
activation_57 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_57[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_60[0][0]
__________________________________________________________________________________________________
concatenate_11 (Concatenate) (None, 14, 14, 384) 0 concatenate_10[0][0]
activation_57[0][0]
activation_60[0][0]
__________________________________________________________________________________________________
conv2d_63 (Conv2D) (None, 14, 14, 64) 24640 concatenate_11[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_63 (Batc (None, 14, 14, 64) 256 conv2d_63[0][0]
__________________________________________________________________________________________________
activation_63 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_63[0][0]
__________________________________________________________________________________________________
conv2d_61 (Conv2D) (None, 14, 14, 64) 24640 concatenate_11[0][0]
__________________________________________________________________________________________________
conv2d_64 (Conv2D) (None, 14, 14, 16) 9232 activation_63[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_61 (Batc (None, 14, 14, 64) 256 conv2d_61[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_64 (Batc (None, 14, 14, 16) 64 conv2d_64[0][0]
__________________________________________________________________________________________________
activation_61 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_61[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_64[0][0]
__________________________________________________________________________________________________
conv2d_62 (Conv2D) (None, 14, 14, 16) 9232 activation_61[0][0]
__________________________________________________________________________________________________
conv2d_65 (Conv2D) (None, 14, 14, 16) 2320 activation_64[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_62 (Batc (None, 14, 14, 16) 64 conv2d_62[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_65 (Batc (None, 14, 14, 16) 64 conv2d_65[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_62[0][0]
__________________________________________________________________________________________________
activation_65 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_65[0][0]
__________________________________________________________________________________________________
concatenate_12 (Concatenate) (None, 14, 14, 416) 0 concatenate_11[0][0]
activation_62[0][0]
activation_65[0][0]
__________________________________________________________________________________________________
conv2d_68 (Conv2D) (None, 14, 14, 64) 26688 concatenate_12[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_68 (Batc (None, 14, 14, 64) 256 conv2d_68[0][0]
__________________________________________________________________________________________________
activation_68 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_68[0][0]
__________________________________________________________________________________________________
conv2d_66 (Conv2D) (None, 14, 14, 64) 26688 concatenate_12[0][0]
__________________________________________________________________________________________________
conv2d_69 (Conv2D) (None, 14, 14, 16) 9232 activation_68[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_66 (Batc (None, 14, 14, 64) 256 conv2d_66[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_69 (Batc (None, 14, 14, 16) 64 conv2d_69[0][0]
__________________________________________________________________________________________________
activation_66 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_66[0][0]
__________________________________________________________________________________________________
activation_69 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_69[0][0]
__________________________________________________________________________________________________
conv2d_67 (Conv2D) (None, 14, 14, 16) 9232 activation_66[0][0]
__________________________________________________________________________________________________
conv2d_70 (Conv2D) (None, 14, 14, 16) 2320 activation_69[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_67 (Batc (None, 14, 14, 16) 64 conv2d_67[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_70 (Batc (None, 14, 14, 16) 64 conv2d_70[0][0]
__________________________________________________________________________________________________
activation_67 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_67[0][0]
__________________________________________________________________________________________________
activation_70 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_70[0][0]
__________________________________________________________________________________________________
concatenate_13 (Concatenate) (None, 14, 14, 448) 0 concatenate_12[0][0]
activation_67[0][0]
activation_70[0][0]
__________________________________________________________________________________________________
conv2d_73 (Conv2D) (None, 14, 14, 64) 28736 concatenate_13[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_73 (Batc (None, 14, 14, 64) 256 conv2d_73[0][0]
__________________________________________________________________________________________________
activation_73 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_73[0][0]
__________________________________________________________________________________________________
conv2d_71 (Conv2D) (None, 14, 14, 64) 28736 concatenate_13[0][0]
__________________________________________________________________________________________________
conv2d_74 (Conv2D) (None, 14, 14, 16) 9232 activation_73[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_71 (Batc (None, 14, 14, 64) 256 conv2d_71[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_74 (Batc (None, 14, 14, 16) 64 conv2d_74[0][0]
__________________________________________________________________________________________________
activation_71 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_71[0][0]
__________________________________________________________________________________________________
activation_74 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_74[0][0]
__________________________________________________________________________________________________
conv2d_72 (Conv2D) (None, 14, 14, 16) 9232 activation_71[0][0]
__________________________________________________________________________________________________
conv2d_75 (Conv2D) (None, 14, 14, 16) 2320 activation_74[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_72 (Batc (None, 14, 14, 16) 64 conv2d_72[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_75 (Batc (None, 14, 14, 16) 64 conv2d_75[0][0]
__________________________________________________________________________________________________
activation_72 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_72[0][0]
__________________________________________________________________________________________________
activation_75 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_75[0][0]
__________________________________________________________________________________________________
concatenate_14 (Concatenate) (None, 14, 14, 480) 0 concatenate_13[0][0]
activation_72[0][0]
activation_75[0][0]
__________________________________________________________________________________________________
conv2d_78 (Conv2D) (None, 14, 14, 64) 30784 concatenate_14[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_78 (Batc (None, 14, 14, 64) 256 conv2d_78[0][0]
__________________________________________________________________________________________________
activation_78 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_78[0][0]
__________________________________________________________________________________________________
conv2d_76 (Conv2D) (None, 14, 14, 64) 30784 concatenate_14[0][0]
__________________________________________________________________________________________________
conv2d_79 (Conv2D) (None, 14, 14, 16) 9232 activation_78[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_76 (Batc (None, 14, 14, 64) 256 conv2d_76[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_79 (Batc (None, 14, 14, 16) 64 conv2d_79[0][0]
__________________________________________________________________________________________________
activation_76 (Activation) (None, 14, 14, 64) 0 batch_normalization_v1_76[0][0]
__________________________________________________________________________________________________
activation_79 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_79[0][0]
__________________________________________________________________________________________________
conv2d_77 (Conv2D) (None, 14, 14, 16) 9232 activation_76[0][0]
__________________________________________________________________________________________________
conv2d_80 (Conv2D) (None, 14, 14, 16) 2320 activation_79[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_77 (Batc (None, 14, 14, 16) 64 conv2d_77[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_80 (Batc (None, 14, 14, 16) 64 conv2d_80[0][0]
__________________________________________________________________________________________________
activation_77 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_77[0][0]
__________________________________________________________________________________________________
activation_80 (Activation) (None, 14, 14, 16) 0 batch_normalization_v1_80[0][0]
__________________________________________________________________________________________________
concatenate_15 (Concatenate) (None, 14, 14, 512) 0 concatenate_14[0][0]
activation_77[0][0]
activation_80[0][0]
__________________________________________________________________________________________________
conv2d_81 (Conv2D) (None, 14, 14, 512) 262656 concatenate_15[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_81 (Batc (None, 14, 14, 512) 2048 conv2d_81[0][0]
__________________________________________________________________________________________________
activation_81 (Activation) (None, 14, 14, 512) 0 batch_normalization_v1_81[0][0]
__________________________________________________________________________________________________
average_pooling2d_2 (AveragePoo (None, 7, 7, 512) 0 activation_81[0][0]
__________________________________________________________________________________________________
conv2d_84 (Conv2D) (None, 7, 7, 64) 32832 average_pooling2d_2[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_84 (Batc (None, 7, 7, 64) 256 conv2d_84[0][0]
__________________________________________________________________________________________________
activation_84 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_84[0][0]
__________________________________________________________________________________________________
conv2d_82 (Conv2D) (None, 7, 7, 64) 32832 average_pooling2d_2[0][0]
__________________________________________________________________________________________________
conv2d_85 (Conv2D) (None, 7, 7, 16) 9232 activation_84[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_82 (Batc (None, 7, 7, 64) 256 conv2d_82[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_85 (Batc (None, 7, 7, 16) 64 conv2d_85[0][0]
__________________________________________________________________________________________________
activation_82 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_82[0][0]
__________________________________________________________________________________________________
activation_85 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_85[0][0]
__________________________________________________________________________________________________
conv2d_83 (Conv2D) (None, 7, 7, 16) 9232 activation_82[0][0]
__________________________________________________________________________________________________
conv2d_86 (Conv2D) (None, 7, 7, 16) 2320 activation_85[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_83 (Batc (None, 7, 7, 16) 64 conv2d_83[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_86 (Batc (None, 7, 7, 16) 64 conv2d_86[0][0]
__________________________________________________________________________________________________
activation_83 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_83[0][0]
__________________________________________________________________________________________________
activation_86 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_86[0][0]
__________________________________________________________________________________________________
concatenate_16 (Concatenate) (None, 7, 7, 544) 0 average_pooling2d_2[0][0]
activation_83[0][0]
activation_86[0][0]
__________________________________________________________________________________________________
conv2d_89 (Conv2D) (None, 7, 7, 64) 34880 concatenate_16[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_89 (Batc (None, 7, 7, 64) 256 conv2d_89[0][0]
__________________________________________________________________________________________________
activation_89 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_89[0][0]
__________________________________________________________________________________________________
conv2d_87 (Conv2D) (None, 7, 7, 64) 34880 concatenate_16[0][0]
__________________________________________________________________________________________________
conv2d_90 (Conv2D) (None, 7, 7, 16) 9232 activation_89[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_87 (Batc (None, 7, 7, 64) 256 conv2d_87[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_90 (Batc (None, 7, 7, 16) 64 conv2d_90[0][0]
__________________________________________________________________________________________________
activation_87 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_87[0][0]
__________________________________________________________________________________________________
activation_90 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_90[0][0]
__________________________________________________________________________________________________
conv2d_88 (Conv2D) (None, 7, 7, 16) 9232 activation_87[0][0]
__________________________________________________________________________________________________
conv2d_91 (Conv2D) (None, 7, 7, 16) 2320 activation_90[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_88 (Batc (None, 7, 7, 16) 64 conv2d_88[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_91 (Batc (None, 7, 7, 16) 64 conv2d_91[0][0]
__________________________________________________________________________________________________
activation_88 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_88[0][0]
__________________________________________________________________________________________________
activation_91 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_91[0][0]
__________________________________________________________________________________________________
concatenate_17 (Concatenate) (None, 7, 7, 576) 0 concatenate_16[0][0]
activation_88[0][0]
activation_91[0][0]
__________________________________________________________________________________________________
conv2d_94 (Conv2D) (None, 7, 7, 64) 36928 concatenate_17[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_94 (Batc (None, 7, 7, 64) 256 conv2d_94[0][0]
__________________________________________________________________________________________________
activation_94 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_94[0][0]
__________________________________________________________________________________________________
conv2d_92 (Conv2D) (None, 7, 7, 64) 36928 concatenate_17[0][0]
__________________________________________________________________________________________________
conv2d_95 (Conv2D) (None, 7, 7, 16) 9232 activation_94[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_92 (Batc (None, 7, 7, 64) 256 conv2d_92[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_95 (Batc (None, 7, 7, 16) 64 conv2d_95[0][0]
__________________________________________________________________________________________________
activation_92 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_92[0][0]
__________________________________________________________________________________________________
activation_95 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_95[0][0]
__________________________________________________________________________________________________
conv2d_93 (Conv2D) (None, 7, 7, 16) 9232 activation_92[0][0]
__________________________________________________________________________________________________
conv2d_96 (Conv2D) (None, 7, 7, 16) 2320 activation_95[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_93 (Batc (None, 7, 7, 16) 64 conv2d_93[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_96 (Batc (None, 7, 7, 16) 64 conv2d_96[0][0]
__________________________________________________________________________________________________
activation_93 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_93[0][0]
__________________________________________________________________________________________________
activation_96 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_96[0][0]
__________________________________________________________________________________________________
concatenate_18 (Concatenate) (None, 7, 7, 608) 0 concatenate_17[0][0]
activation_93[0][0]
activation_96[0][0]
__________________________________________________________________________________________________
conv2d_99 (Conv2D) (None, 7, 7, 64) 38976 concatenate_18[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_99 (Batc (None, 7, 7, 64) 256 conv2d_99[0][0]
__________________________________________________________________________________________________
activation_99 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_99[0][0]
__________________________________________________________________________________________________
conv2d_97 (Conv2D) (None, 7, 7, 64) 38976 concatenate_18[0][0]
__________________________________________________________________________________________________
conv2d_100 (Conv2D) (None, 7, 7, 16) 9232 activation_99[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_97 (Batc (None, 7, 7, 64) 256 conv2d_97[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_100 (Bat (None, 7, 7, 16) 64 conv2d_100[0][0]
__________________________________________________________________________________________________
activation_97 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_97[0][0]
__________________________________________________________________________________________________
activation_100 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_100[0][0]
__________________________________________________________________________________________________
conv2d_98 (Conv2D) (None, 7, 7, 16) 9232 activation_97[0][0]
__________________________________________________________________________________________________
conv2d_101 (Conv2D) (None, 7, 7, 16) 2320 activation_100[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_98 (Batc (None, 7, 7, 16) 64 conv2d_98[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_101 (Bat (None, 7, 7, 16) 64 conv2d_101[0][0]
__________________________________________________________________________________________________
activation_98 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_98[0][0]
__________________________________________________________________________________________________
activation_101 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_101[0][0]
__________________________________________________________________________________________________
concatenate_19 (Concatenate) (None, 7, 7, 640) 0 concatenate_18[0][0]
activation_98[0][0]
activation_101[0][0]
__________________________________________________________________________________________________
conv2d_104 (Conv2D) (None, 7, 7, 64) 41024 concatenate_19[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_104 (Bat (None, 7, 7, 64) 256 conv2d_104[0][0]
__________________________________________________________________________________________________
activation_104 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_104[0][0]
__________________________________________________________________________________________________
conv2d_102 (Conv2D) (None, 7, 7, 64) 41024 concatenate_19[0][0]
__________________________________________________________________________________________________
conv2d_105 (Conv2D) (None, 7, 7, 16) 9232 activation_104[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_102 (Bat (None, 7, 7, 64) 256 conv2d_102[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_105 (Bat (None, 7, 7, 16) 64 conv2d_105[0][0]
__________________________________________________________________________________________________
activation_102 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_102[0][0]
__________________________________________________________________________________________________
activation_105 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_105[0][0]
__________________________________________________________________________________________________
conv2d_103 (Conv2D) (None, 7, 7, 16) 9232 activation_102[0][0]
__________________________________________________________________________________________________
conv2d_106 (Conv2D) (None, 7, 7, 16) 2320 activation_105[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_103 (Bat (None, 7, 7, 16) 64 conv2d_103[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_106 (Bat (None, 7, 7, 16) 64 conv2d_106[0][0]
__________________________________________________________________________________________________
activation_103 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_103[0][0]
__________________________________________________________________________________________________
activation_106 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_106[0][0]
__________________________________________________________________________________________________
concatenate_20 (Concatenate) (None, 7, 7, 672) 0 concatenate_19[0][0]
activation_103[0][0]
activation_106[0][0]
__________________________________________________________________________________________________
conv2d_109 (Conv2D) (None, 7, 7, 64) 43072 concatenate_20[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_109 (Bat (None, 7, 7, 64) 256 conv2d_109[0][0]
__________________________________________________________________________________________________
activation_109 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_109[0][0]
__________________________________________________________________________________________________
conv2d_107 (Conv2D) (None, 7, 7, 64) 43072 concatenate_20[0][0]
__________________________________________________________________________________________________
conv2d_110 (Conv2D) (None, 7, 7, 16) 9232 activation_109[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_107 (Bat (None, 7, 7, 64) 256 conv2d_107[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_110 (Bat (None, 7, 7, 16) 64 conv2d_110[0][0]
__________________________________________________________________________________________________
activation_107 (Activation) (None, 7, 7, 64) 0 batch_normalization_v1_107[0][0]
__________________________________________________________________________________________________
activation_110 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_110[0][0]
__________________________________________________________________________________________________
conv2d_108 (Conv2D) (None, 7, 7, 16) 9232 activation_107[0][0]
__________________________________________________________________________________________________
conv2d_111 (Conv2D) (None, 7, 7, 16) 2320 activation_110[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_108 (Bat (None, 7, 7, 16) 64 conv2d_108[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_111 (Bat (None, 7, 7, 16) 64 conv2d_111[0][0]
__________________________________________________________________________________________________
activation_108 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_108[0][0]
__________________________________________________________________________________________________
activation_111 (Activation) (None, 7, 7, 16) 0 batch_normalization_v1_111[0][0]
__________________________________________________________________________________________________
concatenate_21 (Concatenate) (None, 7, 7, 704) 0 concatenate_20[0][0]
activation_108[0][0]
activation_111[0][0]
__________________________________________________________________________________________________
conv2d_112 (Conv2D) (None, 7, 7, 704) 496320 concatenate_21[0][0]
__________________________________________________________________________________________________
batch_normalization_v1_112 (Bat (None, 7, 7, 704) 2816 conv2d_112[0][0]
__________________________________________________________________________________________________
activation_112 (Activation) (None, 7, 7, 704) 0 batch_normalization_v1_112[0][0]
__________________________________________________________________________________________________
global_average_pooling2d (Globa (None, 704) 0 activation_112[0][0]
__________________________________________________________________________________________________
dense (Dense) (None, 10) 7050 global_average_pooling2d[0][0]
==================================================================================================
Total params: 2,118,890
Trainable params: 2,109,162
Non-trainable params: 9,728
__________________________________________________________________________________________________
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