Table 5 Model summary.
Tower Name | Name of Layers | Parameters | Output Shape | Description |
|---|---|---|---|---|
Tower 1 | Input_layer_T1 | 0 | [(None,64,64,1)] | Input layer: [Input_layer_T1] Output layer: [Maxpool_T1] |
Conv2d_T1 | 1280 | [(None,63,63,256)] | ||
MaxPool_T1 | 0 | [(None,31,31,256)] | ||
Conv2d_T1_c | 131,200 | [(None,30,30,128)] | ||
MaxPool_T1 | 0 | [(None,15,15,128)] | ||
Conv2d_T1 | 32,832 | [(None,14,14,64)] | ||
Maxpool_T1 | 0 | [(None,7,7,64)] | ||
Tower 2 | Input_layer_T2 | 0 | [(None,64,64,1)] | Input layer: [Input_layer_T2] Output layer: [ Maxpool_T2] Concatenation layer: [Conv2d_T2_c, Conv2d_T1_c] |
Conv2d_T2 | 1280 | [(None,63,63,256)] | ||
MaxPool_T2 | 0 | [(None,31,31,256)] | ||
Conv2d_T2_c | 131,200 | [(None,30,30,128)] | ||
Concat_T2 | 0 | [(None,30,30,256)] | ||
MaxPool_T2 | 0 | [(None,15,15,256)] | ||
Conv2d_T2 | 32,832 | [(None,14,14,64)] | ||
Maxpool_T2 | 0 | [(None,7,7,64)] | ||
Tower 3 | Input_layer_T3 | 0 | [(None,64,64,1)] | Input layer: [Input_layer_T3] Output layer: [Maxpool_T3] Concatenation layer: [Conv2d_T3_c,Conv2d_T2_c, Conv2d_T3_c] |
Conv2d_T3 | 1280 | [(None,63,63,256)] | ||
MaxPool_T3 | 0 | [(None,31,31,256)] | ||
Conv2d_T3 | 131,200 | [(None,30,30,128)] | ||
Concat_T3 | 0 | [(None,30,30,256)] | ||
MaxPool_T3 | 0 | [(None,15,15,256)] | ||
Conv2d_T3 | 32,832 | [(None,14,14,64)] | ||
Maxpool_T3 | 0 | [(None,7,7,64)] | ||
Combined tower | Concat_T | 0 | [(None,7,7,192)] | Input layer: [Max_Pool_T1, Max_Pool_T2, Max_Pool_T3], Output layer: [Dense] |
Conv2d_T | 24,608 | [(None,6,6,32)] | ||
MaxPool_T | 0 | [(None,3,3,32)] | ||
Flatten_T | 0 | [(None,288)] | ||
Dense_1 | 36,692 | [(None,128)] | ||
Dense_2 | 9030 | [(None,70)] | ||
Dense_3 | 142 | [(None,2)] |
