Dichotomous Image Segmentation on DIS5K DIS-TE3 (test)
0.963FmaxFlowDIS
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=22026.05 | 0.963 | — | 0.975 | 0.954 | 0.015 | 0.942 | — | — | — | — | — | — | |
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=12026.05 | 0.962 | — | 0.973 | 0.954 | 0.016 | 0.939 | — | — | — | — | — | — | |
| DiffDIS25Input Resolution=1024 x 1024 px2026.05 | 0.94 | — | 0.936 | 0.929 | 0.032 | 0.877 | — | — | — | — | — | — | |
| MVANetBackbone=Swin-B2024.04 | 0.936 | 0.89 | 0.954 | 0.92 | 0.031 | — | — | — | — | — | — | — | |
| MVANet24Input Resolution=1024 x 1024 px2026.05 | 0.929 | — | 0.952 | 0.923 | 0.03 | 0.891 | — | — | — | — | — | — | |
| PDFNet25Input Resolution=1024 x 1024 px2026.05 | 0.929 | — | 0.953 | 0.923 | 0.029 | 0.888 | — | — | — | — | — | — | |
| LawDIS25Input Resolution=1024 x 1024 px2026.05 | 0.929 | — | 0.955 | 0.924 | 0.028 | 0.899 | — | — | — | — | — | — | |
| BiRefNet24Input Resolution=1024 x 1024 px2026.05 | 0.925 | — | 0.957 | 0.919 | 0.028 | 0.894 | — | — | — | — | — | — | |
| InSPyReNetBackbone=Swin-B2024.04 | 0.919 | 0.871 | 0.94 | 0.918 | 0.034 | — | — | — | — | — | — | — | |
| InSPyReNet22Input Resolution=1024 x 1024 px2026.05 | 0.919 | — | 0.943 | 0.918 | 0.034 | 0.871 | — | — | — | — | — | — | |
| GenPercept24Input Resolution=1024 x 1024 px2026.05 | 0.89 | — | 0.939 | 0.893 | 0.039 | 0.84 | — | — | — | — | — | — | |
| FP-DISBackbone=ResNet-502024.04 | 0.868 | 0.811 | 0.922 | 0.871 | 0.049 | — | — | — | — | — | — | — | |
| FP-DIS23Input Resolution=1024 x 1024 px2026.05 | 0.868 | — | 0.922 | 0.871 | 0.049 | 0.811 | — | — | — | — | — | — | |
| UDUNBackbone=ResNet-502024.04 | 0.865 | 0.809 | 0.917 | 0.865 | 0.05 | — | — | — | — | — | — | — | |
| UDUN23Input Resolution=1024 x 1024 px2026.05 | 0.865 | — | 0.917 | 0.865 | 0.05 | 0.809 | — | — | — | — | — | — | |
| GCPANetBackbone=ResNet-502024.04 | 0.844 | 0.789 | 0.909 | 0.855 | 0.068 | — | — | — | — | — | — | — | |
| PGNetBackbone=Res2Net-502024.04 | 0.843 | 0.785 | 0.911 | 0.844 | 0.056 | — | — | — | — | — | — | — | |
| PFNetBackbone=ResNet-502024.04 | 0.835 | 0.771 | 0.901 | 0.847 | 0.062 | — | — | — | — | — | — | — | |
| IS-NetBackbone=ResNet-502024.04 | 0.83 | 0.758 | 0.883 | 0.836 | 0.064 | — | — | — | — | — | — | — | |
| IS-Net22Input Resolution=1024 x 1024 px2026.05 | 0.83 | — | 0.883 | 0.836 | 0.064 | 0.758 | — | — | — | — | — | — | |
| F³NetBackbone=ResNet-502024.04 | 0.824 | 0.762 | 0.892 | 0.841 | 0.063 | — | — | — | — | — | — | — | |
| ISDNetBackbone=ResNet-502024.04 | 0.817 | 0.747 | 0.893 | 0.834 | 0.065 | — | — | — | — | — | — | — | |
| IFABackbone=Swin-B + ResNet-502024.04 | 0.797 | 0.705 | 0.861 | 0.815 | 0.077 | — | — | — | — | — | — | — | |
| BSANetBackbone=ResNet-502024.04 | 0.783 | 0.66 | 0.84 | 0.814 | 0.09 | — | — | — | — | — | — | — | |
| AttU-NetResolution=512², Optimization=DDA loss2026.05 | — | 0.756 | — | — | — | — | 0.58 | 0.517 | 0.713 | 0.665 | 0.706 | 0.948 | |
| IS-NetResolution=1024 x 10242026.05 | — | 0.83 | — | — | — | — | — | — | — | — | — | — | |
| R2U-NetResolution=224², Optimization=DDA loss2026.05 | — | 0.708 | — | — | — | — | 0.498 | 0.423 | 0.639 | 0.572 | 0.639 | 0.819 | |
| SAMZero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 0.707 | — | — | — | — | 0.549 | 0.476 | 0.65 | 0.595 | 0.647 | 0.775 | |
| SAM2.0Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 0.725 | — | — | — | — | 0.586 | 0.508 | 0.684 | 0.628 | 0.656 | 0.797 | |
| SAM2.1Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 0.726 | — | — | — | — | 0.586 | 0.508 | 0.687 | 0.631 | 0.655 | 0.807 | |
| U-NetResolution=512², Optimization=DDA loss2026.05 | — | 0.721 | — | — | — | — | 0.539 | 0.479 | 0.682 | 0.631 | 0.67 | 0.935 | |
| U2-NetResolution=1024 x 10242026.05 | — | 0.813 | — | — | — | — | — | — | — | — | — | — | |
| U2-NetResolution=1024², Optimization=DDA loss2026.05 | — | 0.863 | — | — | — | — | 0.731 | 0.686 | 0.824 | 0.795 | 0.832 | 0.963 | |
| U2-Net + DDAResolution=1024 x 1024, Loss Function=DDA2026.05 | — | 0.863 | — | — | — | — | — | — | — | — | — | — | |
| UDUNResolution=1024 x 10242026.05 | — | 0.865 | — | — | — | — | — | — | — | — | — | — |