Model Architecture | F1 Score | Improvement | |
Single | Multi | ||
Unet | 0.625 | 0.664 | 0.039 |
UNet++ | 0.633 | 0.697 | 0.064 |
DeepLabV3 | 0.622 | 0.692 | 0.07 |
DeepLabV3+ | 0.552 | 0.672 | 0.12 |
MapNet | 0.755 | NA | |
Joint Learning [9] | 0.776 | NA |