Kerasに組み込まれているNASNet(Mobile)の実装
Posted On 2018-07-21
目次
NASNet Mobileのsummary
__________________________________________________________________________________________________
Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 224, 224, 3) 0
__________________________________________________________________________________________________
stem_conv1 (Conv2D) (None, 111, 111, 32) 864 input_1[0][0]
__________________________________________________________________________________________________
stem_bn1 (BatchNormalization) (None, 111, 111, 32) 128 stem_conv1[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 111, 111, 32) 0 stem_bn1[0][0]
__________________________________________________________________________________________________
reduction_conv_1_stem_1 (Conv2D (None, 111, 111, 11) 352 activation_1[0][0]
__________________________________________________________________________________________________
reduction_bn_1_stem_1 (BatchNor (None, 111, 111, 11) 44 reduction_conv_1_stem_1[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 111, 111, 11) 0 reduction_bn_1_stem_1[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 111, 111, 32) 0 stem_bn1[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 56, 56, 11) 396 activation_2[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 56, 56, 11) 1920 activation_4[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 56, 56, 11) 44 separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 56, 56, 11) 44 separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_3 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_5 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 56, 56, 11) 396 activation_3[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11) 660 activation_5[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 56, 56, 11) 44 separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 56, 56, 11) 44 separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_6 (Activation) (None, 111, 111, 32) 0 stem_bn1[0][0]
__________________________________________________________________________________________________
reduction_add_1_stem_1 (Add) (None, 56, 56, 11) 0 separable_conv_2_bn_reduction_lef
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 56, 56, 11) 1920 activation_6[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 111, 111, 32) 0 stem_bn1[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 56, 56, 11) 0 reduction_add_1_stem_1[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 56, 56, 11) 44 separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 56, 56, 11) 1152 activation_8[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 56, 56, 11) 220 activation_10[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 56, 56, 11) 44 separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 56, 56, 11) 44 separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11) 660 activation_7[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_11 (Activation) (None, 56, 56, 11) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_1 (MaxPool (None, 56, 56, 11) 0 reduction_bn_1_stem_1[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 56, 56, 11) 44 separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 56, 56, 11) 396 activation_9[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 56, 56, 11) 220 activation_11[0][0]
__________________________________________________________________________________________________
adjust_relu_1_stem_2 (Activatio (None, 111, 111, 32) 0 stem_bn1[0][0]
__________________________________________________________________________________________________
reduction_add_2_stem_1 (Add) (None, 56, 56, 11) 0 reduction_left2_stem_1[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_stem_1 (Average (None, 56, 56, 11) 0 reduction_bn_1_stem_1[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 56, 56, 11) 44 separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_stem_1 (Average (None, 56, 56, 11) 0 reduction_add_1_stem_1[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 56, 56, 11) 44 separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_stem_1 (MaxPoo (None, 56, 56, 11) 0 reduction_bn_1_stem_1[0][0]
__________________________________________________________________________________________________
zero_padding2d_1 (ZeroPadding2D (None, 112, 112, 32) 0 adjust_relu_1_stem_2[0][0]
__________________________________________________________________________________________________
reduction_add3_stem_1 (Add) (None, 56, 56, 11) 0 reduction_left3_stem_1[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_1 (Add) (None, 56, 56, 11) 0 reduction_add_2_stem_1[0][0]
reduction_left4_stem_1[0][0]
__________________________________________________________________________________________________
reduction_add4_stem_1 (Add) (None, 56, 56, 11) 0 separable_conv_2_bn_reduction_lef
reduction_right5_stem_1[0][0]
__________________________________________________________________________________________________
cropping2d_1 (Cropping2D) (None, 111, 111, 32) 0 zero_padding2d_1[0][0]
__________________________________________________________________________________________________
reduction_concat_stem_1 (Concat (None, 56, 56, 44) 0 reduction_add_2_stem_1[0][0]
reduction_add3_stem_1[0][0]
add_1[0][0]
reduction_add4_stem_1[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_1_stem_2 (Avera (None, 56, 56, 32) 0 adjust_relu_1_stem_2[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_2_stem_2 (Avera (None, 56, 56, 32) 0 cropping2d_1[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 56, 56, 44) 0 reduction_concat_stem_1[0][0]
__________________________________________________________________________________________________
adjust_conv_1_stem_2 (Conv2D) (None, 56, 56, 11) 352 adjust_avg_pool_1_stem_2[0][0]
__________________________________________________________________________________________________
adjust_conv_2_stem_2 (Conv2D) (None, 56, 56, 11) 352 adjust_avg_pool_2_stem_2[0][0]
__________________________________________________________________________________________________
reduction_conv_1_stem_2 (Conv2D (None, 56, 56, 22) 968 activation_12[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 56, 56, 22) 0 adjust_conv_1_stem_2[0][0]
adjust_conv_2_stem_2[0][0]
__________________________________________________________________________________________________
reduction_bn_1_stem_2 (BatchNor (None, 56, 56, 22) 88 reduction_conv_1_stem_2[0][0]
__________________________________________________________________________________________________
adjust_bn_stem_2 (BatchNormaliz (None, 56, 56, 22) 88 concatenate_1[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 56, 56, 22) 0 reduction_bn_1_stem_2[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 56, 56, 22) 0 adjust_bn_stem_2[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 28, 28, 22) 1034 activation_13[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 28, 28, 22) 1562 activation_15[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 28, 28, 22) 88 separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 28, 28, 22) 88 separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_14 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_16 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 28, 28, 22) 1034 activation_14[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22) 1562 activation_16[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 28, 28, 22) 88 separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 28, 28, 22) 88 separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_17 (Activation) (None, 56, 56, 22) 0 adjust_bn_stem_2[0][0]
__________________________________________________________________________________________________
reduction_add_1_stem_2 (Add) (None, 28, 28, 22) 0 separable_conv_2_bn_reduction_lef
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 28, 28, 22) 1562 activation_17[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 56, 56, 22) 0 adjust_bn_stem_2[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 28, 28, 22) 0 reduction_add_1_stem_2[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 28, 28, 22) 88 separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 28, 28, 22) 1034 activation_19[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 28, 28, 22) 682 activation_21[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 28, 28, 22) 88 separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 28, 28, 22) 88 separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22) 1562 activation_18[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_22 (Activation) (None, 28, 28, 22) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_stem_2 (MaxPool (None, 28, 28, 22) 0 reduction_bn_1_stem_2[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 28, 28, 22) 88 separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 28, 28, 22) 1034 activation_20[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 28, 28, 22) 682 activation_22[0][0]
__________________________________________________________________________________________________
adjust_relu_1_0 (Activation) (None, 56, 56, 44) 0 reduction_concat_stem_1[0][0]
__________________________________________________________________________________________________
reduction_add_2_stem_2 (Add) (None, 28, 28, 22) 0 reduction_left2_stem_2[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_stem_2 (Average (None, 28, 28, 22) 0 reduction_bn_1_stem_2[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 28, 28, 22) 88 separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_stem_2 (Average (None, 28, 28, 22) 0 reduction_add_1_stem_2[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 28, 28, 22) 88 separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_stem_2 (MaxPoo (None, 28, 28, 22) 0 reduction_bn_1_stem_2[0][0]
__________________________________________________________________________________________________
zero_padding2d_2 (ZeroPadding2D (None, 57, 57, 44) 0 adjust_relu_1_0[0][0]
__________________________________________________________________________________________________
reduction_add3_stem_2 (Add) (None, 28, 28, 22) 0 reduction_left3_stem_2[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_2 (Add) (None, 28, 28, 22) 0 reduction_add_2_stem_2[0][0]
reduction_left4_stem_2[0][0]
__________________________________________________________________________________________________
reduction_add4_stem_2 (Add) (None, 28, 28, 22) 0 separable_conv_2_bn_reduction_lef
reduction_right5_stem_2[0][0]
__________________________________________________________________________________________________
cropping2d_2 (Cropping2D) (None, 56, 56, 44) 0 zero_padding2d_2[0][0]
__________________________________________________________________________________________________
reduction_concat_stem_2 (Concat (None, 28, 28, 88) 0 reduction_add_2_stem_2[0][0]
reduction_add3_stem_2[0][0]
add_2[0][0]
reduction_add4_stem_2[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_1_0 (AveragePoo (None, 28, 28, 44) 0 adjust_relu_1_0[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_2_0 (AveragePoo (None, 28, 28, 44) 0 cropping2d_2[0][0]
__________________________________________________________________________________________________
adjust_conv_1_0 (Conv2D) (None, 28, 28, 22) 968 adjust_avg_pool_1_0[0][0]
__________________________________________________________________________________________________
adjust_conv_2_0 (Conv2D) (None, 28, 28, 22) 968 adjust_avg_pool_2_0[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 28, 28, 88) 0 reduction_concat_stem_2[0][0]
__________________________________________________________________________________________________
concatenate_2 (Concatenate) (None, 28, 28, 44) 0 adjust_conv_1_0[0][0]
adjust_conv_2_0[0][0]
__________________________________________________________________________________________________
normal_conv_1_0 (Conv2D) (None, 28, 28, 44) 3872 activation_23[0][0]
__________________________________________________________________________________________________
adjust_bn_0 (BatchNormalization (None, 28, 28, 44) 176 concatenate_2[0][0]
__________________________________________________________________________________________________
normal_bn_1_0 (BatchNormalizati (None, 28, 28, 44) 176 normal_conv_1_0[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 28, 28, 44) 0 normal_bn_1_0[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 28, 28, 44) 0 normal_bn_1_0[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_0 (None, 28, 28, 44) 3036 activation_24[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_26[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_0 (None, 28, 28, 44) 3036 activation_28[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_30[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_0 (None, 28, 28, 44) 2332 activation_32[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left1_0[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right1_0[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left2_0[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right2_0[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left5_0[0
__________________________________________________________________________________________________
activation_25 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_27 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_29 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_31 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_33 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_0 (None, 28, 28, 44) 3036 activation_25[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_27[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_0 (None, 28, 28, 44) 3036 activation_29[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_31[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_0 (None, 28, 28, 44) 2332 activation_33[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left1_0[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right1_0[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left2_0[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right2_0[
__________________________________________________________________________________________________
normal_left3_0 (AveragePooling2 (None, 28, 28, 44) 0 normal_bn_1_0[0][0]
__________________________________________________________________________________________________
normal_left4_0 (AveragePooling2 (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
normal_right4_0 (AveragePooling (None, 28, 28, 44) 0 adjust_bn_0[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left5_0[0
__________________________________________________________________________________________________
normal_add_1_0 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_0 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_0 (Add) (None, 28, 28, 44) 0 normal_left3_0[0][0]
adjust_bn_0[0][0]
__________________________________________________________________________________________________
normal_add_4_0 (Add) (None, 28, 28, 44) 0 normal_left4_0[0][0]
normal_right4_0[0][0]
__________________________________________________________________________________________________
normal_add_5_0 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_0[0][0]
__________________________________________________________________________________________________
normal_concat_0 (Concatenate) (None, 28, 28, 264) 0 adjust_bn_0[0][0]
normal_add_1_0[0][0]
normal_add_2_0[0][0]
normal_add_3_0[0][0]
normal_add_4_0[0][0]
normal_add_5_0[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 28, 28, 88) 0 reduction_concat_stem_2[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 28, 28, 264) 0 normal_concat_0[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_1 (Conv2 (None, 28, 28, 44) 3872 activation_34[0][0]
__________________________________________________________________________________________________
normal_conv_1_1 (Conv2D) (None, 28, 28, 44) 11616 activation_35[0][0]
__________________________________________________________________________________________________
adjust_bn_1 (BatchNormalization (None, 28, 28, 44) 176 adjust_conv_projection_1[0][0]
__________________________________________________________________________________________________
normal_bn_1_1 (BatchNormalizati (None, 28, 28, 44) 176 normal_conv_1_1[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 28, 28, 44) 0 normal_bn_1_1[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 28, 28, 44) 0 normal_bn_1_1[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 28, 28, 44) 3036 activation_36[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_38[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 28, 28, 44) 3036 activation_40[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_42[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 28, 28, 44) 2332 activation_44[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left1_1[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right1_1[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left2_1[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right2_1[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left5_1[0
__________________________________________________________________________________________________
activation_37 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_39 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_41 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_43 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_45 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 28, 28, 44) 3036 activation_37[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_39[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 28, 28, 44) 3036 activation_41[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_43[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 28, 28, 44) 2332 activation_45[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left1_1[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right1_1[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left2_1[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right2_1[
__________________________________________________________________________________________________
normal_left3_1 (AveragePooling2 (None, 28, 28, 44) 0 normal_bn_1_1[0][0]
__________________________________________________________________________________________________
normal_left4_1 (AveragePooling2 (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
normal_right4_1 (AveragePooling (None, 28, 28, 44) 0 adjust_bn_1[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left5_1[0
__________________________________________________________________________________________________
normal_add_1_1 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_1 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_1 (Add) (None, 28, 28, 44) 0 normal_left3_1[0][0]
adjust_bn_1[0][0]
__________________________________________________________________________________________________
normal_add_4_1 (Add) (None, 28, 28, 44) 0 normal_left4_1[0][0]
normal_right4_1[0][0]
__________________________________________________________________________________________________
normal_add_5_1 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_1[0][0]
__________________________________________________________________________________________________
normal_concat_1 (Concatenate) (None, 28, 28, 264) 0 adjust_bn_1[0][0]
normal_add_1_1[0][0]
normal_add_2_1[0][0]
normal_add_3_1[0][0]
normal_add_4_1[0][0]
normal_add_5_1[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, 28, 28, 264) 0 normal_concat_0[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, 28, 28, 264) 0 normal_concat_1[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_2 (Conv2 (None, 28, 28, 44) 11616 activation_46[0][0]
__________________________________________________________________________________________________
normal_conv_1_2 (Conv2D) (None, 28, 28, 44) 11616 activation_47[0][0]
__________________________________________________________________________________________________
adjust_bn_2 (BatchNormalization (None, 28, 28, 44) 176 adjust_conv_projection_2[0][0]
__________________________________________________________________________________________________
normal_bn_1_2 (BatchNormalizati (None, 28, 28, 44) 176 normal_conv_1_2[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, 28, 28, 44) 0 normal_bn_1_2[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, 28, 28, 44) 0 normal_bn_1_2[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_2 (None, 28, 28, 44) 3036 activation_48[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_50[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_2 (None, 28, 28, 44) 3036 activation_52[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_54[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_2 (None, 28, 28, 44) 2332 activation_56[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left1_2[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right1_2[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left2_2[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right2_2[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left5_2[0
__________________________________________________________________________________________________
activation_49 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_51 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_53 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_55 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_57 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_2 (None, 28, 28, 44) 3036 activation_49[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_51[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_2 (None, 28, 28, 44) 3036 activation_53[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_55[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_2 (None, 28, 28, 44) 2332 activation_57[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left1_2[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right1_2[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left2_2[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right2_2[
__________________________________________________________________________________________________
normal_left3_2 (AveragePooling2 (None, 28, 28, 44) 0 normal_bn_1_2[0][0]
__________________________________________________________________________________________________
normal_left4_2 (AveragePooling2 (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
normal_right4_2 (AveragePooling (None, 28, 28, 44) 0 adjust_bn_2[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left5_2[0
__________________________________________________________________________________________________
normal_add_1_2 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_2 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_2 (Add) (None, 28, 28, 44) 0 normal_left3_2[0][0]
adjust_bn_2[0][0]
__________________________________________________________________________________________________
normal_add_4_2 (Add) (None, 28, 28, 44) 0 normal_left4_2[0][0]
normal_right4_2[0][0]
__________________________________________________________________________________________________
normal_add_5_2 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_2[0][0]
__________________________________________________________________________________________________
normal_concat_2 (Concatenate) (None, 28, 28, 264) 0 adjust_bn_2[0][0]
normal_add_1_2[0][0]
normal_add_2_2[0][0]
normal_add_3_2[0][0]
normal_add_4_2[0][0]
normal_add_5_2[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, 28, 28, 264) 0 normal_concat_1[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, 28, 28, 264) 0 normal_concat_2[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_3 (Conv2 (None, 28, 28, 44) 11616 activation_58[0][0]
__________________________________________________________________________________________________
normal_conv_1_3 (Conv2D) (None, 28, 28, 44) 11616 activation_59[0][0]
__________________________________________________________________________________________________
adjust_bn_3 (BatchNormalization (None, 28, 28, 44) 176 adjust_conv_projection_3[0][0]
__________________________________________________________________________________________________
normal_bn_1_3 (BatchNormalizati (None, 28, 28, 44) 176 normal_conv_1_3[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, 28, 28, 44) 0 normal_bn_1_3[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
activation_66 (Activation) (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
activation_68 (Activation) (None, 28, 28, 44) 0 normal_bn_1_3[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_3 (None, 28, 28, 44) 3036 activation_60[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 28, 28, 44) 2332 activation_62[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_3 (None, 28, 28, 44) 3036 activation_64[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 28, 28, 44) 2332 activation_66[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_3 (None, 28, 28, 44) 2332 activation_68[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left1_3[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right1_3[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left2_3[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_1_normal_right2_3[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 28, 28, 44) 176 separable_conv_1_normal_left5_3[0
__________________________________________________________________________________________________
activation_61 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_63 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_65 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_67 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_69 (Activation) (None, 28, 28, 44) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_3 (None, 28, 28, 44) 3036 activation_61[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 28, 28, 44) 2332 activation_63[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_3 (None, 28, 28, 44) 3036 activation_65[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 28, 28, 44) 2332 activation_67[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_3 (None, 28, 28, 44) 2332 activation_69[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left1_3[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right1_3[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left2_3[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 28, 28, 44) 176 separable_conv_2_normal_right2_3[
__________________________________________________________________________________________________
normal_left3_3 (AveragePooling2 (None, 28, 28, 44) 0 normal_bn_1_3[0][0]
__________________________________________________________________________________________________
normal_left4_3 (AveragePooling2 (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
normal_right4_3 (AveragePooling (None, 28, 28, 44) 0 adjust_bn_3[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 28, 28, 44) 176 separable_conv_2_normal_left5_3[0
__________________________________________________________________________________________________
normal_add_1_3 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_3 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_3 (Add) (None, 28, 28, 44) 0 normal_left3_3[0][0]
adjust_bn_3[0][0]
__________________________________________________________________________________________________
normal_add_4_3 (Add) (None, 28, 28, 44) 0 normal_left4_3[0][0]
normal_right4_3[0][0]
__________________________________________________________________________________________________
normal_add_5_3 (Add) (None, 28, 28, 44) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_3[0][0]
__________________________________________________________________________________________________
normal_concat_3 (Concatenate) (None, 28, 28, 264) 0 adjust_bn_3[0][0]
normal_add_1_3[0][0]
normal_add_2_3[0][0]
normal_add_3_3[0][0]
normal_add_4_3[0][0]
normal_add_5_3[0][0]
__________________________________________________________________________________________________
activation_71 (Activation) (None, 28, 28, 264) 0 normal_concat_3[0][0]
__________________________________________________________________________________________________
activation_70 (Activation) (None, 28, 28, 264) 0 normal_concat_2[0][0]
__________________________________________________________________________________________________
reduction_conv_1_reduce_4 (Conv (None, 28, 28, 88) 23232 activation_71[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_reduce_4 (None, 28, 28, 88) 23232 activation_70[0][0]
__________________________________________________________________________________________________
reduction_bn_1_reduce_4 (BatchN (None, 28, 28, 88) 352 reduction_conv_1_reduce_4[0][0]
__________________________________________________________________________________________________
adjust_bn_reduce_4 (BatchNormal (None, 28, 28, 88) 352 adjust_conv_projection_reduce_4[0
__________________________________________________________________________________________________
activation_72 (Activation) (None, 28, 28, 88) 0 reduction_bn_1_reduce_4[0][0]
__________________________________________________________________________________________________
activation_74 (Activation) (None, 28, 28, 88) 0 adjust_bn_reduce_4[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 14, 14, 88) 9944 activation_72[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 14, 14, 88) 12056 activation_74[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 14, 14, 88) 352 separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 14, 14, 88) 352 separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_73 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_75 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 14, 14, 88) 9944 activation_73[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88) 12056 activation_75[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 14, 14, 88) 352 separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 14, 14, 88) 352 separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_76 (Activation) (None, 28, 28, 88) 0 adjust_bn_reduce_4[0][0]
__________________________________________________________________________________________________
reduction_add_1_reduce_4 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_reduction_lef
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 14, 14, 88) 12056 activation_76[0][0]
__________________________________________________________________________________________________
activation_78 (Activation) (None, 28, 28, 88) 0 adjust_bn_reduce_4[0][0]
__________________________________________________________________________________________________
activation_80 (Activation) (None, 14, 14, 88) 0 reduction_add_1_reduce_4[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 14, 14, 88) 352 separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 14, 14, 88) 9944 activation_78[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 14, 14, 88) 8536 activation_80[0][0]
__________________________________________________________________________________________________
activation_77 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 14, 14, 88) 352 separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 14, 14, 88) 352 separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88) 12056 activation_77[0][0]
__________________________________________________________________________________________________
activation_79 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_81 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_4 (MaxPo (None, 14, 14, 88) 0 reduction_bn_1_reduce_4[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 14, 14, 88) 352 separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 14, 14, 88) 9944 activation_79[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 14, 14, 88) 8536 activation_81[0][0]
__________________________________________________________________________________________________
adjust_relu_1_5 (Activation) (None, 28, 28, 264) 0 normal_concat_3[0][0]
__________________________________________________________________________________________________
reduction_add_2_reduce_4 (Add) (None, 14, 14, 88) 0 reduction_left2_reduce_4[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_reduce_4 (Avera (None, 14, 14, 88) 0 reduction_bn_1_reduce_4[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 14, 14, 88) 352 separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_reduce_4 (Avera (None, 14, 14, 88) 0 reduction_add_1_reduce_4[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 14, 14, 88) 352 separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_reduce_4 (MaxP (None, 14, 14, 88) 0 reduction_bn_1_reduce_4[0][0]
__________________________________________________________________________________________________
zero_padding2d_3 (ZeroPadding2D (None, 29, 29, 264) 0 adjust_relu_1_5[0][0]
__________________________________________________________________________________________________
reduction_add3_reduce_4 (Add) (None, 14, 14, 88) 0 reduction_left3_reduce_4[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_3 (Add) (None, 14, 14, 88) 0 reduction_add_2_reduce_4[0][0]
reduction_left4_reduce_4[0][0]
__________________________________________________________________________________________________
reduction_add4_reduce_4 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_reduction_lef
reduction_right5_reduce_4[0][0]
__________________________________________________________________________________________________
cropping2d_3 (Cropping2D) (None, 28, 28, 264) 0 zero_padding2d_3[0][0]
__________________________________________________________________________________________________
reduction_concat_reduce_4 (Conc (None, 14, 14, 352) 0 reduction_add_2_reduce_4[0][0]
reduction_add3_reduce_4[0][0]
add_3[0][0]
reduction_add4_reduce_4[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_1_5 (AveragePoo (None, 14, 14, 264) 0 adjust_relu_1_5[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_2_5 (AveragePoo (None, 14, 14, 264) 0 cropping2d_3[0][0]
__________________________________________________________________________________________________
adjust_conv_1_5 (Conv2D) (None, 14, 14, 44) 11616 adjust_avg_pool_1_5[0][0]
__________________________________________________________________________________________________
adjust_conv_2_5 (Conv2D) (None, 14, 14, 44) 11616 adjust_avg_pool_2_5[0][0]
__________________________________________________________________________________________________
activation_82 (Activation) (None, 14, 14, 352) 0 reduction_concat_reduce_4[0][0]
__________________________________________________________________________________________________
concatenate_3 (Concatenate) (None, 14, 14, 88) 0 adjust_conv_1_5[0][0]
adjust_conv_2_5[0][0]
__________________________________________________________________________________________________
normal_conv_1_5 (Conv2D) (None, 14, 14, 88) 30976 activation_82[0][0]
__________________________________________________________________________________________________
adjust_bn_5 (BatchNormalization (None, 14, 14, 88) 352 concatenate_3[0][0]
__________________________________________________________________________________________________
normal_bn_1_5 (BatchNormalizati (None, 14, 14, 88) 352 normal_conv_1_5[0][0]
__________________________________________________________________________________________________
activation_83 (Activation) (None, 14, 14, 88) 0 normal_bn_1_5[0][0]
__________________________________________________________________________________________________
activation_85 (Activation) (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
activation_87 (Activation) (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
activation_89 (Activation) (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
activation_91 (Activation) (None, 14, 14, 88) 0 normal_bn_1_5[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_5 (None, 14, 14, 88) 9944 activation_83[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_85[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_5 (None, 14, 14, 88) 9944 activation_87[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_89[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_5 (None, 14, 14, 88) 8536 activation_91[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left1_5[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right1_5[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left2_5[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right2_5[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left5_5[0
__________________________________________________________________________________________________
activation_84 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_86 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_88 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_90 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_92 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_5 (None, 14, 14, 88) 9944 activation_84[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_86[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_5 (None, 14, 14, 88) 9944 activation_88[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_90[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_5 (None, 14, 14, 88) 8536 activation_92[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left1_5[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right1_5[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left2_5[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right2_5[
__________________________________________________________________________________________________
normal_left3_5 (AveragePooling2 (None, 14, 14, 88) 0 normal_bn_1_5[0][0]
__________________________________________________________________________________________________
normal_left4_5 (AveragePooling2 (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
normal_right4_5 (AveragePooling (None, 14, 14, 88) 0 adjust_bn_5[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left5_5[0
__________________________________________________________________________________________________
normal_add_1_5 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_5 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_5 (Add) (None, 14, 14, 88) 0 normal_left3_5[0][0]
adjust_bn_5[0][0]
__________________________________________________________________________________________________
normal_add_4_5 (Add) (None, 14, 14, 88) 0 normal_left4_5[0][0]
normal_right4_5[0][0]
__________________________________________________________________________________________________
normal_add_5_5 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_5[0][0]
__________________________________________________________________________________________________
normal_concat_5 (Concatenate) (None, 14, 14, 528) 0 adjust_bn_5[0][0]
normal_add_1_5[0][0]
normal_add_2_5[0][0]
normal_add_3_5[0][0]
normal_add_4_5[0][0]
normal_add_5_5[0][0]
__________________________________________________________________________________________________
activation_93 (Activation) (None, 14, 14, 352) 0 reduction_concat_reduce_4[0][0]
__________________________________________________________________________________________________
activation_94 (Activation) (None, 14, 14, 528) 0 normal_concat_5[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_6 (Conv2 (None, 14, 14, 88) 30976 activation_93[0][0]
__________________________________________________________________________________________________
normal_conv_1_6 (Conv2D) (None, 14, 14, 88) 46464 activation_94[0][0]
__________________________________________________________________________________________________
adjust_bn_6 (BatchNormalization (None, 14, 14, 88) 352 adjust_conv_projection_6[0][0]
__________________________________________________________________________________________________
normal_bn_1_6 (BatchNormalizati (None, 14, 14, 88) 352 normal_conv_1_6[0][0]
__________________________________________________________________________________________________
activation_95 (Activation) (None, 14, 14, 88) 0 normal_bn_1_6[0][0]
__________________________________________________________________________________________________
activation_97 (Activation) (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
activation_99 (Activation) (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
activation_101 (Activation) (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
activation_103 (Activation) (None, 14, 14, 88) 0 normal_bn_1_6[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_6 (None, 14, 14, 88) 9944 activation_95[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_97[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_6 (None, 14, 14, 88) 9944 activation_99[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_101[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_6 (None, 14, 14, 88) 8536 activation_103[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left1_6[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right1_6[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left2_6[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right2_6[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left5_6[0
__________________________________________________________________________________________________
activation_96 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_98 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_100 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_102 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_104 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_6 (None, 14, 14, 88) 9944 activation_96[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_98[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_6 (None, 14, 14, 88) 9944 activation_100[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_102[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_6 (None, 14, 14, 88) 8536 activation_104[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left1_6[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right1_6[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left2_6[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right2_6[
__________________________________________________________________________________________________
normal_left3_6 (AveragePooling2 (None, 14, 14, 88) 0 normal_bn_1_6[0][0]
__________________________________________________________________________________________________
normal_left4_6 (AveragePooling2 (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
normal_right4_6 (AveragePooling (None, 14, 14, 88) 0 adjust_bn_6[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left5_6[0
__________________________________________________________________________________________________
normal_add_1_6 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_6 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_6 (Add) (None, 14, 14, 88) 0 normal_left3_6[0][0]
adjust_bn_6[0][0]
__________________________________________________________________________________________________
normal_add_4_6 (Add) (None, 14, 14, 88) 0 normal_left4_6[0][0]
normal_right4_6[0][0]
__________________________________________________________________________________________________
normal_add_5_6 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_6[0][0]
__________________________________________________________________________________________________
normal_concat_6 (Concatenate) (None, 14, 14, 528) 0 adjust_bn_6[0][0]
normal_add_1_6[0][0]
normal_add_2_6[0][0]
normal_add_3_6[0][0]
normal_add_4_6[0][0]
normal_add_5_6[0][0]
__________________________________________________________________________________________________
activation_105 (Activation) (None, 14, 14, 528) 0 normal_concat_5[0][0]
__________________________________________________________________________________________________
activation_106 (Activation) (None, 14, 14, 528) 0 normal_concat_6[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_7 (Conv2 (None, 14, 14, 88) 46464 activation_105[0][0]
__________________________________________________________________________________________________
normal_conv_1_7 (Conv2D) (None, 14, 14, 88) 46464 activation_106[0][0]
__________________________________________________________________________________________________
adjust_bn_7 (BatchNormalization (None, 14, 14, 88) 352 adjust_conv_projection_7[0][0]
__________________________________________________________________________________________________
normal_bn_1_7 (BatchNormalizati (None, 14, 14, 88) 352 normal_conv_1_7[0][0]
__________________________________________________________________________________________________
activation_107 (Activation) (None, 14, 14, 88) 0 normal_bn_1_7[0][0]
__________________________________________________________________________________________________
activation_109 (Activation) (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
activation_111 (Activation) (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
activation_113 (Activation) (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
activation_115 (Activation) (None, 14, 14, 88) 0 normal_bn_1_7[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_7 (None, 14, 14, 88) 9944 activation_107[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_109[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_7 (None, 14, 14, 88) 9944 activation_111[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_113[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_7 (None, 14, 14, 88) 8536 activation_115[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left1_7[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right1_7[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left2_7[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right2_7[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left5_7[0
__________________________________________________________________________________________________
activation_108 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_110 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_112 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_114 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_116 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_7 (None, 14, 14, 88) 9944 activation_108[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_110[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_7 (None, 14, 14, 88) 9944 activation_112[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_114[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_7 (None, 14, 14, 88) 8536 activation_116[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left1_7[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right1_7[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left2_7[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right2_7[
__________________________________________________________________________________________________
normal_left3_7 (AveragePooling2 (None, 14, 14, 88) 0 normal_bn_1_7[0][0]
__________________________________________________________________________________________________
normal_left4_7 (AveragePooling2 (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
normal_right4_7 (AveragePooling (None, 14, 14, 88) 0 adjust_bn_7[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left5_7[0
__________________________________________________________________________________________________
normal_add_1_7 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_7 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_7 (Add) (None, 14, 14, 88) 0 normal_left3_7[0][0]
adjust_bn_7[0][0]
__________________________________________________________________________________________________
normal_add_4_7 (Add) (None, 14, 14, 88) 0 normal_left4_7[0][0]
normal_right4_7[0][0]
__________________________________________________________________________________________________
normal_add_5_7 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_7[0][0]
__________________________________________________________________________________________________
normal_concat_7 (Concatenate) (None, 14, 14, 528) 0 adjust_bn_7[0][0]
normal_add_1_7[0][0]
normal_add_2_7[0][0]
normal_add_3_7[0][0]
normal_add_4_7[0][0]
normal_add_5_7[0][0]
__________________________________________________________________________________________________
activation_117 (Activation) (None, 14, 14, 528) 0 normal_concat_6[0][0]
__________________________________________________________________________________________________
activation_118 (Activation) (None, 14, 14, 528) 0 normal_concat_7[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_8 (Conv2 (None, 14, 14, 88) 46464 activation_117[0][0]
__________________________________________________________________________________________________
normal_conv_1_8 (Conv2D) (None, 14, 14, 88) 46464 activation_118[0][0]
__________________________________________________________________________________________________
adjust_bn_8 (BatchNormalization (None, 14, 14, 88) 352 adjust_conv_projection_8[0][0]
__________________________________________________________________________________________________
normal_bn_1_8 (BatchNormalizati (None, 14, 14, 88) 352 normal_conv_1_8[0][0]
__________________________________________________________________________________________________
activation_119 (Activation) (None, 14, 14, 88) 0 normal_bn_1_8[0][0]
__________________________________________________________________________________________________
activation_121 (Activation) (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
activation_123 (Activation) (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
activation_125 (Activation) (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
activation_127 (Activation) (None, 14, 14, 88) 0 normal_bn_1_8[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_8 (None, 14, 14, 88) 9944 activation_119[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 14, 14, 88) 8536 activation_121[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_8 (None, 14, 14, 88) 9944 activation_123[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 14, 14, 88) 8536 activation_125[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_8 (None, 14, 14, 88) 8536 activation_127[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left1_8[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right1_8[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left2_8[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_1_normal_right2_8[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 14, 14, 88) 352 separable_conv_1_normal_left5_8[0
__________________________________________________________________________________________________
activation_120 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_122 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_124 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_126 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_128 (Activation) (None, 14, 14, 88) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_8 (None, 14, 14, 88) 9944 activation_120[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 14, 14, 88) 8536 activation_122[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_8 (None, 14, 14, 88) 9944 activation_124[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 14, 14, 88) 8536 activation_126[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_8 (None, 14, 14, 88) 8536 activation_128[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left1_8[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right1_8[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left2_8[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 14, 14, 88) 352 separable_conv_2_normal_right2_8[
__________________________________________________________________________________________________
normal_left3_8 (AveragePooling2 (None, 14, 14, 88) 0 normal_bn_1_8[0][0]
__________________________________________________________________________________________________
normal_left4_8 (AveragePooling2 (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
normal_right4_8 (AveragePooling (None, 14, 14, 88) 0 adjust_bn_8[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 14, 14, 88) 352 separable_conv_2_normal_left5_8[0
__________________________________________________________________________________________________
normal_add_1_8 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_8 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_8 (Add) (None, 14, 14, 88) 0 normal_left3_8[0][0]
adjust_bn_8[0][0]
__________________________________________________________________________________________________
normal_add_4_8 (Add) (None, 14, 14, 88) 0 normal_left4_8[0][0]
normal_right4_8[0][0]
__________________________________________________________________________________________________
normal_add_5_8 (Add) (None, 14, 14, 88) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_8[0][0]
__________________________________________________________________________________________________
normal_concat_8 (Concatenate) (None, 14, 14, 528) 0 adjust_bn_8[0][0]
normal_add_1_8[0][0]
normal_add_2_8[0][0]
normal_add_3_8[0][0]
normal_add_4_8[0][0]
normal_add_5_8[0][0]
__________________________________________________________________________________________________
activation_130 (Activation) (None, 14, 14, 528) 0 normal_concat_8[0][0]
__________________________________________________________________________________________________
activation_129 (Activation) (None, 14, 14, 528) 0 normal_concat_7[0][0]
__________________________________________________________________________________________________
reduction_conv_1_reduce_8 (Conv (None, 14, 14, 176) 92928 activation_130[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_reduce_8 (None, 14, 14, 176) 92928 activation_129[0][0]
__________________________________________________________________________________________________
reduction_bn_1_reduce_8 (BatchN (None, 14, 14, 176) 704 reduction_conv_1_reduce_8[0][0]
__________________________________________________________________________________________________
adjust_bn_reduce_8 (BatchNormal (None, 14, 14, 176) 704 adjust_conv_projection_reduce_8[0
__________________________________________________________________________________________________
activation_131 (Activation) (None, 14, 14, 176) 0 reduction_bn_1_reduce_8[0][0]
__________________________________________________________________________________________________
activation_133 (Activation) (None, 14, 14, 176) 0 adjust_bn_reduce_8[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 7, 7, 176) 35376 activation_131[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 7, 7, 176) 39600 activation_133[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 7, 7, 176) 704 separable_conv_1_reduction_left1_
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 7, 7, 176) 704 separable_conv_1_reduction_right1
__________________________________________________________________________________________________
activation_132 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
activation_134 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 7, 7, 176) 35376 activation_132[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176) 39600 activation_134[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 7, 7, 176) 704 separable_conv_2_reduction_left1_
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 7, 7, 176) 704 separable_conv_2_reduction_right1
__________________________________________________________________________________________________
activation_135 (Activation) (None, 14, 14, 176) 0 adjust_bn_reduce_8[0][0]
__________________________________________________________________________________________________
reduction_add_1_reduce_8 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_reduction_lef
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 7, 7, 176) 39600 activation_135[0][0]
__________________________________________________________________________________________________
activation_137 (Activation) (None, 14, 14, 176) 0 adjust_bn_reduce_8[0][0]
__________________________________________________________________________________________________
activation_139 (Activation) (None, 7, 7, 176) 0 reduction_add_1_reduce_8[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 7, 7, 176) 704 separable_conv_1_reduction_right2
__________________________________________________________________________________________________
separable_conv_1_reduction_righ (None, 7, 7, 176) 35376 activation_137[0][0]
__________________________________________________________________________________________________
separable_conv_1_reduction_left (None, 7, 7, 176) 32560 activation_139[0][0]
__________________________________________________________________________________________________
activation_136 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_r (None, 7, 7, 176) 704 separable_conv_1_reduction_right3
__________________________________________________________________________________________________
separable_conv_1_bn_reduction_l (None, 7, 7, 176) 704 separable_conv_1_reduction_left4_
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176) 39600 activation_136[0][0]
__________________________________________________________________________________________________
activation_138 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_rig
__________________________________________________________________________________________________
activation_140 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_reduction_lef
__________________________________________________________________________________________________
reduction_left2_reduce_8 (MaxPo (None, 7, 7, 176) 0 reduction_bn_1_reduce_8[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 7, 7, 176) 704 separable_conv_2_reduction_right2
__________________________________________________________________________________________________
separable_conv_2_reduction_righ (None, 7, 7, 176) 35376 activation_138[0][0]
__________________________________________________________________________________________________
separable_conv_2_reduction_left (None, 7, 7, 176) 32560 activation_140[0][0]
__________________________________________________________________________________________________
adjust_relu_1_9 (Activation) (None, 14, 14, 528) 0 normal_concat_8[0][0]
__________________________________________________________________________________________________
reduction_add_2_reduce_8 (Add) (None, 7, 7, 176) 0 reduction_left2_reduce_8[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
reduction_left3_reduce_8 (Avera (None, 7, 7, 176) 0 reduction_bn_1_reduce_8[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_r (None, 7, 7, 176) 704 separable_conv_2_reduction_right3
__________________________________________________________________________________________________
reduction_left4_reduce_8 (Avera (None, 7, 7, 176) 0 reduction_add_1_reduce_8[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_reduction_l (None, 7, 7, 176) 704 separable_conv_2_reduction_left4_
__________________________________________________________________________________________________
reduction_right5_reduce_8 (MaxP (None, 7, 7, 176) 0 reduction_bn_1_reduce_8[0][0]
__________________________________________________________________________________________________
zero_padding2d_4 (ZeroPadding2D (None, 15, 15, 528) 0 adjust_relu_1_9[0][0]
__________________________________________________________________________________________________
reduction_add3_reduce_8 (Add) (None, 7, 7, 176) 0 reduction_left3_reduce_8[0][0]
separable_conv_2_bn_reduction_rig
__________________________________________________________________________________________________
add_4 (Add) (None, 7, 7, 176) 0 reduction_add_2_reduce_8[0][0]
reduction_left4_reduce_8[0][0]
__________________________________________________________________________________________________
reduction_add4_reduce_8 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_reduction_lef
reduction_right5_reduce_8[0][0]
__________________________________________________________________________________________________
cropping2d_4 (Cropping2D) (None, 14, 14, 528) 0 zero_padding2d_4[0][0]
__________________________________________________________________________________________________
reduction_concat_reduce_8 (Conc (None, 7, 7, 704) 0 reduction_add_2_reduce_8[0][0]
reduction_add3_reduce_8[0][0]
add_4[0][0]
reduction_add4_reduce_8[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_1_9 (AveragePoo (None, 7, 7, 528) 0 adjust_relu_1_9[0][0]
__________________________________________________________________________________________________
adjust_avg_pool_2_9 (AveragePoo (None, 7, 7, 528) 0 cropping2d_4[0][0]
__________________________________________________________________________________________________
adjust_conv_1_9 (Conv2D) (None, 7, 7, 88) 46464 adjust_avg_pool_1_9[0][0]
__________________________________________________________________________________________________
adjust_conv_2_9 (Conv2D) (None, 7, 7, 88) 46464 adjust_avg_pool_2_9[0][0]
__________________________________________________________________________________________________
activation_141 (Activation) (None, 7, 7, 704) 0 reduction_concat_reduce_8[0][0]
__________________________________________________________________________________________________
concatenate_4 (Concatenate) (None, 7, 7, 176) 0 adjust_conv_1_9[0][0]
adjust_conv_2_9[0][0]
__________________________________________________________________________________________________
normal_conv_1_9 (Conv2D) (None, 7, 7, 176) 123904 activation_141[0][0]
__________________________________________________________________________________________________
adjust_bn_9 (BatchNormalization (None, 7, 7, 176) 704 concatenate_4[0][0]
__________________________________________________________________________________________________
normal_bn_1_9 (BatchNormalizati (None, 7, 7, 176) 704 normal_conv_1_9[0][0]
__________________________________________________________________________________________________
activation_142 (Activation) (None, 7, 7, 176) 0 normal_bn_1_9[0][0]
__________________________________________________________________________________________________
activation_144 (Activation) (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
activation_146 (Activation) (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
activation_148 (Activation) (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
activation_150 (Activation) (None, 7, 7, 176) 0 normal_bn_1_9[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_9 (None, 7, 7, 176) 35376 activation_142[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_144[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_9 (None, 7, 7, 176) 35376 activation_146[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_148[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_9 (None, 7, 7, 176) 32560 activation_150[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left1_9[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right1_9[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left2_9[0
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right2_9[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left5_9[0
__________________________________________________________________________________________________
activation_143 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_145 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_147 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_149 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_151 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_9 (None, 7, 7, 176) 35376 activation_143[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_145[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_9 (None, 7, 7, 176) 35376 activation_147[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_149[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_9 (None, 7, 7, 176) 32560 activation_151[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left1_9[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right1_9[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left2_9[0
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right2_9[
__________________________________________________________________________________________________
normal_left3_9 (AveragePooling2 (None, 7, 7, 176) 0 normal_bn_1_9[0][0]
__________________________________________________________________________________________________
normal_left4_9 (AveragePooling2 (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
normal_right4_9 (AveragePooling (None, 7, 7, 176) 0 adjust_bn_9[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left5_9[0
__________________________________________________________________________________________________
normal_add_1_9 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_9 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_9 (Add) (None, 7, 7, 176) 0 normal_left3_9[0][0]
adjust_bn_9[0][0]
__________________________________________________________________________________________________
normal_add_4_9 (Add) (None, 7, 7, 176) 0 normal_left4_9[0][0]
normal_right4_9[0][0]
__________________________________________________________________________________________________
normal_add_5_9 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_9[0][0]
__________________________________________________________________________________________________
normal_concat_9 (Concatenate) (None, 7, 7, 1056) 0 adjust_bn_9[0][0]
normal_add_1_9[0][0]
normal_add_2_9[0][0]
normal_add_3_9[0][0]
normal_add_4_9[0][0]
normal_add_5_9[0][0]
__________________________________________________________________________________________________
activation_152 (Activation) (None, 7, 7, 704) 0 reduction_concat_reduce_8[0][0]
__________________________________________________________________________________________________
activation_153 (Activation) (None, 7, 7, 1056) 0 normal_concat_9[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_10 (Conv (None, 7, 7, 176) 123904 activation_152[0][0]
__________________________________________________________________________________________________
normal_conv_1_10 (Conv2D) (None, 7, 7, 176) 185856 activation_153[0][0]
__________________________________________________________________________________________________
adjust_bn_10 (BatchNormalizatio (None, 7, 7, 176) 704 adjust_conv_projection_10[0][0]
__________________________________________________________________________________________________
normal_bn_1_10 (BatchNormalizat (None, 7, 7, 176) 704 normal_conv_1_10[0][0]
__________________________________________________________________________________________________
activation_154 (Activation) (None, 7, 7, 176) 0 normal_bn_1_10[0][0]
__________________________________________________________________________________________________
activation_156 (Activation) (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
activation_158 (Activation) (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
activation_160 (Activation) (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
activation_162 (Activation) (None, 7, 7, 176) 0 normal_bn_1_10[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176) 35376 activation_154[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_156[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176) 35376 activation_158[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_160[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176) 32560 activation_162[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left1_10[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right1_10
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left2_10[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right2_10
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left5_10[
__________________________________________________________________________________________________
activation_155 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_157 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_159 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_161 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_163 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176) 35376 activation_155[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_157[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176) 35376 activation_159[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_161[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176) 32560 activation_163[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left1_10[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right1_10
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left2_10[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right2_10
__________________________________________________________________________________________________
normal_left3_10 (AveragePooling (None, 7, 7, 176) 0 normal_bn_1_10[0][0]
__________________________________________________________________________________________________
normal_left4_10 (AveragePooling (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
normal_right4_10 (AveragePoolin (None, 7, 7, 176) 0 adjust_bn_10[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left5_10[
__________________________________________________________________________________________________
normal_add_1_10 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_10 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_10 (Add) (None, 7, 7, 176) 0 normal_left3_10[0][0]
adjust_bn_10[0][0]
__________________________________________________________________________________________________
normal_add_4_10 (Add) (None, 7, 7, 176) 0 normal_left4_10[0][0]
normal_right4_10[0][0]
__________________________________________________________________________________________________
normal_add_5_10 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_10[0][0]
__________________________________________________________________________________________________
normal_concat_10 (Concatenate) (None, 7, 7, 1056) 0 adjust_bn_10[0][0]
normal_add_1_10[0][0]
normal_add_2_10[0][0]
normal_add_3_10[0][0]
normal_add_4_10[0][0]
normal_add_5_10[0][0]
__________________________________________________________________________________________________
activation_164 (Activation) (None, 7, 7, 1056) 0 normal_concat_9[0][0]
__________________________________________________________________________________________________
activation_165 (Activation) (None, 7, 7, 1056) 0 normal_concat_10[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_11 (Conv (None, 7, 7, 176) 185856 activation_164[0][0]
__________________________________________________________________________________________________
normal_conv_1_11 (Conv2D) (None, 7, 7, 176) 185856 activation_165[0][0]
__________________________________________________________________________________________________
adjust_bn_11 (BatchNormalizatio (None, 7, 7, 176) 704 adjust_conv_projection_11[0][0]
__________________________________________________________________________________________________
normal_bn_1_11 (BatchNormalizat (None, 7, 7, 176) 704 normal_conv_1_11[0][0]
__________________________________________________________________________________________________
activation_166 (Activation) (None, 7, 7, 176) 0 normal_bn_1_11[0][0]
__________________________________________________________________________________________________
activation_168 (Activation) (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
activation_170 (Activation) (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
activation_172 (Activation) (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
activation_174 (Activation) (None, 7, 7, 176) 0 normal_bn_1_11[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176) 35376 activation_166[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_168[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176) 35376 activation_170[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_172[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176) 32560 activation_174[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left1_11[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right1_11
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left2_11[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right2_11
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left5_11[
__________________________________________________________________________________________________
activation_167 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_169 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_171 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_173 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_175 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176) 35376 activation_167[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_169[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176) 35376 activation_171[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_173[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176) 32560 activation_175[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left1_11[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right1_11
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left2_11[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right2_11
__________________________________________________________________________________________________
normal_left3_11 (AveragePooling (None, 7, 7, 176) 0 normal_bn_1_11[0][0]
__________________________________________________________________________________________________
normal_left4_11 (AveragePooling (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
normal_right4_11 (AveragePoolin (None, 7, 7, 176) 0 adjust_bn_11[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left5_11[
__________________________________________________________________________________________________
normal_add_1_11 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_11 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_11 (Add) (None, 7, 7, 176) 0 normal_left3_11[0][0]
adjust_bn_11[0][0]
__________________________________________________________________________________________________
normal_add_4_11 (Add) (None, 7, 7, 176) 0 normal_left4_11[0][0]
normal_right4_11[0][0]
__________________________________________________________________________________________________
normal_add_5_11 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_11[0][0]
__________________________________________________________________________________________________
normal_concat_11 (Concatenate) (None, 7, 7, 1056) 0 adjust_bn_11[0][0]
normal_add_1_11[0][0]
normal_add_2_11[0][0]
normal_add_3_11[0][0]
normal_add_4_11[0][0]
normal_add_5_11[0][0]
__________________________________________________________________________________________________
activation_176 (Activation) (None, 7, 7, 1056) 0 normal_concat_10[0][0]
__________________________________________________________________________________________________
activation_177 (Activation) (None, 7, 7, 1056) 0 normal_concat_11[0][0]
__________________________________________________________________________________________________
adjust_conv_projection_12 (Conv (None, 7, 7, 176) 185856 activation_176[0][0]
__________________________________________________________________________________________________
normal_conv_1_12 (Conv2D) (None, 7, 7, 176) 185856 activation_177[0][0]
__________________________________________________________________________________________________
adjust_bn_12 (BatchNormalizatio (None, 7, 7, 176) 704 adjust_conv_projection_12[0][0]
__________________________________________________________________________________________________
normal_bn_1_12 (BatchNormalizat (None, 7, 7, 176) 704 normal_conv_1_12[0][0]
__________________________________________________________________________________________________
activation_178 (Activation) (None, 7, 7, 176) 0 normal_bn_1_12[0][0]
__________________________________________________________________________________________________
activation_180 (Activation) (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
activation_182 (Activation) (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
activation_184 (Activation) (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
activation_186 (Activation) (None, 7, 7, 176) 0 normal_bn_1_12[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left1_1 (None, 7, 7, 176) 35376 activation_178[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right1_ (None, 7, 7, 176) 32560 activation_180[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left2_1 (None, 7, 7, 176) 35376 activation_182[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_right2_ (None, 7, 7, 176) 32560 activation_184[0][0]
__________________________________________________________________________________________________
separable_conv_1_normal_left5_1 (None, 7, 7, 176) 32560 activation_186[0][0]
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left1_12[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right1_12
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left2_12[
__________________________________________________________________________________________________
separable_conv_1_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_1_normal_right2_12
__________________________________________________________________________________________________
separable_conv_1_bn_normal_left (None, 7, 7, 176) 704 separable_conv_1_normal_left5_12[
__________________________________________________________________________________________________
activation_179 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left1_
__________________________________________________________________________________________________
activation_181 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right1
__________________________________________________________________________________________________
activation_183 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left2_
__________________________________________________________________________________________________
activation_185 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_right2
__________________________________________________________________________________________________
activation_187 (Activation) (None, 7, 7, 176) 0 separable_conv_1_bn_normal_left5_
__________________________________________________________________________________________________
separable_conv_2_normal_left1_1 (None, 7, 7, 176) 35376 activation_179[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right1_ (None, 7, 7, 176) 32560 activation_181[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left2_1 (None, 7, 7, 176) 35376 activation_183[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_right2_ (None, 7, 7, 176) 32560 activation_185[0][0]
__________________________________________________________________________________________________
separable_conv_2_normal_left5_1 (None, 7, 7, 176) 32560 activation_187[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left1_12[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right1_12
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left2_12[
__________________________________________________________________________________________________
separable_conv_2_bn_normal_righ (None, 7, 7, 176) 704 separable_conv_2_normal_right2_12
__________________________________________________________________________________________________
normal_left3_12 (AveragePooling (None, 7, 7, 176) 0 normal_bn_1_12[0][0]
__________________________________________________________________________________________________
normal_left4_12 (AveragePooling (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
normal_right4_12 (AveragePoolin (None, 7, 7, 176) 0 adjust_bn_12[0][0]
__________________________________________________________________________________________________
separable_conv_2_bn_normal_left (None, 7, 7, 176) 704 separable_conv_2_normal_left5_12[
__________________________________________________________________________________________________
normal_add_1_12 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left1_
separable_conv_2_bn_normal_right1
__________________________________________________________________________________________________
normal_add_2_12 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left2_
separable_conv_2_bn_normal_right2
__________________________________________________________________________________________________
normal_add_3_12 (Add) (None, 7, 7, 176) 0 normal_left3_12[0][0]
adjust_bn_12[0][0]
__________________________________________________________________________________________________
normal_add_4_12 (Add) (None, 7, 7, 176) 0 normal_left4_12[0][0]
normal_right4_12[0][0]
__________________________________________________________________________________________________
normal_add_5_12 (Add) (None, 7, 7, 176) 0 separable_conv_2_bn_normal_left5_
normal_bn_1_12[0][0]
__________________________________________________________________________________________________
normal_concat_12 (Concatenate) (None, 7, 7, 1056) 0 adjust_bn_12[0][0]
normal_add_1_12[0][0]
normal_add_2_12[0][0]
normal_add_3_12[0][0]
normal_add_4_12[0][0]
normal_add_5_12[0][0]
__________________________________________________________________________________________________
activation_188 (Activation) (None, 7, 7, 1056) 0 normal_concat_12[0][0]
__________________________________________________________________________________________________
global_average_pooling2d_1 (Glo (None, 1056) 0 activation_188[0][0]
__________________________________________________________________________________________________
predictions (Dense) (None, 1000) 1057000 global_average_pooling2d_1[0][0]
==================================================================================================
Total params: 5,326,716
Trainable params: 5,289,978
Non-trainable params: 36,738
__________________________________________________________________________________________________
モデル一覧
https://keras.io/ja/applicationsより
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