Table 3. Hyperparameters of conventional and proposed segmentation models.
Model | Filter size | Stride | Max pool | Learning rate | Batch size | Optimizer | Activation func. | Epoch |
---|---|---|---|---|---|---|---|---|
U-Net | 3 * 3 | 2 * 2 | 2 * 2 | 1e−3 | 32 | Adam | ReLU | 50 |
V-Net | 3 * 3 | 2 * 2 | – | 1e−3 | 32 | Adam | ReLU | 50 |
Seg-Net | 3 * 3 | 2 * 2 | 2 * 2 | 1e−3 | 32 | Adam | ReLU | 50 |
Proposed U-Net | 3 * 3 | 2 * 2 | 2 * 2 | 1e−3 | 32 | Adam | ReLU | 50 |
Proposed V-Net | 3 * 3 | 2 * 2 | – | 1e−3 | 32 | Adam | ReLU | 50 |