Dichotomous Image Segmentation on DIS5K TE3 (test)
92.5Fw_betaBiRefNet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BiRefNetResolution=1024x10242024.01 | 92.5 | 89.3 | 2.8 | 91.9 | 95.5 | 569 | — | |
| BiRefNet-SwinBBackbone=Swin-B, Resolution=1024x10242024.01 | 91.9 | 88.6 | 3 | 91.5 | 95.3 | 597 | — | |
| BiRefNet-PVTv2-B2Backbone=PVT-v2-B2, Resolution=1024x10242024.01 | 90.3 | 86.6 | 3.6 | 90.1 | 94.1 | 614 | — | |
| BiRefNet-SwinTBackbone=Swin-T, Resolution=1024x10242024.01 | 89.9 | 86 | 3.6 | 89.7 | 94.2 | 627 | — | |
| BiRefNetSetting=Zero-shot2026.05 | 89.3 | — | 2.8 | 91.9 | 95.5 | 569 | 92.5 | |
| FP-DISResolution=1024x10242024.01 | 86.8 | 81.1 | 4.9 | 87.1 | 92.2 | 780 | — | |
| UDUNResolution=1024x10242024.01 | 86.5 | 80.9 | 5 | 86.5 | 91.7 | 658 | — | |
| PGNetResolution=1024x10242024.01 | 84.3 | 78.5 | 5.6 | 84.4 | 91.1 | 797 | — | |
| IS-NetResolution=1024x10242024.01 | 83 | 75.8 | 6.4 | 83.6 | 88.3 | 687 | — | |
| U2NetResolution=1024x10242024.01 | 81.3 | 72.1 | 7.3 | 82.3 | 85.6 | 738 | — | |
| FP-DISSetting=Zero-shot2026.05 | 81.1 | — | 4.9 | 87.1 | 92.2 | 780 | 86.8 | |
| UDUNSetting=Zero-shot2026.05 | 80.9 | — | 5 | 86.5 | 91.7 | 658 | 86.5 | |
| BASNetResolution=1024x10242024.01 | 79 | 71.4 | 8 | 81.6 | 84.8 | 681 | — | |
| PGNetSetting=Zero-shot2026.05 | 78.5 | — | 5.6 | 84.4 | 91.1 | 797 | 84.3 | |
| HRNetResolution=1024x10242024.01 | 78.4 | 70 | 8 | 80.5 | 86.9 | 1,049 | — | |
| ADDSetting=Zero-shot2026.05 | 76 | — | 6.8 | 83.3 | 88.7 | 1,026 | 80.9 | |
| IS-NetSetting=Zero-shot2026.05 | 75.8 | — | 6.4 | 83.6 | 88.3 | 687 | 83 | |
| U2NetSetting=Zero-shot2026.05 | 72.1 | — | 7.3 | 82.3 | 85.6 | 738 | 81.3 | |
| BASNetSetting=Zero-shot2026.05 | 71.4 | — | 8 | 81.6 | 84.8 | 681 | 79 | |
| HRNetSetting=Zero-shot2026.05 | 70 | — | 8 | 80.5 | 86.9 | 1,049 | 78.4 |