TABLE 1.
Layers | Parameter | Total Parameters |
---|---|---|
Input Image | 100×100 | 841,681 |
Conv 1 | 64 X 5 X 5, pad 0, stride 1 | |
Leaky ReLU 1 | alpha = 0.01 | |
Max Pool 1 | 3×3, stride 3, pad 0 | |
Conv 2 | 64 X 2 X 2, pad 0, stride 1 | |
Leaky ReLU 2 | alpha = 0.01 | |
Max Pool 2 | 3×3, stride 3, pad 0 | |
Dropout | 0.1 | |
Fully connected 1+ relu | 128 | |
Fully connected 2 + relu | 8 | |
L2 regularizer | 0.01 | |
Dropout | 0.25 | |
Fully connected 3 | 1 sigmoid |