Semantic Segmentation on Dataset described in Section 4.5 100% 1.0 (train)
79.3F1 Score (w/bg)FORTRESS
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FORTRESSParams (M)=2.89, GFLOPS=1.17, Standard data augmentation=true, Dynamic label injection=true2026.01 | 79.3 | 77.1 | 67.7 | 64.3 | 78.7 | 77.2 | 69 | |
| Att. U-NetParams (M)=31.40, GFLOPS=13.97, Standard data augmentation=true, Dynamic label injection=true2026.01 | 78.8 | 76.5 | 66.9 | 63.4 | 77.8 | 76.7 | 68.5 | |
| SA-UNetParams (M)=7.86, GFLOPS=3.62, Standard data augmentation=true, Dynamic label injection=true2026.01 | 78.8 | 76.4 | 66.9 | 63.3 | 78.7 | 76.9 | 68.2 | |
| UNet3+Params (M)=25.59, GFLOPS=33.04, Standard data augmentation=true, Dynamic label injection=true2026.01 | 78.5 | 76.1 | 66.6 | 63 | 76.9 | 76.4 | 68.3 | |
| BiFPNParams (M)=4.46, GFLOPS=17.76, Standard data augmentation=true, Dynamic label injection=true2026.01 | 77.4 | 74.9 | 65.4 | 61.6 | 73.6 | 75.4 | 67 | |
| U-KANParams (M)=25.36, GFLOPS=1.73, Standard data augmentation=true, Dynamic label injection=true2026.01 | 77.4 | 74.9 | 65.3 | 61.6 | 77.7 | 75.2 | 64.5 | |
| FPNParams (M)=21.20, GFLOPS=7.81, Standard data augmentation=true, Dynamic label injection=true2026.01 | 76.8 | 74.3 | 64.5 | 60.7 | 73.4 | 74.8 | 67.3 | |
| UNeXtParams (M)=6.29, GFLOPS=1.16, Standard data augmentation=true, Dynamic label injection=true2026.01 | 76.6 | 74 | 64.3 | 60.5 | 74.3 | 74.3 | 64.1 | |
| U-NetParams (M)=31.04, GFLOPS=13.69, Standard data augmentation=true, Dynamic label injection=true2026.01 | 75.4 | 72.6 | 63.1 | 59.1 | 73 | 73.3 | 67 | |
| Rolling UNet-LParams (M)=28.33, GFLOPS=8.22, Standard data augmentation=true, Dynamic label injection=true2026.01 | 75.2 | 72.5 | 62.5 | 58.4 | 76.8 | 73.2 | 66.9 | |
| MobileUNETRParams (M)=12.71, GFLOPS=1.07, Standard data augmentation=true, Dynamic label injection=true2026.01 | 74.7 | 71.9 | 62.1 | 58 | 76.1 | 72.5 | 62.8 | |
| UNet++Params (M)=4.98, GFLOPS=6.46, Standard data augmentation=true, Dynamic label injection=true2026.01 | 73.9 | 70.9 | 61.3 | 57.1 | 66.6 | 72.2 | 63.6 | |
| Swin-UNetParams (M)=14.50, GFLOPS=0.98, Standard data augmentation=true, Dynamic label injection=true2026.01 | 71 | 67.8 | 57.7 | 53.2 | 71.4 | 68.1 | 58.1 | |
| EGE-UNetParams (M)=3.02, GFLOPS=0.31, Standard data augmentation=true, Dynamic label injection=true2026.01 | 68.9 | 65.5 | 55.1 | 50.4 | 63.5 | 66 | 53.4 | |
| FasterVitParams (M)=25.23, GFLOPS=1.57, Standard data augmentation=true, Dynamic label injection=true2026.01 | 68.4 | 64.8 | 55.2 | 50.4 | 62.7 | 66.2 | 58.3 | |
| SegformerParams (M)=13.67, GFLOPS=0.78, Standard data augmentation=true, Dynamic label injection=true2026.01 | 66.6 | 63 | 53.1 | 48.2 | 68.1 | 63.3 | 53.6 | |
| HierarchicalViT U-NetParams (M)=14.58, GFLOPS=1.31, Standard data augmentation=true, Dynamic label injection=true2026.01 | 54 | 48.8 | 41.6 | 35.5 | 53.7 | 50 | 40.8 |