Dichotomous Image Segmentation on DIS5K DIS-TE4 (test)
0.946FmaxFlowDIS
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=22026.05 | 0.946 | — | 0.964 | 0.939 | 0.024 | 0.919 | — | — | — | — | — | — | |
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=12026.05 | 0.945 | — | 0.961 | 0.938 | 0.026 | 0.912 | — | — | — | — | — | — | |
| LawDIS25Input Resolution=1024 x 1024 px2026.05 | 0.922 | — | 0.952 | 0.915 | 0.034 | 0.884 | — | — | — | — | — | — | |
| DiffDIS25Input Resolution=1024 x 1024 px2026.05 | 0.915 | — | 0.91 | 0.911 | 0.045 | 0.835 | — | — | — | — | — | — | |
| MVANet24Input Resolution=1024 x 1024 px2026.05 | 0.912 | — | 0.939 | 0.908 | 0.038 | 0.865 | — | — | — | — | — | — | |
| MVANetBackbone=Swin-B2024.04 | 0.911 | 0.857 | 0.944 | 0.903 | 0.041 | — | — | — | — | — | — | — | |
| PDFNet25Input Resolution=1024 x 1024 px2026.05 | 0.91 | — | 0.941 | 0.909 | 0.038 | 0.867 | — | — | — | — | — | — | |
| InSPyReNetBackbone=Swin-B2024.04 | 0.905 | 0.848 | 0.936 | 0.905 | 0.042 | — | — | — | — | — | — | — | |
| InSPyReNet22Input Resolution=1024 x 1024 px2026.05 | 0.905 | — | 0.928 | 0.905 | 0.042 | 0.848 | — | — | — | — | — | — | |
| BiRefNet24Input Resolution=1024 x 1024 px2026.05 | 0.904 | — | 0.941 | 0.9 | 0.039 | 0.865 | — | — | — | — | — | — | |
| GenPercept24Input Resolution=1024 x 1024 px2026.05 | 0.861 | — | 0.918 | 0.869 | 0.055 | 0.801 | — | — | — | — | — | — | |
| FP-DISBackbone=ResNet-502024.04 | 0.846 | 0.788 | 0.906 | 0.852 | 0.061 | — | — | — | — | — | — | — | |
| UDUNBackbone=ResNet-502024.04 | 0.846 | 0.792 | 0.901 | 0.849 | 0.059 | — | — | — | — | — | — | — | |
| FP-DIS23Input Resolution=1024 x 1024 px2026.05 | 0.846 | — | 0.906 | 0.852 | 0.061 | 0.788 | — | — | — | — | — | — | |
| UDUN23Input Resolution=1024 x 1024 px2026.05 | 0.846 | — | 0.901 | 0.849 | 0.059 | 0.792 | — | — | — | — | — | — | |
| GCPANetBackbone=ResNet-502024.04 | 0.831 | 0.776 | 0.898 | 0.841 | 0.064 | — | — | — | — | — | — | — | |
| PGNetBackbone=Res2Net-502024.04 | 0.831 | 0.774 | 0.899 | 0.841 | 0.065 | — | — | — | — | — | — | — | |
| IS-NetBackbone=ResNet-502024.04 | 0.827 | 0.753 | 0.87 | 0.83 | 0.072 | — | — | — | — | — | — | — | |
| IS-Net22Input Resolution=1024 x 1024 px2026.05 | 0.827 | — | 0.87 | 0.83 | 0.072 | 0.753 | — | — | — | — | — | — | |
| PFNetBackbone=ResNet-502024.04 | 0.816 | 0.755 | 0.885 | 0.831 | 0.072 | — | — | — | — | — | — | — | |
| F³NetBackbone=ResNet-502024.04 | 0.815 | 0.753 | 0.883 | 0.826 | 0.07 | — | — | — | — | — | — | — | |
| ISDNetBackbone=ResNet-502024.04 | 0.794 | 0.725 | 0.873 | 0.815 | 0.079 | — | — | — | — | — | — | — | |
| IFABackbone=Swin-B + ResNet-502024.04 | 0.79 | 0.7 | 0.847 | 0.811 | 0.085 | — | — | — | — | — | — | — | |
| BSANetBackbone=ResNet-502024.04 | 0.757 | 0.64 | 0.815 | 0.794 | 0.107 | — | — | — | — | — | — | — | |
| AttU-NetResolution=512², Optimization=DDA loss2026.05 | — | 0.758 | — | — | — | — | 0.585 | 0.54 | 0.718 | 0.685 | 0.722 | 0.94 | |
| R2U-NetResolution=224², Optimization=DDA loss2026.05 | — | 0.707 | — | — | — | — | 0.508 | 0.435 | 0.649 | 0.585 | 0.656 | 0.825 | |
| SAMZero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 0.637 | — | — | — | — | 0.505 | 0.397 | 0.618 | 0.526 | 0.578 | 0.77 | |
| SAM2.0Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 0.653 | — | — | — | — | 0.528 | 0.429 | 0.642 | 0.559 | 0.596 | 0.787 | |
| SAM2.1Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 0.66 | — | — | — | — | 0.536 | 0.429 | 0.652 | 0.562 | 0.597 | 0.799 | |
| U-NetResolution=512², Optimization=DDA loss2026.05 | — | 0.739 | — | — | — | — | 0.564 | 0.511 | 0.704 | 0.661 | 0.704 | 0.935 | |
| U2-NetResolution=1024², Optimization=DDA loss2026.05 | — | 0.862 | — | — | — | — | 0.724 | 0.692 | 0.817 | 0.798 | 0.844 | 0.96 |