Dichotomous Image Segmentation on DIS5K DIS-TE1 (test)
96.1FmaxFlowDIS
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=12026.05 | 96.1 | — | 97.5 | 95.3 | 1.2 | 93.9 | — | — | — | — | — | — | |
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=22026.05 | 96.1 | — | 97.6 | 95.3 | 1.2 | 94.2 | — | — | — | — | — | — | |
| LawDIS25Input Resolution=1024 x 1024 px2026.05 | 89.9 | — | 93.4 | 90.6 | 2.9 | 86.6 | — | — | — | — | — | — | |
| DiffDIS25Input Resolution=1024 x 1024 px2026.05 | 89.5 | — | 90.5 | 90 | 3.5 | 82 | — | — | — | — | — | — | |
| MVANetBackbone=Swin-B2024.04 | 89.3 | 82.3 | 91.1 | 87.9 | 3.7 | — | — | — | — | — | — | — | |
| PDFNet25Input Resolution=1024 x 1024 px2026.05 | 88.8 | — | 91.6 | 88.7 | 3.1 | 84.5 | — | — | — | — | — | — | |
| MVANet24Input Resolution=1024 x 1024 px2026.05 | 87.3 | — | 91.6 | 88.7 | 3.7 | 82.5 | — | — | — | — | — | — | |
| BiRefNet24Input Resolution=1024 x 1024 px2026.05 | 86 | — | 91.2 | 88.5 | 3.7 | 82 | — | — | — | — | — | — | |
| InSPyReNetBackbone=Swin-B2024.04 | 84.5 | 78.8 | 87.4 | 87.3 | 4.3 | — | — | — | — | — | — | — | |
| InSPyReNet22Input Resolution=1024 x 1024 px2026.05 | 84.5 | — | 89.4 | 87.3 | 4.3 | 78.8 | — | — | — | — | — | — | |
| GenPercept24Input Resolution=1024 x 1024 px2026.05 | 84.4 | — | 90.9 | 87.1 | 3.8 | 79.4 | — | — | — | — | — | — | |
| FP-DISBackbone=ResNet-502024.04 | 78.4 | 71.3 | 86 | 82.1 | 6 | — | — | — | — | — | — | — | |
| UDUNBackbone=ResNet-502024.04 | 78.4 | 72 | 86.4 | 81.7 | 5.9 | — | — | — | — | — | — | — | |
| FP-DIS23Input Resolution=1024 x 1024 px2026.05 | 78.4 | — | 86 | 82.1 | 6 | 71.3 | — | — | — | — | — | — | |
| UDUN23Input Resolution=1024 x 1024 px2026.05 | 78.4 | — | 86.4 | 81.7 | 5.9 | 72 | — | — | — | — | — | — | |
| PGNetBackbone=Res2Net-502024.04 | 75.4 | 68 | 84.8 | 80 | 6.7 | — | — | — | — | — | — | — | |
| GCPANetBackbone=ResNet-502024.04 | 74.1 | 67.6 | 83.4 | 79.7 | 7 | — | — | — | — | — | — | — | |
| PFNetBackbone=ResNet-502024.04 | 74 | 66.5 | 83 | 79.1 | 7.5 | — | — | — | — | — | — | — | |
| IS-NetBackbone=ResNet-502024.04 | 74 | 66.2 | 82 | 78.7 | 7.4 | — | — | — | — | — | — | — | |
| IS-Net22Input Resolution=1024 x 1024 px2026.05 | 74 | — | 82 | 78.7 | 7.4 | 66.2 | — | — | — | — | — | — | |
| F³NetBackbone=ResNet-502024.04 | 72.6 | 65.5 | 82 | 78.3 | 7.4 | — | — | — | — | — | — | — | |
| ISDNetBackbone=ResNet-502024.04 | 71.7 | 64.3 | 82.4 | 78.2 | 7.7 | — | — | — | — | — | — | — | |
| BSANetBackbone=ResNet-502024.04 | 68.3 | 54.5 | 77.3 | 75.4 | 9.8 | — | — | — | — | — | — | — | |
| IFABackbone=Swin-B + ResNet-502024.04 | 67.3 | 57.3 | 78.5 | 74.6 | 8.8 | — | — | — | — | — | — | — | |
| AttU-NetResolution=512², Optimization=DDA loss2026.05 | — | 67 | — | — | — | — | 45.4 | 42.9 | 59 | 57.1 | 63.6 | 92.5 | |
| R2U-NetResolution=224², Optimization=DDA loss2026.05 | — | 64 | — | — | — | — | 39.7 | 36.4 | 52.9 | 49.9 | 58.8 | 77.9 | |
| SAMZero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 79.6 | — | — | — | — | 67.1 | 61.7 | 75.3 | 71.3 | 74 | 83.6 | |
| SAM2.0Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 84 | — | — | — | — | 73.1 | 66.9 | 80.7 | 76.5 | 77.7 | 87.9 | |
| SAM2.1Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 83.2 | — | — | — | — | 72.6 | 66.4 | 80.3 | 76.1 | 77 | 88 | |
| U-NetResolution=512², Optimization=DDA loss2026.05 | — | 64.3 | — | — | — | — | 42.4 | 40.7 | 56.5 | 55.3 | 60.7 | 92.1 | |
| U2-NetResolution=1024², Optimization=DDA loss2026.05 | — | 79.6 | — | — | — | — | 63.7 | 61.9 | 73.6 | 72.8 | 77.2 | 95.6 |