Table 3 CNN configurations.
Layer | Settings | Output shape |
|---|---|---|
Input | Â | (2000) |
Conv 0 | Kernel size: 7 Filters: 16 | (1994, 16) |
MaxPooling 0 | Pooling window: 2 | (997, 16) |
Conv 1 | Kernel size: 5 Filters: 32 | (993, 32) |
MaxPooling 1 | Pooling window: 2 | (496, 32) |
Conv 2 | Kernel size: 3 Filters: 64 | (494, 64) |
Conv 3 | Kernel size: 3 Filters: 128 | (492, 128) |
MaxPooling 2 | Pooling window: 2 | (246, 128) |
Conv 4 | Kernel size: 3 Filters: 256 | (244, 256) |
Conv 5 | Kernel size: 3 Filters: 512 | (242, 512) |
Conv 6 | Kernel size: 3 Filters: 1024 | (240, 1024) |
MaxPooling 3 | Pooling window: 2 | (120, 1024) |
Fully connected | Â | (256) |
Sigmoid | Â | (1) |