____________________________________________________________________________________________________ Layer (type) Output Shape Param # Connected to ==================================================================================================== input_1 (InputLayer) (None, 3, 227, 227) 0 ____________________________________________________________________________________________________ conv_1 (Conv2D) (None, 96, 55, 55) 34944 input_1[0][0] ____________________________________________________________________________________________________ max_pooling2d_1 (MaxPooling2D) (None, 96, 27, 27) 0 conv_1[0][0] ____________________________________________________________________________________________________ lambda_1 (Lambda) (None, 96, 27, 27) 0 max_pooling2d_1[0][0] ____________________________________________________________________________________________________ zero_padding2d_1 (ZeroPadding2D) (None, 96, 31, 31) 0 lambda_1[0][0] ____________________________________________________________________________________________________ lambda_2 (Lambda) (None, 48, 31, 31) 0 zero_padding2d_1[0][0] ____________________________________________________________________________________________________ lambda_3 (Lambda) (None, 48, 31, 31) 0 zero_padding2d_1[0][0] ____________________________________________________________________________________________________ conv_2_1 (Conv2D) (None, 128, 27, 27) 153728 lambda_2[0][0] ____________________________________________________________________________________________________ conv_2_2 (Conv2D) (None, 128, 27, 27) 153728 lambda_3[0][0] ____________________________________________________________________________________________________ conv_2 (Concatenate) (None, 256, 27, 27) 0 conv_2_1[0][0] conv_2_2[0][0] ____________________________________________________________________________________________________ max_pooling2d_2 (MaxPooling2D) (None, 256, 13, 13) 0 conv_2[0][0] ____________________________________________________________________________________________________ lambda_4 (Lambda) (None, 256, 13, 13) 0 max_pooling2d_2[0][0] ____________________________________________________________________________________________________ zero_padding2d_2 (ZeroPadding2D) (None, 256, 15, 15) 0 lambda_4[0][0] ____________________________________________________________________________________________________ conv_3 (Conv2D) (None, 384, 13, 13) 885120 zero_padding2d_2[0][0] ____________________________________________________________________________________________________ zero_padding2d_3 (ZeroPadding2D) (None, 384, 15, 15) 0 conv_3[0][0] ____________________________________________________________________________________________________ lambda_5 (Lambda) (None, 192, 15, 15) 0 zero_padding2d_3[0][0] ____________________________________________________________________________________________________ lambda_6 (Lambda) (None, 192, 15, 15) 0 zero_padding2d_3[0][0] ____________________________________________________________________________________________________ conv_4_1 (Conv2D) (None, 192, 13, 13) 331968 lambda_5[0][0] ____________________________________________________________________________________________________ conv_4_2 (Conv2D) (None, 192, 13, 13) 331968 lambda_6[0][0] ____________________________________________________________________________________________________ conv_4 (Concatenate) (None, 384, 13, 13) 0 conv_4_1[0][0] conv_4_2[0][0] ____________________________________________________________________________________________________ zero_padding2d_4 (ZeroPadding2D) (None, 384, 15, 15) 0 conv_4[0][0] ____________________________________________________________________________________________________ lambda_7 (Lambda) (None, 192, 15, 15) 0 zero_padding2d_4[0][0] ____________________________________________________________________________________________________ lambda_8 (Lambda) (None, 192, 15, 15) 0 zero_padding2d_4[0][0] ____________________________________________________________________________________________________ conv_5_1 (Conv2D) (None, 128, 13, 13) 221312 lambda_7[0][0] ____________________________________________________________________________________________________ conv_5_2 (Conv2D) (None, 128, 13, 13) 221312 lambda_8[0][0] ____________________________________________________________________________________________________ conv_5 (Concatenate) (None, 256, 13, 13) 0 conv_5_1[0][0] conv_5_2[0][0] ____________________________________________________________________________________________________ convpool_5 (MaxPooling2D) (None, 256, 6, 6) 0 conv_5[0][0] ____________________________________________________________________________________________________ flatten (Flatten) (None, 9216) 0 convpool_5[0][0] ____________________________________________________________________________________________________ dense_1 (Dense) (None, 4096) 37752832 flatten[0][0] ____________________________________________________________________________________________________ relu (Activation) (None, 4096) 0 dense_1[0][0] ____________________________________________________________________________________________________ dense_2 (Dense) (None, 25) 102425 relu[0][0] ==================================================================================================== Total params: 40,189,337 Trainable params: 102,425 Non-trainable params: 40,086,912 ____________________________________________________________________________________________________ None