Table 1.
FCNN naming conventions
| Name | Architecture | Loss function |
|---|---|---|
| I2I | I2INet | Sigmoid Cross-Entropy |
| I2I-B | I2INet | Balanced Cross-Entropy |
| I2I-M | I2INet | Masked Cross-Entropy |
| UNet | UNet | Sigmoid Cross-Entropy |
| UNet-B | UNet | Balanced Cross-Entropy |
| UNet-M | UNet | Masked Cross-Entropy |
| DeepLab | DeepLab-ASPP | Sigmoid Cross-Entropy |
| DeepLab-B | DeepLab-ASPP | Balanced Cross-Entropy |
| DeepLab-M | DeepLab-ASPP | Masked Cross-Entropy |
The name refers to the network used and selected loss function. -B and -M appended to the name of the network indicate use of the balanced sigmoid cross-entropy loss function and masked sigmoid cross-entropy loss function respectively