Layer (type) Output Shape Param # Connected to
==================================================================================================
input_1 (InputLayer) (None, 256, 256, 3) 0
__________________________________________________________________________________________________
conv2d_1 (Conv2D) (None, 128, 128, 64) 6912 input_1[0][0]
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 128, 128, 64) 192 conv2d_1[0][0]
__________________________________________________________________________________________________
activation_1 (Activation) (None, 128, 128, 64) 0 batch_normalization_1[0][0]
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 128, 128, 64) 192 activation_1[0][0]
__________________________________________________________________________________________________
activation_2 (Activation) (None, 128, 128, 64) 0 batch_normalization_2[0][0]
__________________________________________________________________________________________________
conv2d_2 (Conv2D) (None, 128, 128, 128 8192 activation_2[0][0]
__________________________________________________________________________________________________
conv2d_3 (Conv2D) (None, 128, 128, 128 8192 activation_1[0][0]
__________________________________________________________________________________________________
add_1 (Add) (None, 128, 128, 128 0 conv2d_2[0][0]
conv2d_3[0][0]
__________________________________________________________________________________________________
activation_3 (Activation) (None, 128, 128, 128 0 add_1[0][0]
__________________________________________________________________________________________________
max_pooling2d_1 (MaxPooling2D) (None, 64, 64, 128) 0 activation_3[0][0]
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 64, 64, 128) 384 max_pooling2d_1[0][0]
__________________________________________________________________________________________________
activation_4 (Activation) (None, 64, 64, 128) 0 batch_normalization_3[0][0]
__________________________________________________________________________________________________
conv2d_4 (Conv2D) (None, 64, 64, 128) 16384 activation_4[0][0]
__________________________________________________________________________________________________
add_2 (Add) (None, 64, 64, 128) 0 conv2d_4[0][0]
max_pooling2d_1[0][0]
__________________________________________________________________________________________________
activation_5 (Activation) (None, 64, 64, 128) 0 add_2[0][0]
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 64, 64, 128) 384 activation_5[0][0]
__________________________________________________________________________________________________
activation_6 (Activation) (None, 64, 64, 128) 0 batch_normalization_4[0][0]
__________________________________________________________________________________________________
conv2d_5 (Conv2D) (None, 64, 64, 256) 32768 activation_6[0][0]
__________________________________________________________________________________________________
conv2d_6 (Conv2D) (None, 64, 64, 256) 32768 activation_5[0][0]
__________________________________________________________________________________________________
add_3 (Add) (None, 64, 64, 256) 0 conv2d_5[0][0]
conv2d_6[0][0]
__________________________________________________________________________________________________
activation_7 (Activation) (None, 64, 64, 256) 0 add_3[0][0]
__________________________________________________________________________________________________
max_pooling2d_2 (MaxPooling2D) (None, 32, 32, 256) 0 activation_7[0][0]
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 32, 32, 256) 768 max_pooling2d_2[0][0]
__________________________________________________________________________________________________
activation_10 (Activation) (None, 32, 32, 256) 0 batch_normalization_6[0][0]
__________________________________________________________________________________________________
conv2d_8 (Conv2D) (None, 32, 32, 256) 65536 activation_10[0][0]
__________________________________________________________________________________________________
add_5 (Add) (None, 32, 32, 256) 0 conv2d_8[0][0]
max_pooling2d_2[0][0]
__________________________________________________________________________________________________
activation_11 (Activation) (None, 32, 32, 256) 0 add_5[0][0]
__________________________________________________________________________________________________
max_pooling2d_3 (MaxPooling2D) (None, 16, 16, 256) 0 activation_11[0][0]
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 16, 16, 256) 768 max_pooling2d_3[0][0]
__________________________________________________________________________________________________
activation_14 (Activation) (None, 16, 16, 256) 0 batch_normalization_8[0][0]
__________________________________________________________________________________________________
conv2d_10 (Conv2D) (None, 16, 16, 256) 65536 activation_14[0][0]
__________________________________________________________________________________________________
add_7 (Add) (None, 16, 16, 256) 0 conv2d_10[0][0]
max_pooling2d_3[0][0]
__________________________________________________________________________________________________
activation_15 (Activation) (None, 16, 16, 256) 0 add_7[0][0]
__________________________________________________________________________________________________
max_pooling2d_4 (MaxPooling2D) (None, 8, 8, 256) 0 activation_15[0][0]
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 8, 8, 256) 768 max_pooling2d_4[0][0]
__________________________________________________________________________________________________
activation_18 (Activation) (None, 8, 8, 256) 0 batch_normalization_10[0][0]
__________________________________________________________________________________________________
conv2d_12 (Conv2D) (None, 8, 8, 256) 65536 activation_18[0][0]
__________________________________________________________________________________________________
add_9 (Add) (None, 8, 8, 256) 0 conv2d_12[0][0]
max_pooling2d_4[0][0]
__________________________________________________________________________________________________
activation_19 (Activation) (None, 8, 8, 256) 0 add_9[0][0]
__________________________________________________________________________________________________
max_pooling2d_5 (MaxPooling2D) (None, 4, 4, 256) 0 activation_19[0][0]
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 4, 4, 256) 768 max_pooling2d_5[0][0]
__________________________________________________________________________________________________
activation_22 (Activation) (None, 4, 4, 256) 0 batch_normalization_12[0][0]
__________________________________________________________________________________________________
conv2d_14 (Conv2D) (None, 4, 4, 256) 65536 activation_22[0][0]
__________________________________________________________________________________________________
add_11 (Add) (None, 4, 4, 256) 0 conv2d_14[0][0]
max_pooling2d_5[0][0]
__________________________________________________________________________________________________
activation_23 (Activation) (None, 4, 4, 256) 0 add_11[0][0]
__________________________________________________________________________________________________
max_pooling2d_6 (MaxPooling2D) (None, 2, 2, 256) 0 activation_23[0][0]
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 2, 2, 256) 768 max_pooling2d_6[0][0]
__________________________________________________________________________________________________
activation_26 (Activation) (None, 2, 2, 256) 0 batch_normalization_14[0][0]
__________________________________________________________________________________________________
conv2d_16 (Conv2D) (None, 2, 2, 256) 65536 activation_26[0][0]
__________________________________________________________________________________________________
add_13 (Add) (None, 2, 2, 256) 0 conv2d_16[0][0]
max_pooling2d_6[0][0]
__________________________________________________________________________________________________
activation_27 (Activation) (None, 2, 2, 256) 0 add_13[0][0]
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 2, 2, 256) 768 activation_27[0][0]
__________________________________________________________________________________________________
activation_28 (Activation) (None, 2, 2, 256) 0 batch_normalization_15[0][0]
__________________________________________________________________________________________________
conv2d_17 (Conv2D) (None, 2, 2, 256) 65536 activation_28[0][0]
__________________________________________________________________________________________________
add_14 (Add) (None, 2, 2, 256) 0 conv2d_17[0][0]
activation_27[0][0]
__________________________________________________________________________________________________
activation_29 (Activation) (None, 2, 2, 256) 0 add_14[0][0]
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 2, 2, 256) 768 activation_29[0][0]
__________________________________________________________________________________________________
activation_30 (Activation) (None, 2, 2, 256) 0 batch_normalization_16[0][0]
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 4, 4, 256) 768 activation_23[0][0]
__________________________________________________________________________________________________
conv2d_18 (Conv2D) (None, 2, 2, 256) 65536 activation_30[0][0]
__________________________________________________________________________________________________
activation_24 (Activation) (None, 4, 4, 256) 0 batch_normalization_13[0][0]
__________________________________________________________________________________________________
add_15 (Add) (None, 2, 2, 256) 0 conv2d_18[0][0]
activation_29[0][0]
__________________________________________________________________________________________________
conv2d_15 (Conv2D) (None, 4, 4, 256) 65536 activation_24[0][0]
__________________________________________________________________________________________________
activation_31 (Activation) (None, 2, 2, 256) 0 add_15[0][0]
__________________________________________________________________________________________________
add_12 (Add) (None, 4, 4, 256) 0 conv2d_15[0][0]
activation_23[0][0]
__________________________________________________________________________________________________
up_sampling2d_1 (UpSampling2D) (None, 4, 4, 256) 0 activation_31[0][0]
__________________________________________________________________________________________________
activation_25 (Activation) (None, 4, 4, 256) 0 add_12[0][0]
__________________________________________________________________________________________________
add_16 (Add) (None, 4, 4, 256) 0 up_sampling2d_1[0][0]
activation_25[0][0]
__________________________________________________________________________________________________
activation_32 (Activation) (None, 4, 4, 256) 0 add_16[0][0]
__________________________________________________________________________________________________
dropout_1 (Dropout) (None, 4, 4, 256) 0 activation_32[0][0]
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 4, 4, 256) 768 dropout_1[0][0]
__________________________________________________________________________________________________
activation_33 (Activation) (None, 4, 4, 256) 0 batch_normalization_17[0][0]
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 8, 8, 256) 768 activation_19[0][0]
__________________________________________________________________________________________________
conv2d_19 (Conv2D) (None, 4, 4, 256) 65536 activation_33[0][0]
__________________________________________________________________________________________________
activation_20 (Activation) (None, 8, 8, 256) 0 batch_normalization_11[0][0]
__________________________________________________________________________________________________
add_17 (Add) (None, 4, 4, 256) 0 conv2d_19[0][0]
dropout_1[0][0]
__________________________________________________________________________________________________
conv2d_13 (Conv2D) (None, 8, 8, 256) 65536 activation_20[0][0]
__________________________________________________________________________________________________
activation_34 (Activation) (None, 4, 4, 256) 0 add_17[0][0]
__________________________________________________________________________________________________
add_10 (Add) (None, 8, 8, 256) 0 conv2d_13[0][0]
activation_19[0][0]
__________________________________________________________________________________________________
up_sampling2d_2 (UpSampling2D) (None, 8, 8, 256) 0 activation_34[0][0]
__________________________________________________________________________________________________
activation_21 (Activation) (None, 8, 8, 256) 0 add_10[0][0]
__________________________________________________________________________________________________
add_18 (Add) (None, 8, 8, 256) 0 up_sampling2d_2[0][0]
activation_21[0][0]
__________________________________________________________________________________________________
activation_35 (Activation) (None, 8, 8, 256) 0 add_18[0][0]
__________________________________________________________________________________________________
dropout_2 (Dropout) (None, 8, 8, 256) 0 activation_35[0][0]
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 8, 8, 256) 768 dropout_2[0][0]
__________________________________________________________________________________________________
activation_36 (Activation) (None, 8, 8, 256) 0 batch_normalization_18[0][0]
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 16, 16, 256) 768 activation_15[0][0]
__________________________________________________________________________________________________
conv2d_20 (Conv2D) (None, 8, 8, 256) 65536 activation_36[0][0]
__________________________________________________________________________________________________
activation_16 (Activation) (None, 16, 16, 256) 0 batch_normalization_9[0][0]
__________________________________________________________________________________________________
add_19 (Add) (None, 8, 8, 256) 0 conv2d_20[0][0]
dropout_2[0][0]
__________________________________________________________________________________________________
conv2d_11 (Conv2D) (None, 16, 16, 256) 65536 activation_16[0][0]
__________________________________________________________________________________________________
activation_37 (Activation) (None, 8, 8, 256) 0 add_19[0][0]
__________________________________________________________________________________________________
add_8 (Add) (None, 16, 16, 256) 0 conv2d_11[0][0]
activation_15[0][0]
__________________________________________________________________________________________________
up_sampling2d_3 (UpSampling2D) (None, 16, 16, 256) 0 activation_37[0][0]
__________________________________________________________________________________________________
activation_17 (Activation) (None, 16, 16, 256) 0 add_8[0][0]
__________________________________________________________________________________________________
add_20 (Add) (None, 16, 16, 256) 0 up_sampling2d_3[0][0]
activation_17[0][0]
__________________________________________________________________________________________________
activation_38 (Activation) (None, 16, 16, 256) 0 add_20[0][0]
__________________________________________________________________________________________________
dropout_3 (Dropout) (None, 16, 16, 256) 0 activation_38[0][0]
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 16, 16, 256) 768 dropout_3[0][0]
__________________________________________________________________________________________________
activation_39 (Activation) (None, 16, 16, 256) 0 batch_normalization_19[0][0]
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 32, 32, 256) 768 activation_11[0][0]
__________________________________________________________________________________________________
conv2d_21 (Conv2D) (None, 16, 16, 256) 65536 activation_39[0][0]
__________________________________________________________________________________________________
activation_12 (Activation) (None, 32, 32, 256) 0 batch_normalization_7[0][0]
__________________________________________________________________________________________________
add_21 (Add) (None, 16, 16, 256) 0 conv2d_21[0][0]
dropout_3[0][0]
__________________________________________________________________________________________________
conv2d_9 (Conv2D) (None, 32, 32, 256) 65536 activation_12[0][0]
__________________________________________________________________________________________________
activation_40 (Activation) (None, 16, 16, 256) 0 add_21[0][0]
__________________________________________________________________________________________________
add_6 (Add) (None, 32, 32, 256) 0 conv2d_9[0][0]
activation_11[0][0]
__________________________________________________________________________________________________
up_sampling2d_4 (UpSampling2D) (None, 32, 32, 256) 0 activation_40[0][0]
__________________________________________________________________________________________________
activation_13 (Activation) (None, 32, 32, 256) 0 add_6[0][0]
__________________________________________________________________________________________________
add_22 (Add) (None, 32, 32, 256) 0 up_sampling2d_4[0][0]
activation_13[0][0]
__________________________________________________________________________________________________
activation_41 (Activation) (None, 32, 32, 256) 0 add_22[0][0]
__________________________________________________________________________________________________
dropout_4 (Dropout) (None, 32, 32, 256) 0 activation_41[0][0]
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 32, 32, 256) 768 dropout_4[0][0]
__________________________________________________________________________________________________
activation_42 (Activation) (None, 32, 32, 256) 0 batch_normalization_20[0][0]
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 64, 64, 256) 768 activation_7[0][0]
__________________________________________________________________________________________________
conv2d_22 (Conv2D) (None, 32, 32, 256) 65536 activation_42[0][0]
__________________________________________________________________________________________________
activation_8 (Activation) (None, 64, 64, 256) 0 batch_normalization_5[0][0]
__________________________________________________________________________________________________
add_23 (Add) (None, 32, 32, 256) 0 conv2d_22[0][0]
dropout_4[0][0]
__________________________________________________________________________________________________
conv2d_7 (Conv2D) (None, 64, 64, 256) 65536 activation_8[0][0]
__________________________________________________________________________________________________
activation_43 (Activation) (None, 32, 32, 256) 0 add_23[0][0]
__________________________________________________________________________________________________
add_4 (Add) (None, 64, 64, 256) 0 conv2d_7[0][0]
activation_7[0][0]
__________________________________________________________________________________________________
up_sampling2d_5 (UpSampling2D) (None, 64, 64, 256) 0 activation_43[0][0]
__________________________________________________________________________________________________
activation_9 (Activation) (None, 64, 64, 256) 0 add_4[0][0]
__________________________________________________________________________________________________
add_24 (Add) (None, 64, 64, 256) 0 up_sampling2d_5[0][0]
activation_9[0][0]
__________________________________________________________________________________________________
activation_44 (Activation) (None, 64, 64, 256) 0 add_24[0][0]
__________________________________________________________________________________________________
dropout_5 (Dropout) (None, 64, 64, 256) 0 activation_44[0][0]
__________________________________________________________________________________________________
conv2d_23 (Conv2D) (None, 64, 64, 256) 65536 dropout_5[0][0]
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 64, 64, 256) 768 conv2d_23[0][0]
__________________________________________________________________________________________________
activation_45 (Activation) (None, 64, 64, 256) 0 batch_normalization_21[0][0]
__________________________________________________________________________________________________
conv2d_24 (Conv2D) (None, 64, 64, 16) 4096 activation_45[0][0]
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 64, 64, 16) 48 conv2d_24[0][0]
__________________________________________________________________________________________________
activation_46 (Activation) (None, 64, 64, 16) 0 batch_normalization_22[0][0]
__________________________________________________________________________________________________
conv2d_25 (Conv2D) (None, 64, 64, 256) 4096 activation_46[0][0]
__________________________________________________________________________________________________
add_25 (Add) (None, 64, 64, 256) 0 conv2d_25[0][0]
activation_45[0][0]
activation_7[0][0]
__________________________________________________________________________________________________
max_pooling2d_7 (MaxPooling2D) (None, 32, 32, 256) 0 add_25[0][0]
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 32, 32, 256) 768 max_pooling2d_7[0][0]
__________________________________________________________________________________________________
activation_49 (Activation) (None, 32, 32, 256) 0 batch_normalization_24[0][0]
__________________________________________________________________________________________________
conv2d_27 (Conv2D) (None, 32, 32, 256) 65536 activation_49[0][0]
__________________________________________________________________________________________________
add_27 (Add) (None, 32, 32, 256) 0 conv2d_27[0][0]
max_pooling2d_7[0][0]
__________________________________________________________________________________________________
activation_50 (Activation) (None, 32, 32, 256) 0 add_27[0][0]
__________________________________________________________________________________________________
max_pooling2d_8 (MaxPooling2D) (None, 16, 16, 256) 0 activation_50[0][0]
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 16, 16, 256) 768 max_pooling2d_8[0][0]
__________________________________________________________________________________________________
activation_53 (Activation) (None, 16, 16, 256) 0 batch_normalization_26[0][0]
__________________________________________________________________________________________________
conv2d_29 (Conv2D) (None, 16, 16, 256) 65536 activation_53[0][0]
__________________________________________________________________________________________________
add_29 (Add) (None, 16, 16, 256) 0 conv2d_29[0][0]
max_pooling2d_8[0][0]
__________________________________________________________________________________________________
activation_54 (Activation) (None, 16, 16, 256) 0 add_29[0][0]
__________________________________________________________________________________________________
max_pooling2d_9 (MaxPooling2D) (None, 8, 8, 256) 0 activation_54[0][0]
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 8, 8, 256) 768 max_pooling2d_9[0][0]
__________________________________________________________________________________________________
activation_57 (Activation) (None, 8, 8, 256) 0 batch_normalization_28[0][0]
__________________________________________________________________________________________________
conv2d_31 (Conv2D) (None, 8, 8, 256) 65536 activation_57[0][0]
__________________________________________________________________________________________________
add_31 (Add) (None, 8, 8, 256) 0 conv2d_31[0][0]
max_pooling2d_9[0][0]
__________________________________________________________________________________________________
activation_58 (Activation) (None, 8, 8, 256) 0 add_31[0][0]
__________________________________________________________________________________________________
max_pooling2d_10 (MaxPooling2D) (None, 4, 4, 256) 0 activation_58[0][0]
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 4, 4, 256) 768 max_pooling2d_10[0][0]
__________________________________________________________________________________________________
activation_61 (Activation) (None, 4, 4, 256) 0 batch_normalization_30[0][0]
__________________________________________________________________________________________________
conv2d_33 (Conv2D) (None, 4, 4, 256) 65536 activation_61[0][0]
__________________________________________________________________________________________________
add_33 (Add) (None, 4, 4, 256) 0 conv2d_33[0][0]
max_pooling2d_10[0][0]
__________________________________________________________________________________________________
activation_62 (Activation) (None, 4, 4, 256) 0 add_33[0][0]
__________________________________________________________________________________________________
max_pooling2d_11 (MaxPooling2D) (None, 2, 2, 256) 0 activation_62[0][0]
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 2, 2, 256) 768 max_pooling2d_11[0][0]
__________________________________________________________________________________________________
activation_65 (Activation) (None, 2, 2, 256) 0 batch_normalization_32[0][0]
__________________________________________________________________________________________________
conv2d_35 (Conv2D) (None, 2, 2, 256) 65536 activation_65[0][0]
__________________________________________________________________________________________________
add_35 (Add) (None, 2, 2, 256) 0 conv2d_35[0][0]
max_pooling2d_11[0][0]
__________________________________________________________________________________________________
activation_66 (Activation) (None, 2, 2, 256) 0 add_35[0][0]
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 2, 2, 256) 768 activation_66[0][0]
__________________________________________________________________________________________________
activation_67 (Activation) (None, 2, 2, 256) 0 batch_normalization_33[0][0]
__________________________________________________________________________________________________
conv2d_36 (Conv2D) (None, 2, 2, 256) 65536 activation_67[0][0]
__________________________________________________________________________________________________
add_36 (Add) (None, 2, 2, 256) 0 conv2d_36[0][0]
activation_66[0][0]
__________________________________________________________________________________________________
activation_68 (Activation) (None, 2, 2, 256) 0 add_36[0][0]
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 2, 2, 256) 768 activation_68[0][0]
__________________________________________________________________________________________________
activation_69 (Activation) (None, 2, 2, 256) 0 batch_normalization_34[0][0]
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 4, 4, 256) 768 activation_62[0][0]
__________________________________________________________________________________________________
conv2d_37 (Conv2D) (None, 2, 2, 256) 65536 activation_69[0][0]
__________________________________________________________________________________________________
activation_63 (Activation) (None, 4, 4, 256) 0 batch_normalization_31[0][0]
__________________________________________________________________________________________________
add_37 (Add) (None, 2, 2, 256) 0 conv2d_37[0][0]
activation_68[0][0]
__________________________________________________________________________________________________
conv2d_34 (Conv2D) (None, 4, 4, 256) 65536 activation_63[0][0]
__________________________________________________________________________________________________
activation_70 (Activation) (None, 2, 2, 256) 0 add_37[0][0]
__________________________________________________________________________________________________
add_34 (Add) (None, 4, 4, 256) 0 conv2d_34[0][0]
activation_62[0][0]
__________________________________________________________________________________________________
up_sampling2d_6 (UpSampling2D) (None, 4, 4, 256) 0 activation_70[0][0]
__________________________________________________________________________________________________
activation_64 (Activation) (None, 4, 4, 256) 0 add_34[0][0]
__________________________________________________________________________________________________
add_38 (Add) (None, 4, 4, 256) 0 up_sampling2d_6[0][0]
activation_64[0][0]
__________________________________________________________________________________________________
activation_71 (Activation) (None, 4, 4, 256) 0 add_38[0][0]
__________________________________________________________________________________________________
dropout_6 (Dropout) (None, 4, 4, 256) 0 activation_71[0][0]
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 4, 4, 256) 768 dropout_6[0][0]
__________________________________________________________________________________________________
activation_72 (Activation) (None, 4, 4, 256) 0 batch_normalization_35[0][0]
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 8, 8, 256) 768 activation_58[0][0]
__________________________________________________________________________________________________
conv2d_38 (Conv2D) (None, 4, 4, 256) 65536 activation_72[0][0]
__________________________________________________________________________________________________
activation_59 (Activation) (None, 8, 8, 256) 0 batch_normalization_29[0][0]
__________________________________________________________________________________________________
add_39 (Add) (None, 4, 4, 256) 0 conv2d_38[0][0]
dropout_6[0][0]
__________________________________________________________________________________________________
conv2d_32 (Conv2D) (None, 8, 8, 256) 65536 activation_59[0][0]
__________________________________________________________________________________________________
activation_73 (Activation) (None, 4, 4, 256) 0 add_39[0][0]
__________________________________________________________________________________________________
add_32 (Add) (None, 8, 8, 256) 0 conv2d_32[0][0]
activation_58[0][0]
__________________________________________________________________________________________________
up_sampling2d_7 (UpSampling2D) (None, 8, 8, 256) 0 activation_73[0][0]
__________________________________________________________________________________________________
activation_60 (Activation) (None, 8, 8, 256) 0 add_32[0][0]
__________________________________________________________________________________________________
add_40 (Add) (None, 8, 8, 256) 0 up_sampling2d_7[0][0]
activation_60[0][0]
__________________________________________________________________________________________________
activation_74 (Activation) (None, 8, 8, 256) 0 add_40[0][0]
__________________________________________________________________________________________________
dropout_7 (Dropout) (None, 8, 8, 256) 0 activation_74[0][0]
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 8, 8, 256) 768 dropout_7[0][0]
__________________________________________________________________________________________________
activation_75 (Activation) (None, 8, 8, 256) 0 batch_normalization_36[0][0]
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 16, 16, 256) 768 activation_54[0][0]
__________________________________________________________________________________________________
conv2d_39 (Conv2D) (None, 8, 8, 256) 65536 activation_75[0][0]
__________________________________________________________________________________________________
activation_55 (Activation) (None, 16, 16, 256) 0 batch_normalization_27[0][0]
__________________________________________________________________________________________________
add_41 (Add) (None, 8, 8, 256) 0 conv2d_39[0][0]
dropout_7[0][0]
__________________________________________________________________________________________________
conv2d_30 (Conv2D) (None, 16, 16, 256) 65536 activation_55[0][0]
__________________________________________________________________________________________________
activation_76 (Activation) (None, 8, 8, 256) 0 add_41[0][0]
__________________________________________________________________________________________________
add_30 (Add) (None, 16, 16, 256) 0 conv2d_30[0][0]
activation_54[0][0]
__________________________________________________________________________________________________
up_sampling2d_8 (UpSampling2D) (None, 16, 16, 256) 0 activation_76[0][0]
__________________________________________________________________________________________________
activation_56 (Activation) (None, 16, 16, 256) 0 add_30[0][0]
__________________________________________________________________________________________________
add_42 (Add) (None, 16, 16, 256) 0 up_sampling2d_8[0][0]
activation_56[0][0]
__________________________________________________________________________________________________
activation_77 (Activation) (None, 16, 16, 256) 0 add_42[0][0]
__________________________________________________________________________________________________
dropout_8 (Dropout) (None, 16, 16, 256) 0 activation_77[0][0]
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 16, 16, 256) 768 dropout_8[0][0]
__________________________________________________________________________________________________
activation_78 (Activation) (None, 16, 16, 256) 0 batch_normalization_37[0][0]
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 32, 32, 256) 768 activation_50[0][0]
__________________________________________________________________________________________________
conv2d_40 (Conv2D) (None, 16, 16, 256) 65536 activation_78[0][0]
__________________________________________________________________________________________________
activation_51 (Activation) (None, 32, 32, 256) 0 batch_normalization_25[0][0]
__________________________________________________________________________________________________
add_43 (Add) (None, 16, 16, 256) 0 conv2d_40[0][0]
dropout_8[0][0]
__________________________________________________________________________________________________
conv2d_28 (Conv2D) (None, 32, 32, 256) 65536 activation_51[0][0]
__________________________________________________________________________________________________
activation_79 (Activation) (None, 16, 16, 256) 0 add_43[0][0]
__________________________________________________________________________________________________
add_28 (Add) (None, 32, 32, 256) 0 conv2d_28[0][0]
activation_50[0][0]
__________________________________________________________________________________________________
up_sampling2d_9 (UpSampling2D) (None, 32, 32, 256) 0 activation_79[0][0]
__________________________________________________________________________________________________
activation_52 (Activation) (None, 32, 32, 256) 0 add_28[0][0]
__________________________________________________________________________________________________
add_44 (Add) (None, 32, 32, 256) 0 up_sampling2d_9[0][0]
activation_52[0][0]
__________________________________________________________________________________________________
activation_80 (Activation) (None, 32, 32, 256) 0 add_44[0][0]
__________________________________________________________________________________________________
dropout_9 (Dropout) (None, 32, 32, 256) 0 activation_80[0][0]
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 32, 32, 256) 768 dropout_9[0][0]
__________________________________________________________________________________________________
activation_81 (Activation) (None, 32, 32, 256) 0 batch_normalization_38[0][0]
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 64, 64, 256) 768 add_25[0][0]
__________________________________________________________________________________________________
conv2d_41 (Conv2D) (None, 32, 32, 256) 65536 activation_81[0][0]
__________________________________________________________________________________________________
activation_47 (Activation) (None, 64, 64, 256) 0 batch_normalization_23[0][0]
__________________________________________________________________________________________________
add_45 (Add) (None, 32, 32, 256) 0 conv2d_41[0][0]
dropout_9[0][0]
__________________________________________________________________________________________________
conv2d_26 (Conv2D) (None, 64, 64, 256) 65536 activation_47[0][0]
__________________________________________________________________________________________________
activation_82 (Activation) (None, 32, 32, 256) 0 add_45[0][0]
__________________________________________________________________________________________________
add_26 (Add) (None, 64, 64, 256) 0 conv2d_26[0][0]
add_25[0][0]
__________________________________________________________________________________________________
up_sampling2d_10 (UpSampling2D) (None, 64, 64, 256) 0 activation_82[0][0]
__________________________________________________________________________________________________
activation_48 (Activation) (None, 64, 64, 256) 0 add_26[0][0]
__________________________________________________________________________________________________
add_46 (Add) (None, 64, 64, 256) 0 up_sampling2d_10[0][0]
activation_48[0][0]
__________________________________________________________________________________________________
activation_83 (Activation) (None, 64, 64, 256) 0 add_46[0][0]
__________________________________________________________________________________________________
dropout_10 (Dropout) (None, 64, 64, 256) 0 activation_83[0][0]
__________________________________________________________________________________________________
conv2d_42 (Conv2D) (None, 64, 64, 256) 65536 dropout_10[0][0]
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 64, 64, 256) 768 conv2d_42[0][0]
__________________________________________________________________________________________________
activation_84 (Activation) (None, 64, 64, 256) 0 batch_normalization_39[0][0]
__________________________________________________________________________________________________
conv2d_43 (Conv2D) (None, 64, 64, 16) 4096 activation_84[0][0]
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 64, 64, 16) 48 conv2d_43[0][0]
__________________________________________________________________________________________________
activation_85 (Activation) (None, 64, 64, 16) 0 batch_normalization_40[0][0]
__________________________________________________________________________________________________
concatenate_1 (Concatenate) (None, 64, 64, 32) 0 activation_46[0][0]
activation_85[0][0]
__________________________________________________________________________________________________
activation_86 (Activation) (None, 64, 64, 32) 0 concatenate_1[0][0]
==================================================================================================
Total params: 2,373,088
Trainable params: 2,354,848
Non-trainable params: 18,240
__________________________________________________________________________________________________
Input shape: (?, 256, 256, 3)
As you see the output is not in the shape (16, 2) which contains the joints x,y... Any idea whats missing here? @wbenbihi