YOLOv3网络结构

从GitHub - pythonlessons/TensorFlow-2.x-YOLOv3: YOLOv3 implementation in TensorFlow 2.3.1YOLOv3 implementation in TensorFlow 2.3.1、Contribute to pythonlessons/TensorFlow-2.x-YOLOv3 development by creating an account on GitHub.https://github.com/pythonlessons/TensorFlow-2.x-YOLOv3调试打印出来

Model: "functional_1"_________________________________________________________________________________________________________________________________________________________________________________________________________________________Layer (type) Output Shape Param # Connected to =========================================================================================================================================================================================================================input_1 (InputLayer) [(None, 416, 416, 3)] 0 _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d (Conv2D) (None, 416, 416, 32) 864 input_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization (BatchNormalization) (None, 416, 416, 32) 128 conv2d[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu (LeakyReLU) (None, 416, 416, 32) 0 batch_normalization[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________zero_padding2d (ZeroPadding2D) (None, 417, 417, 32) 0 leaky_re_lu[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_1 (Conv2D) (None, 208, 208, 64) 18432 zero_padding2d[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_1 (BatchNormalization) (None, 208, 208, 64) 256 conv2d_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_1 (LeakyReLU) (None, 208, 208, 64) 0 batch_normalization_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_2 (Conv2D) (None, 208, 208, 32) 2048 leaky_re_lu_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_2 (BatchNormalization) (None, 208, 208, 32) 128 conv2d_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_2 (LeakyReLU) (None, 208, 208, 32) 0 batch_normalization_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_3 (Conv2D) (None, 208, 208, 64) 18432 leaky_re_lu_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_3 (BatchNormalization) (None, 208, 208, 64) 256 conv2d_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_3 (LeakyReLU) (None, 208, 208, 64) 0 batch_normalization_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2 (TensorFlowOpLayer) [(None, 208, 208, 64)] 0 leaky_re_lu_1[0][0] leaky_re_lu_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________zero_padding2d_1 (ZeroPadding2D) (None, 209, 209, 64) 0 tf_op_layer_AddV2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_4 (Conv2D) (None, 104, 104, 128) 73728 zero_padding2d_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_4 (BatchNormalization) (None, 104, 104, 128) 512 conv2d_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_4 (LeakyReLU) (None, 104, 104, 128) 0 batch_normalization_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_5 (Conv2D) (None, 104, 104, 64) 8192 leaky_re_lu_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_5 (BatchNormalization) (None, 104, 104, 64) 256 conv2d_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_5 (LeakyReLU) (None, 104, 104, 64) 0 batch_normalization_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_6 (Conv2D) (None, 104, 104, 128) 73728 leaky_re_lu_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_6 (BatchNormalization) (None, 104, 104, 128) 512 conv2d_6[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_6 (LeakyReLU) (None, 104, 104, 128) 0 batch_normalization_6[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_1 (TensorFlowOpLayer) [(None, 104, 104, 128)] 0 leaky_re_lu_4[0][0] leaky_re_lu_6[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_7 (Conv2D) (None, 104, 104, 64) 8192 tf_op_layer_AddV2_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_7 (BatchNormalization) (None, 104, 104, 64) 256 conv2d_7[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_7 (LeakyReLU) (None, 104, 104, 64) 0 batch_normalization_7[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_8 (Conv2D) (None, 104, 104, 128) 73728 leaky_re_lu_7[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_8 (BatchNormalization) (None, 104, 104, 128) 512 conv2d_8[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_8 (LeakyReLU) (None, 104, 104, 128) 0 batch_normalization_8[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_2 (TensorFlowOpLayer) [(None, 104, 104, 128)] 0 tf_op_layer_AddV2_1[0][0] leaky_re_lu_8[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________zero_padding2d_2 (ZeroPadding2D) (None, 105, 105, 128) 0 tf_op_layer_AddV2_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_9 (Conv2D) (None, 52, 52, 256) 294912 zero_padding2d_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_9 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_9[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_9 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_9[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_10 (Conv2D) (None, 52, 52, 128) 32768 leaky_re_lu_9[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_10 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_10[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_10 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_10[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_11 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_10[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_11 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_11[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_11 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_11[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_3 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 leaky_re_lu_9[0][0] leaky_re_lu_11[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_12 (Conv2D) (None, 52, 52, 128) 32768 tf_op_layer_AddV2_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_12 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_12[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_12 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_12[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_13 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_12[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_13 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_13[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_13 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_13[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_4 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 tf_op_layer_AddV2_3[0][0] leaky_re_lu_13[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_14 (Conv2D) (None, 52, 52, 128) 32768 tf_op_layer_AddV2_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_14 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_14[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_14 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_14[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_15 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_14[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_15 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_15[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_15 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_15[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_5 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 tf_op_layer_AddV2_4[0][0] leaky_re_lu_15[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_16 (Conv2D) (None, 52, 52, 128) 32768 tf_op_layer_AddV2_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_16 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_16[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_16 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_16[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_17 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_16[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_17 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_17[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_17 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_17[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_6 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 tf_op_layer_AddV2_5[0][0] leaky_re_lu_17[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_18 (Conv2D) (None, 52, 52, 128) 32768 tf_op_layer_AddV2_6[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_18 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_18[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_18 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_18[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_19 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_18[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_19 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_19[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_19 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_19[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_7 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 tf_op_layer_AddV2_6[0][0] leaky_re_lu_19[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_20 (Conv2D) (None, 52, 52, 128) 32768 tf_op_layer_AddV2_7[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_20 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_20[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_20 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_20[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_21 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_20[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_21 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_21[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_21 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_21[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_8 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 tf_op_layer_AddV2_7[0][0] leaky_re_lu_21[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_22 (Conv2D) (None, 52, 52, 128) 32768 tf_op_layer_AddV2_8[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_22 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_22[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_22 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_22[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_23 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_22[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_23 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_23[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_23 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_23[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_9 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 tf_op_layer_AddV2_8[0][0] leaky_re_lu_23[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_24 (Conv2D) (None, 52, 52, 128) 32768 tf_op_layer_AddV2_9[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_24 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_24[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_24 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_24[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_25 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_24[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_25 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_25[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_25 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_25[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_10 (TensorFlowOpLayer) [(None, 52, 52, 256)] 0 tf_op_layer_AddV2_9[0][0] leaky_re_lu_25[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________zero_padding2d_3 (ZeroPadding2D) (None, 53, 53, 256) 0 tf_op_layer_AddV2_10[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_26 (Conv2D) (None, 26, 26, 512) 1179648 zero_padding2d_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_26 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_26[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_26 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_26[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_27 (Conv2D) (None, 26, 26, 256) 131072 leaky_re_lu_26[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_27 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_27[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_27 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_27[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_28 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_27[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_28 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_28[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_28 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_28[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_11 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 leaky_re_lu_26[0][0] leaky_re_lu_28[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_29 (Conv2D) (None, 26, 26, 256) 131072 tf_op_layer_AddV2_11[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_29 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_29[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_29 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_29[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_30 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_29[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_30 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_30[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_30 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_30[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_12 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 tf_op_layer_AddV2_11[0][0] leaky_re_lu_30[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_31 (Conv2D) (None, 26, 26, 256) 131072 tf_op_layer_AddV2_12[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_31 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_31[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_31 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_31[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_32 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_31[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_32 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_32[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_32 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_32[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_13 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 tf_op_layer_AddV2_12[0][0] leaky_re_lu_32[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_33 (Conv2D) (None, 26, 26, 256) 131072 tf_op_layer_AddV2_13[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_33 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_33[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_33 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_33[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_34 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_33[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_34 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_34[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_34 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_34[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_14 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 tf_op_layer_AddV2_13[0][0] leaky_re_lu_34[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_35 (Conv2D) (None, 26, 26, 256) 131072 tf_op_layer_AddV2_14[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_35 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_35[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_35 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_35[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_36 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_35[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_36 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_36[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_36 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_36[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_15 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 tf_op_layer_AddV2_14[0][0] leaky_re_lu_36[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_37 (Conv2D) (None, 26, 26, 256) 131072 tf_op_layer_AddV2_15[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_37 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_37[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_37 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_37[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_38 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_37[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_38 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_38[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_38 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_38[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_16 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 tf_op_layer_AddV2_15[0][0] leaky_re_lu_38[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_39 (Conv2D) (None, 26, 26, 256) 131072 tf_op_layer_AddV2_16[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_39 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_39[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_39 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_39[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_40 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_39[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_40 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_40[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_40 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_40[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_17 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 tf_op_layer_AddV2_16[0][0] leaky_re_lu_40[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_41 (Conv2D) (None, 26, 26, 256) 131072 tf_op_layer_AddV2_17[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_41 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_41[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_41 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_41[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_42 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_41[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_42 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_42[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_42 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_42[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_18 (TensorFlowOpLayer) [(None, 26, 26, 512)] 0 tf_op_layer_AddV2_17[0][0] leaky_re_lu_42[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________zero_padding2d_4 (ZeroPadding2D) (None, 27, 27, 512) 0 tf_op_layer_AddV2_18[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_43 (Conv2D) (None, 13, 13, 1024) 4718592 zero_padding2d_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_43 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_43[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_43 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_43[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_44 (Conv2D) (None, 13, 13, 512) 524288 leaky_re_lu_43[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_44 (BatchNormalization) (None, 13, 13, 512) 2048 conv2d_44[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_44 (LeakyReLU) (None, 13, 13, 512) 0 batch_normalization_44[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_45 (Conv2D) (None, 13, 13, 1024) 4718592 leaky_re_lu_44[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_45 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_45[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_45 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_45[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_19 (TensorFlowOpLayer) [(None, 13, 13, 1024)] 0 leaky_re_lu_43[0][0] leaky_re_lu_45[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_46 (Conv2D) (None, 13, 13, 512) 524288 tf_op_layer_AddV2_19[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_46 (BatchNormalization) (None, 13, 13, 512) 2048 conv2d_46[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_46 (LeakyReLU) (None, 13, 13, 512) 0 batch_normalization_46[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_47 (Conv2D) (None, 13, 13, 1024) 4718592 leaky_re_lu_46[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_47 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_47[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_47 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_47[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_20 (TensorFlowOpLayer) [(None, 13, 13, 1024)] 0 tf_op_layer_AddV2_19[0][0] leaky_re_lu_47[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_48 (Conv2D) (None, 13, 13, 512) 524288 tf_op_layer_AddV2_20[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_48 (BatchNormalization) (None, 13, 13, 512) 2048 conv2d_48[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_48 (LeakyReLU) (None, 13, 13, 512) 0 batch_normalization_48[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_49 (Conv2D) (None, 13, 13, 1024) 4718592 leaky_re_lu_48[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_49 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_49[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_49 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_49[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_21 (TensorFlowOpLayer) [(None, 13, 13, 1024)] 0 tf_op_layer_AddV2_20[0][0] leaky_re_lu_49[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_50 (Conv2D) (None, 13, 13, 512) 524288 tf_op_layer_AddV2_21[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_50 (BatchNormalization) (None, 13, 13, 512) 2048 conv2d_50[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_50 (LeakyReLU) (None, 13, 13, 512) 0 batch_normalization_50[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_51 (Conv2D) (None, 13, 13, 1024) 4718592 leaky_re_lu_50[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_51 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_51[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_51 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_51[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_22 (TensorFlowOpLayer) [(None, 13, 13, 1024)] 0 tf_op_layer_AddV2_21[0][0] leaky_re_lu_51[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_52 (Conv2D) (None, 13, 13, 512) 524288 tf_op_layer_AddV2_22[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_52 (BatchNormalization) (None, 13, 13, 512) 2048 conv2d_52[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_52 (LeakyReLU) (None, 13, 13, 512) 0 batch_normalization_52[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_53 (Conv2D) (None, 13, 13, 1024) 4718592 leaky_re_lu_52[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_53 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_53[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_53 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_53[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_54 (Conv2D) (None, 13, 13, 512) 524288 leaky_re_lu_53[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_54 (BatchNormalization) (None, 13, 13, 512) 2048 conv2d_54[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_54 (LeakyReLU) (None, 13, 13, 512) 0 batch_normalization_54[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_55 (Conv2D) (None, 13, 13, 1024) 4718592 leaky_re_lu_54[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_55 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_55[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_55 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_55[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_56 (Conv2D) (None, 13, 13, 512) 524288 leaky_re_lu_55[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_56 (BatchNormalization) (None, 13, 13, 512) 2048 conv2d_56[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_56 (LeakyReLU) (None, 13, 13, 512) 0 batch_normalization_56[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_59 (Conv2D) (None, 13, 13, 256) 131072 leaky_re_lu_56[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_58 (BatchNormalization) (None, 13, 13, 256) 1024 conv2d_59[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_58 (LeakyReLU) (None, 13, 13, 256) 0 batch_normalization_58[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ResizeNearestNeighbor (TensorFlowOpLayer) [(None, 26, 26, 256)] 0 leaky_re_lu_58[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat (TensorFlowOpLayer) [(None, 26, 26, 768)] 0 tf_op_layer_ResizeNearestNeighbor[0][0] tf_op_layer_AddV2_18[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_60 (Conv2D) (None, 26, 26, 256) 196608 tf_op_layer_concat[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_59 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_60[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_59 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_59[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_61 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_59[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_60 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_61[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_60 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_60[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_62 (Conv2D) (None, 26, 26, 256) 131072 leaky_re_lu_60[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_61 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_62[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_61 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_61[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_63 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_61[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_62 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_63[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_62 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_62[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_64 (Conv2D) (None, 26, 26, 256) 131072 leaky_re_lu_62[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_63 (BatchNormalization) (None, 26, 26, 256) 1024 conv2d_64[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_63 (LeakyReLU) (None, 26, 26, 256) 0 batch_normalization_63[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_67 (Conv2D) (None, 26, 26, 128) 32768 leaky_re_lu_63[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_65 (BatchNormalization) (None, 26, 26, 128) 512 conv2d_67[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_65 (LeakyReLU) (None, 26, 26, 128) 0 batch_normalization_65[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ResizeNearestNeighbor_1 (TensorFlowOpLayer) [(None, 52, 52, 128)] 0 leaky_re_lu_65[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat_1 (TensorFlowOpLayer) [(None, 52, 52, 384)] 0 tf_op_layer_ResizeNearestNeighbor_1[0][0] tf_op_layer_AddV2_10[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_68 (Conv2D) (None, 52, 52, 128) 49152 tf_op_layer_concat_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_66 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_68[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_66 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_66[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_69 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_66[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_67 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_69[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_67 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_67[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_70 (Conv2D) (None, 52, 52, 128) 32768 leaky_re_lu_67[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_68 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_70[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_68 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_68[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_71 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_68[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_69 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_71[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_69 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_69[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_72 (Conv2D) (None, 52, 52, 128) 32768 leaky_re_lu_69[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_70 (BatchNormalization) (None, 52, 52, 128) 512 conv2d_72[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_70 (LeakyReLU) (None, 52, 52, 128) 0 batch_normalization_70[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_73 (Conv2D) (None, 52, 52, 256) 294912 leaky_re_lu_70[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_65 (Conv2D) (None, 26, 26, 512) 1179648 leaky_re_lu_63[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_57 (Conv2D) (None, 13, 13, 1024) 4718592 leaky_re_lu_56[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_71 (BatchNormalization) (None, 52, 52, 256) 1024 conv2d_73[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_64 (BatchNormalization) (None, 26, 26, 512) 2048 conv2d_65[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________batch_normalization_57 (BatchNormalization) (None, 13, 13, 1024) 4096 conv2d_57[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_71 (LeakyReLU) (None, 52, 52, 256) 0 batch_normalization_71[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_64 (LeakyReLU) (None, 26, 26, 512) 0 batch_normalization_64[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________leaky_re_lu_57 (LeakyReLU) (None, 13, 13, 1024) 0 batch_normalization_57[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_74 (Conv2D) (None, 52, 52, 255) 65535 leaky_re_lu_71[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_66 (Conv2D) (None, 26, 26, 255) 130815 leaky_re_lu_64[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________conv2d_58 (Conv2D) (None, 13, 13, 255) 261375 leaky_re_lu_57[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Shape (TensorFlowOpLayer) [(4,)] 0 conv2d_74[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Shape_1 (TensorFlowOpLayer) [(4,)] 0 conv2d_66[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Shape_2 (TensorFlowOpLayer) [(4,)] 0 conv2d_58[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_strided_slice_1 (TensorFlowOpLayer) [()] 0 tf_op_layer_Shape[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_strided_slice_3 (TensorFlowOpLayer) [()] 0 tf_op_layer_Shape_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_strided_slice_5 (TensorFlowOpLayer) [()] 0 tf_op_layer_Shape_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Range (TensorFlowOpLayer) [(None,)] 0 tf_op_layer_strided_slice_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Range_1 (TensorFlowOpLayer) [(None,)] 0 tf_op_layer_strided_slice_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Range_2 (TensorFlowOpLayer) [(None,)] 0 tf_op_layer_strided_slice_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Range_3 (TensorFlowOpLayer) [(None,)] 0 tf_op_layer_strided_slice_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Range_4 (TensorFlowOpLayer) [(None,)] 0 tf_op_layer_strided_slice_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Range_5 (TensorFlowOpLayer) [(None,)] 0 tf_op_layer_strided_slice_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Size_1 (TensorFlowOpLayer) [()] 0 tf_op_layer_Range_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Size (TensorFlowOpLayer) [()] 0 tf_op_layer_Range[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Size_3 (TensorFlowOpLayer) [()] 0 tf_op_layer_Range_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Size_2 (TensorFlowOpLayer) [()] 0 tf_op_layer_Range_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Size_5 (TensorFlowOpLayer) [()] 0 tf_op_layer_Range_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Size_4 (TensorFlowOpLayer) [()] 0 tf_op_layer_Range_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_1 (TensorFlowOpLayer) [(None, 1)] 0 tf_op_layer_Range[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_packed (TensorFlowOpLayer) [(2,)] 0 tf_op_layer_Size_1[0][0] tf_op_layer_Size[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_2 (TensorFlowOpLayer) [(1, None)] 0 tf_op_layer_Range_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_6 (TensorFlowOpLayer) [(None, 1)] 0 tf_op_layer_Range_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_packed_1 (TensorFlowOpLayer) [(2,)] 0 tf_op_layer_Size_3[0][0] tf_op_layer_Size_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_7 (TensorFlowOpLayer) [(1, None)] 0 tf_op_layer_Range_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_11 (TensorFlowOpLayer) [(None, 1)] 0 tf_op_layer_Range_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_packed_2 (TensorFlowOpLayer) [(2,)] 0 tf_op_layer_Size_5[0][0] tf_op_layer_Size_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_12 (TensorFlowOpLayer) [(1, None)] 0 tf_op_layer_Range_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_3 (TensorFlowOpLayer) [(1, None)] 0 tf_op_layer_Reshape_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Fill (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_packed[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_4 (TensorFlowOpLayer) [(None, 1)] 0 tf_op_layer_Reshape_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_8 (TensorFlowOpLayer) [(1, None)] 0 tf_op_layer_Reshape_6[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Fill_1 (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_packed_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_9 (TensorFlowOpLayer) [(None, 1)] 0 tf_op_layer_Reshape_7[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_13 (TensorFlowOpLayer) [(1, None)] 0 tf_op_layer_Reshape_11[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Fill_2 (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_packed_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_14 (TensorFlowOpLayer) [(None, 1)] 0 tf_op_layer_Reshape_12[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_Reshape_3[0][0] tf_op_layer_Fill[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_1 (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_Reshape_4[0][0] tf_op_layer_Fill[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_5 (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_Reshape_8[0][0] tf_op_layer_Fill_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_6 (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_Reshape_9[0][0] tf_op_layer_Fill_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_10 (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_Reshape_13[0][0] tf_op_layer_Fill_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_11 (TensorFlowOpLayer) [(None, None)] 0 tf_op_layer_Reshape_14[0][0] tf_op_layer_Fill_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_strided_slice (TensorFlowOpLayer) [()] 0 tf_op_layer_Shape[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_stack (TensorFlowOpLayer) [(None, None, 2)] 0 tf_op_layer_Mul[0][0] tf_op_layer_Mul_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_strided_slice_2 (TensorFlowOpLayer) [()] 0 tf_op_layer_Shape_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_stack_1 (TensorFlowOpLayer) [(None, None, 2)] 0 tf_op_layer_Mul_5[0][0] tf_op_layer_Mul_6[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_strided_slice_4 (TensorFlowOpLayer) [()] 0 tf_op_layer_Shape_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_stack_2 (TensorFlowOpLayer) [(None, None, 2)] 0 tf_op_layer_Mul_10[0][0] tf_op_layer_Mul_11[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape/shape (TensorFlowOpLayer) [(5,)] 0 tf_op_layer_strided_slice[0][0] tf_op_layer_strided_slice_1[0][0] tf_op_layer_strided_slice_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ExpandDims (TensorFlowOpLayer) [(None, None, 1, 2)] 0 tf_op_layer_stack[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_5/shape (TensorFlowOpLayer) [(5,)] 0 tf_op_layer_strided_slice_2[0][0] tf_op_layer_strided_slice_3[0][0] tf_op_layer_strided_slice_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ExpandDims_2 (TensorFlowOpLayer) [(None, None, 1, 2)] 0 tf_op_layer_stack_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_10/shape (TensorFlowOpLayer) [(5,)] 0 tf_op_layer_strided_slice_4[0][0] tf_op_layer_strided_slice_5[0][0] tf_op_layer_strided_slice_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ExpandDims_4 (TensorFlowOpLayer) [(None, None, 1, 2)] 0 tf_op_layer_stack_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape (TensorFlowOpLayer) [(None, None, None, 3, 85)] 0 conv2d_74[0][0] tf_op_layer_Reshape/shape[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ExpandDims_1 (TensorFlowOpLayer) [(1, None, None, 1, 2)] 0 tf_op_layer_ExpandDims[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Tile/multiples (TensorFlowOpLayer) [(5,)] 0 tf_op_layer_strided_slice[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_5 (TensorFlowOpLayer) [(None, None, None, 3, 85)] 0 conv2d_66[0][0] tf_op_layer_Reshape_5/shape[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ExpandDims_3 (TensorFlowOpLayer) [(1, None, None, 1, 2)] 0 tf_op_layer_ExpandDims_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Tile_1/multiples (TensorFlowOpLayer) [(5,)] 0 tf_op_layer_strided_slice_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Reshape_10 (TensorFlowOpLayer) [(None, None, None, 3, 85)] 0 conv2d_58[0][0] tf_op_layer_Reshape_10/shape[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_ExpandDims_5 (TensorFlowOpLayer) [(1, None, None, 1, 2)] 0 tf_op_layer_ExpandDims_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Tile_2/multiples (TensorFlowOpLayer) [(5,)] 0 tf_op_layer_strided_slice_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_split (TensorFlowOpLayer) [(None, None, None, 3, 2), (None, None, None, 3, 2), (None, None, None, 3, 1), (None, None, None, 3, 80)] 0 tf_op_layer_Reshape[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Tile (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_ExpandDims_1[0][0] tf_op_layer_Tile/multiples[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_split_1 (TensorFlowOpLayer) [(None, None, None, 3, 2), (None, None, None, 3, 2), (None, None, None, 3, 1), (None, None, None, 3, 80)] 0 tf_op_layer_Reshape_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Tile_1 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_ExpandDims_3[0][0] tf_op_layer_Tile_1/multiples[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_split_2 (TensorFlowOpLayer) [(None, None, None, 3, 2), (None, None, None, 3, 2), (None, None, None, 3, 1), (None, None, None, 3, 80)] 0 tf_op_layer_Reshape_10[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Tile_2 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_ExpandDims_5[0][0] tf_op_layer_Tile_2/multiples[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_split[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Cast (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Tile[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Exp (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_split[0][1] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_3 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_split_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Cast_1 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Tile_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Exp_1 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_split_1[0][1] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_6 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_split_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Cast_2 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Tile_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Exp_2 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_split_2[0][1] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_23 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Sigmoid[0][0] tf_op_layer_Cast[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_3 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Exp[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_24 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Sigmoid_3[0][0] tf_op_layer_Cast_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_8 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Exp_1[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_AddV2_25 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Sigmoid_6[0][0] tf_op_layer_Cast_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_13 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Exp_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_2 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_AddV2_23[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_4 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Mul_3[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_7 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_AddV2_24[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_9 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Mul_8[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_12 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_AddV2_25[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Mul_14 (TensorFlowOpLayer) [(None, None, None, 3, 2)] 0 tf_op_layer_Mul_13[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat_2 (TensorFlowOpLayer) [(None, None, None, 3, 4)] 0 tf_op_layer_Mul_2[0][0] tf_op_layer_Mul_4[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_1 (TensorFlowOpLayer) [(None, None, None, 3, 1)] 0 tf_op_layer_split[0][2] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_2 (TensorFlowOpLayer) [(None, None, None, 3, 80)] 0 tf_op_layer_split[0][3] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat_4 (TensorFlowOpLayer) [(None, None, None, 3, 4)] 0 tf_op_layer_Mul_7[0][0] tf_op_layer_Mul_9[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_4 (TensorFlowOpLayer) [(None, None, None, 3, 1)] 0 tf_op_layer_split_1[0][2] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_5 (TensorFlowOpLayer) [(None, None, None, 3, 80)] 0 tf_op_layer_split_1[0][3] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat_6 (TensorFlowOpLayer) [(None, None, None, 3, 4)] 0 tf_op_layer_Mul_12[0][0] tf_op_layer_Mul_14[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_7 (TensorFlowOpLayer) [(None, None, None, 3, 1)] 0 tf_op_layer_split_2[0][2] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_Sigmoid_8 (TensorFlowOpLayer) [(None, None, None, 3, 80)] 0 tf_op_layer_split_2[0][3] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat_3 (TensorFlowOpLayer) [(None, None, None, 3, 85)] 0 tf_op_layer_concat_2[0][0] tf_op_layer_Sigmoid_1[0][0] tf_op_layer_Sigmoid_2[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat_5 (TensorFlowOpLayer) [(None, None, None, 3, 85)] 0 tf_op_layer_concat_4[0][0] tf_op_layer_Sigmoid_4[0][0] tf_op_layer_Sigmoid_5[0][0] _________________________________________________________________________________________________________________________________________________________________________________________________________________________tf_op_layer_concat_7 (TensorFlowOpLayer) [(None, None, None, 3, 85)] 0 tf_op_layer_concat_6[0][0] tf_op_layer_Sigmoid_7[0][0] tf_op_layer_Sigmoid_8[0][0] =========================================================================================================================================================================================================================Total params: 62,001,757Trainable params: 61,949,149Non-trainable params: 52,608_________________________________________________________________________________________________________________________________________________________________________________________________________________________None