Semantic Segmentation on CSDD (test)
79.85F1 Score (w/bg)E-FPN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| E-FPNParams (M)=8.45, GFLOPS=1.83, Size (MB)=32.26, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 79.85 | 77.63 | 68.3 | 64.93 | 77.76 | 77.99 | 69.15 | |
| Att. U-NetParams (M)=31.40, GFLOPS=13.97, Size (MB)=119.85, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 78.81 | 76.46 | 66.92 | 63.35 | 77.8 | 76.74 | 68.47 | |
| SA-UNetParams (M)=7.86, GFLOPS=3.62, Size (MB)=1.85, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 78.79 | 76.43 | 66.87 | 63.3 | 78.65 | 76.87 | 68.16 | |
| UNet3+Params (M)=25.59, GFLOPS=33.04, Size (MB)=97.68, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 78.5 | 76.11 | 66.63 | 63.04 | 76.89 | 76.41 | 68.29 | |
| BiFPNParams (M)=4.46, GFLOPS=17.76, Size (MB)=17.07, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 77.41 | 74.89 | 65.35 | 61.62 | 73.59 | 75.38 | 67 | |
| U-KANParams (M)=25.36, GFLOPS=1.73, Size (MB)=96.98, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 77.41 | 74.93 | 65.27 | 61.59 | 77.65 | 75.19 | 64.5 | |
| FPNParams (M)=21.20, GFLOPS=7.81, Size (MB)=80.89, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 76.84 | 74.26 | 64.51 | 60.68 | 73.38 | 74.77 | 67.32 | |
| UNeXtParams (M)=6.29, GFLOPS=1.16, Size (MB)=24.02, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 76.58 | 74 | 64.33 | 60.52 | 74.34 | 74.26 | 64.14 | |
| U-NetParams (M)=31.04, GFLOPS=13.69, Size (MB)=118.47, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 75.4 | 72.64 | 63.14 | 59.14 | 73.02 | 73.33 | 67.01 | |
| Rolling UNet-LParams (M)=28.33, GFLOPS=8.22, Size (MB)=108.08, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 75.24 | 72.46 | 62.46 | 58.39 | 76.75 | 73.22 | 66.87 | |
| MobileUNETRParams (M)=12.71, GFLOPS=1.07, Size (MB)=48.62, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 74.69 | 71.89 | 62.05 | 58.01 | 76.11 | 72.53 | 62.78 | |
| UNet++Params (M)=4.98, GFLOPS=6.46, Size (MB)=19.03, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 73.85 | 70.92 | 61.27 | 57.08 | 66.58 | 72.23 | 63.64 | |
| Swin-UNetParams (M)=14.50, GFLOPS=0.98, Size (MB)=55.42, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 70.95 | 67.75 | 57.68 | 53.22 | 71.43 | 68.07 | 58.08 | |
| EGE-UNetParams (M)=3.02, GFLOPS=0.31, Size (MB)=11.54, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 68.9 | 65.47 | 55.08 | 50.35 | 63.46 | 66.04 | 53.4 | |
| FasterVitParams (M)=25.23, GFLOPS=1.57, Size (MB)=96.27, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 68.35 | 64.78 | 55.21 | 50.37 | 62.68 | 66.2 | 58.3 | |
| E-FPNParams (M)=8.45, GFLOPS=1.83, Size (MB)=32.26, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 67.75 | 64.14 | 54.53 | 49.65 | 61.4 | 65.87 | 57.17 | |
| SA-UNetParams (M)=7.86, GFLOPS=3.62, Size (MB)=1.85, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 67.02 | 63.34 | 53.25 | 48.25 | 70.31 | 64.54 | 54.85 | |
| Att. U-NetParams (M)=31.4, GFLOPS=13.97, Size (MB)=119.85, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 66.66 | 62.92 | 53.34 | 48.34 | 63.94 | 64.24 | 55.5 | |
| SegformerParams (M)=13.67, GFLOPS=0.78, Size (MB)=52.15, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 66.63 | 62.95 | 53.14 | 48.22 | 68.05 | 63.33 | 53.63 | |
| U-KANParams (M)=25.36, GFLOPS=1.73, Size (MB)=96.98, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 66.61 | 62.87 | 53.11 | 48.08 | 63.3 | 64.12 | 53.95 | |
| UNet3+Params (M)=25.59, GFLOPS=33.04, Size (MB)=97.68, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 65.99 | 62.18 | 52.46 | 47.38 | 64.26 | 63.11 | 54.2 | |
| BiFPNParams (M)=4.46, GFLOPS=17.76, Size (MB)=17.07, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 65.73 | 61.87 | 51.86 | 46.67 | 61.05 | 63.38 | 55.36 | |
| UNeXtParams (M)=6.29, GFLOPS=1.16, Size (MB)=24.02, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 65.14 | 61.25 | 51.11 | 45.89 | 62.08 | 62.27 | 51.05 | |
| UNet++Params (M)=4.98, GFLOPS=6.46, Size (MB)=19.03, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 63.24 | 59.08 | 49.7 | 44.26 | 56.84 | 61.14 | 51.93 | |
| U-NetParams (M)=31.04, GFLOPS=13.69, Size (MB)=118.47, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 62.19 | 57.96 | 48.33 | 42.82 | 59.29 | 58.7 | 49.63 | |
| Swin-UNetParams (M)=14.5, GFLOPS=0.98, Size (MB)=55.42, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 60.27 | 55.84 | 46.8 | 41.16 | 57.48 | 56.58 | 47.56 | |
| HierarchicalViT U-NetParams (M)=14.58, GFLOPS=1.31, Size (MB)=55.63, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 56.68 | 51.87 | 43.45 | 37.54 | 60.8 | 53.24 | 41.3 | |
| FPNParams (M)=21.2, GFLOPS=7.81, Size (MB)=80.89, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 55.35 | 50.44 | 41.85 | 35.83 | 60.2 | 53.2 | 42.06 | |
| HierarchicalViT U-NetParams (M)=14.58, GFLOPS=1.31, Size (MB)=55.63, Training Data Percentage=100%, Data Augmentation=true, Dynamic Label Injection=true2026.01 | 53.97 | 48.84 | 41.64 | 35.53 | 53.7 | 50.02 | 40.79 | |
| EGE-UNetParams (M)=3.02, GFLOPS=0.31, Size (MB)=11.54, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 45.77 | 39.64 | 34 | 26.99 | 40.94 | 42.36 | 36.55 | |
| MobileUNETRParams (M)=12.71, GFLOPS=1.07, Size (MB)=48.62, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 13.25 | 3.22 | 11.4 | 1.85 | 13.09 | 5.02 | 5.77 | |
| FasterVitParams (M)=25.23, GFLOPS=1.57, Size (MB)=96.27, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 12.7 | 2.6 | 11.05 | 1.45 | 12.5 | 4.45 | 4.16 | |
| SegformerParams (M)=13.67, GFLOPS=0.78, Size (MB)=52.15, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 12.05 | 1.88 | 10.6 | 0.97 | 12.18 | 4.32 | 1.1 | |
| Rolling UNet-LParams (M)=28.33, GFLOPS=8.22, Size (MB)=108.08, Training Data Percentage=25%, Data Augmentation=Yes, Dynamic Label Injection=Yes2026.01 | 11.16 | 0.87 | 10.16 | 0.45 | 11.51 | 2.67 | 1.22 |