Table 1 Detailed description of layers in DMF-Net
Operation Layer | No of Filters | Size of Each Filters | Dilation | Stride Value | Padding Value | Size of Output Image | |
|---|---|---|---|---|---|---|---|
Input Image | - | - | - | - | - | \(128 \times 128 \times 1\) | |
Convolution Layer | Convolution | 64 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 2 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(two) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 2 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(six) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 2 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(four) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution | 1 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 1\) |
(three) | - | - | - | - | - | - | \(128 \times 128 \times 1\) |
| Â | Tanh | - | - | - | - | - | \(128 \times 128 \times 1\) |
Convolution Layer | Convolution | 1 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 1\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 1\) |
Convolution Layer | Convolution+BN | 1 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 1\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 1\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 64 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 64\) |
(three) | ReLU | - | - | - | - | - | \(128 \times 128 \times 64\) |
Convolution Layer | Convolution+BN | 1 | \(3\times 3\times 1\) | 1 | \(1\times 1\) | \(1\times 1\) | \(128 \times 128 \times 1\) |
(one) | ReLU | - | - | - | - | - | \(128 \times 128 \times 1\) |