Semantic Segmentation on 50% (train)
0.758F1 Score (w/bg)FORTRESS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FORTRESSParams (M)=2.89, GFLOPS=1.172026.01 | 0.758 | 0.732 | 0.633 | 0.594 | 0.809 | 0.737 | 0.618 | |
| SA-UNetParams (M)=7.86, GFLOPS=3.622026.01 | 0.717 | 0.685 | 0.586 | 0.541 | 0.69 | 0.695 | 0.614 | |
| MobileUNETRParams (M)=12.71, GFLOPS=1.072026.01 | 0.703 | 0.67 | 0.57 | 0.525 | 0.681 | 0.674 | 0.575 | |
| Att. U-NetParams (M)=31.40, GFLOPS=13.972026.01 | 0.699 | 0.665 | 0.567 | 0.52 | 0.645 | 0.679 | 0.612 | |
| BiFPNParams (M)=4.46, GFLOPS=17.762026.01 | 0.691 | 0.656 | 0.558 | 0.51 | 0.64 | 0.671 | 0.61 | |
| U-NetParams (M)=31.04, GFLOPS=13.692026.01 | 0.684 | 0.649 | 0.555 | 0.507 | 0.642 | 0.664 | 0.582 | |
| UNet++Params (M)=4.98, GFLOPS=6.462026.01 | 0.672 | 0.635 | 0.542 | 0.492 | 0.583 | 0.658 | 0.573 | |
| U-KANParams (M)=25.36, GFLOPS=1.732026.01 | 0.667 | 0.629 | 0.536 | 0.485 | 0.609 | 0.652 | 0.584 | |
| Rolling UNet-LParams (M)=28.33, GFLOPS=8.222026.01 | 0.665 | 0.628 | 0.529 | 0.478 | 0.615 | 0.642 | 0.567 | |
| UNeXtParams (M)=6.29, GFLOPS=1.162026.01 | 0.663 | 0.625 | 0.535 | 0.484 | 0.598 | 0.649 | 0.586 | |
| UNet3+Params (M)=25.59, GFLOPS=33.042026.01 | 0.662 | 0.624 | 0.536 | 0.485 | 0.624 | 0.649 | 0.616 | |
| FPNParams (M)=21.20, GFLOPS=7.812026.01 | 0.656 | 0.617 | 0.532 | 0.482 | 0.605 | 0.637 | 0.589 | |
| SegformerParams (M)=13.67, GFLOPS=0.782026.01 | 0.643 | 0.604 | 0.506 | 0.454 | 0.6 | 0.607 | 0.492 | |
| Swin-UNetParams (M)=14.50, GFLOPS=0.982026.01 | 0.598 | 0.553 | 0.458 | 0.4 | 0.575 | 0.562 | 0.471 | |
| FasterVitParams (M)=25.23, GFLOPS=1.572026.01 | 0.546 | 0.494 | 0.421 | 0.359 | 0.482 | 0.522 | 0.461 | |
| EGE-UNetParams (M)=3.02, GFLOPS=0.312026.01 | 0.517 | 0.462 | 0.392 | 0.326 | 0.459 | 0.494 | 0.42 | |
| HierarchicalViT U-NetParams (M)=14.58, GFLOPS=1.312026.01 | 0.465 | 0.405 | 0.334 | 0.265 | 0.482 | 0.423 | 0.323 |