Semantic Segmentation on Dataset original (test)
74.95F1 Score (w/bg)E-FPN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| E-FPNParams (M)=8.45, GFLOPS=1.83, Size (MB)=32.26, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 74.95 | 72.16 | 62.27 | 58.24 | 70.49 | 73.38 | 63.92 | |
| UNet3+Params (M)=25.59, GFLOPS=33.04, Size (MB)=97.68, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 72.12 | 69.04 | 58.85 | 54.49 | 71.63 | 69.38 | 58.15 | |
| UNeXtParams (M)=6.29, GFLOPS=1.16, Size (MB)=24.02, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 71.83 | 68.72 | 58.72 | 54.35 | 69.17 | 68.95 | 57.31 | |
| U-KANParams (M)=25.36, GFLOPS=1.73, Size (MB)=96.98, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 69.81 | 66.43 | 56.37 | 51.69 | 68.48 | 67.27 | 57.62 | |
| BiFPNParams (M)=4.46, GFLOPS=17.76, Size (MB)=17.07, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 69.18 | 65.73 | 55.59 | 50.82 | 64.29 | 66.73 | 57.26 | |
| SA-UNetParams (M)=7.86, GFLOPS=3.62, Size (MB)=1.85, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 68.75 | 65.27 | 54.97 | 50.18 | 73.15 | 66.22 | 57.24 | |
| Att. U-NetParams (M)=31.4, GFLOPS=13.97, Size (MB)=119.85, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 67.54 | 63.92 | 53.55 | 48.59 | 69.79 | 64.91 | 53.97 | |
| UNet++Params (M)=4.98, GFLOPS=6.46, Size (MB)=19.03, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 65.77 | 61.91 | 52.83 | 47.75 | 58.55 | 64.09 | 53.52 | |
| U-NetParams (M)=31.04, GFLOPS=13.69, Size (MB)=118.47, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 60.18 | 55.67 | 46.14 | 40.31 | 61.97 | 57.27 | 49.28 | |
| FPNParams (M)=21.2, GFLOPS=7.81, Size (MB)=80.89, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 59.39 | 54.87 | 45.71 | 39.98 | 59.23 | 56.53 | 49.02 | |
| Swin-UNetParams (M)=14.5, GFLOPS=0.98, Size (MB)=55.42, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 58.09 | 53.41 | 44.18 | 38.27 | 54.59 | 54.2 | 43.75 | |
| EGE-UNetParams (M)=3.02, GFLOPS=0.31, Size (MB)=11.54, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 55.91 | 50.97 | 42.44 | 36.35 | 47.97 | 52.96 | 39.44 | |
| SegformerParams (M)=13.67, GFLOPS=0.78, Size (MB)=52.15, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 55.31 | 50.48 | 41.1 | 35.16 | 56.02 | 50.85 | 34.78 | |
| HierarchicalViT U-NetParams (M)=14.58, GFLOPS=1.31, Size (MB)=55.63, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 53.73 | 48.53 | 40.23 | 33.87 | 52.16 | 50.88 | 41.69 | |
| FasterVitParams (M)=25.23, GFLOPS=1.57, Size (MB)=96.27, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 13.11 | 3.04 | 11.32 | 1.73 | 12.85 | 5.33 | 5.09 | |
| Rolling UNet-LParams (M)=28.33, GFLOPS=8.22, Size (MB)=108.08, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 12.06 | 1.87 | 10.66 | 1 | 12.03 | 4.53 | 2.61 | |
| MobileUNETRParams (M)=12.71, GFLOPS=1.07, Size (MB)=48.62, Data Augmentation=None, Dynamic Label Injection=None2026.01 | 11.87 | 1.65 | 10.55 | 0.88 | 11.92 | 3.94 | 2.37 |