Dichotomous Image Segmentation on DIS5K DIS-TE2 (test)
96.5FmaxFlowDIS
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=12026.05 | 96.5 | — | 97.6 | 95.8 | 1.3 | 94.4 | — | — | — | — | — | — | |
| FlowDISInput Resolution=1024 x 1024 px, Sampling steps=22026.05 | 96.5 | — | 97.8 | 95.8 | 1.2 | 94.7 | — | — | — | — | — | — | |
| MVANetBackbone=Swin-B2024.04 | 92.5 | 87.4 | 94.4 | 91.5 | 3 | — | — | — | — | — | — | — | |
| DiffDIS25Input Resolution=1024 x 1024 px2026.05 | 92.3 | — | 92.7 | 92.2 | 3.2 | 85.9 | — | — | — | — | — | — | |
| LawDIS25Input Resolution=1024 x 1024 px2026.05 | 92.1 | — | 94.7 | 92 | 3 | 88.8 | — | — | — | — | — | — | |
| PDFNet25Input Resolution=1024 x 1024 px2026.05 | 91.9 | — | 94.6 | 92.1 | 2.9 | 88.4 | — | — | — | — | — | — | |
| MVANet24Input Resolution=1024 x 1024 px2026.05 | 91.6 | — | 94.3 | 91.8 | 3 | 87.9 | — | — | — | — | — | — | |
| InSPyReNetBackbone=Swin-B2024.04 | 89.4 | 84.6 | 91.6 | 90.5 | 3.6 | — | — | — | — | — | — | — | |
| InSPyReNet22Input Resolution=1024 x 1024 px2026.05 | 89.4 | — | 92.8 | 90.5 | 3.6 | 84.6 | — | — | — | — | — | — | |
| BiRefNet24Input Resolution=1024 x 1024 px2026.05 | 89.3 | — | 93.1 | 90 | 3.6 | 85.8 | — | — | — | — | — | — | |
| GenPercept24Input Resolution=1024 x 1024 px2026.05 | 87.5 | — | 92.5 | 88.7 | 4 | 82.7 | — | — | — | — | — | — | |
| UDUNBackbone=ResNet-502024.04 | 82.9 | 76.8 | 88.6 | 84.3 | 5.8 | — | — | — | — | — | — | — | |
| UDUN23Input Resolution=1024 x 1024 px2026.05 | 82.9 | — | 88.6 | 84.3 | 5.8 | 76.8 | — | — | — | — | — | — | |
| FP-DISBackbone=ResNet-502024.04 | 82.7 | 76.7 | 89.3 | 84.5 | 5.9 | — | — | — | — | — | — | — | |
| FP-DIS23Input Resolution=1024 x 1024 px2026.05 | 82.7 | — | 89.3 | 84.5 | 5.9 | 76.7 | — | — | — | — | — | — | |
| PGNetBackbone=Res2Net-502024.04 | 80.7 | 74.3 | 88 | 83.3 | 6.5 | — | — | — | — | — | — | — | |
| GCPANetBackbone=ResNet-502024.04 | 79.9 | 74.1 | 87.4 | 83 | 6.8 | — | — | — | — | — | — | — | |
| IS-NetBackbone=ResNet-502024.04 | 79.9 | 72.8 | 85.8 | 82.3 | 7 | — | — | — | — | — | — | — | |
| IS-Net22Input Resolution=1024 x 1024 px2026.05 | 79.9 | — | 85.8 | 82.3 | 7 | 72.8 | — | — | — | — | — | — | |
| PFNetBackbone=ResNet-502024.04 | 79.6 | 72.9 | 86.6 | 82.1 | 7.3 | — | — | — | — | — | — | — | |
| F³NetBackbone=ResNet-502024.04 | 78.9 | 71.9 | 86 | 81.4 | 7.5 | — | — | — | — | — | — | — | |
| ISDNetBackbone=ResNet-502024.04 | 78.3 | 71.4 | 86.5 | 81.7 | 7.2 | — | — | — | — | — | — | — | |
| IFABackbone=Swin-B + ResNet-502024.04 | 75.8 | 66.6 | 83.5 | 79.3 | 8.5 | — | — | — | — | — | — | — | |
| BSANetBackbone=ResNet-502024.04 | 75.2 | 62.8 | 81.5 | 79.4 | 9.8 | — | — | — | — | — | — | — | |
| AttU-NetResolution=512², Optimization=DDA loss2026.05 | — | 73.1 | — | — | — | — | 54.2 | 48.7 | 67.5 | 63.1 | 68.5 | 94.1 | |
| R2U-NetResolution=224², Optimization=DDA loss2026.05 | — | 69.9 | — | — | — | — | 47.4 | 40.8 | 61.1 | 55.2 | 63.2 | 81.6 | |
| SAMZero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 77.9 | — | — | — | — | 62.9 | 56.7 | 72.2 | 68 | 72.3 | 81.7 | |
| SAM2.0Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 78.3 | — | — | — | — | 64.8 | 58.3 | 73.9 | 69.6 | 71.8 | 83.6 | |
| SAM2.1Zero-shot=true, Prompting=Tight Bounding Boxes2026.05 | — | 78.9 | — | — | — | — | 65.9 | 58.9 | 74.9 | 70.2 | 72 | 84.7 | |
| U-NetResolution=512², Optimization=DDA loss2026.05 | — | 70.2 | — | — | — | — | 50.7 | 45.7 | 64.9 | 60.7 | 65 | 93.3 | |
| U2-NetResolution=1024², Optimization=DDA loss2026.05 | — | 84 | — | — | — | — | 69.5 | 65.9 | 79 | 76.7 | 80.9 | 95.6 |