TABLE 2.
Layers | Parameter | Total Parameters |
---|---|---|
Left branch: | ||
Input Image | 100×100 | |
Max Pool 1 | 10×10 | |
Dropout | 0.1 | |
Right branch: | ||
Input Image | 100×100 | |
Conv 1 | 64 X 5 X 5, pad 0, stride 1 | |
Leaky ReLU | alpha = 0.01 | |
Max Pool 2a | 3×3, pad 0, stride 3 | |
Conv 2 | 64 X 2 X 2, pad 0, stride 1 | |
Leaky ReLU | alpha = 0.01 | |
Max Pool 2b | 3×3, pad 0, stride 3 | |
Dropout | 0.1 | |
Concatenate Left Branch + Right Branch | 39,553 | |
Conv 3+ReLU | 64 X 2 X 2, pad 0, stride 1 | |
Max Pool 3 | 2×2, pad 0, stride 2 | |
L2 regularizer | 0.01 | |
Dropout | 0.1 | |
Fully connected 1 | 1 sigmoid |