Dichotomous Image Segmentation on DIS5K TE2 (test)
0.894Fw_betaBiRefNet
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| BiRefNetResolution=1024x10242024.01 | 0.894 | 0.857 | 0.036 | 0.9 | 0.93 | 266 | — | — | — | |
| BiRefNet-SwinBBackbone=Swin-B, Resolution=1024x10242024.01 | 0.89 | 0.854 | 0.037 | 0.898 | 0.93 | 275 | — | — | — | |
| BiRefNet-PVTv2-B2Backbone=PVT-v2-B2, Resolution=1024x10242024.01 | 0.881 | 0.842 | 0.04 | 0.888 | 0.925 | 280 | — | — | — | |
| BiRefNet-SwinTBackbone=Swin-T, Resolution=1024x10242024.01 | 0.862 | 0.821 | 0.046 | 0.877 | 0.912 | 290 | — | — | — | |
| BiRefNetSetting=Zero-shot2026.05 | 0.857 | — | 0.036 | 0.9 | — | 266 | 89.4 | 93 | — | |
| UDUNResolution=1024x10242024.01 | 0.829 | 0.768 | 0.058 | 0.843 | 0.886 | 325 | — | — | — | |
| FP-DISResolution=1024x10242024.01 | 0.827 | 0.767 | 0.059 | 0.845 | 0.893 | 373 | — | — | — | |
| PGNetResolution=1024x10242024.01 | 0.807 | 0.743 | 0.065 | 0.833 | 0.88 | 375 | — | — | — | |
| IS-NetResolution=1024x10242024.01 | 0.799 | 0.728 | 0.07 | 0.823 | 0.858 | 340 | — | — | — | |
| ADDSetting=Zero-shot2026.05 | 0.777 | — | 0.065 | 0.846 | — | 505 | 82.5 | 89.1 | — | |
| U2NetResolution=1024x10242024.01 | 0.768 | 0.676 | 0.083 | 0.798 | 0.825 | 367 | — | — | — | |
| UDUNSetting=Zero-shot2026.05 | 0.768 | — | 0.058 | 0.843 | — | 325 | 82.9 | 88.6 | — | |
| FP-DISSetting=Zero-shot2026.05 | 0.767 | — | 0.059 | 0.845 | — | 373 | 82.7 | 89.3 | — | |
| HRNetResolution=1024x10242024.01 | 0.747 | 0.664 | 0.087 | 0.784 | 0.84 | 555 | — | — | — | |
| PGNetSetting=Zero-shot2026.05 | 0.743 | — | 0.065 | 0.833 | — | 375 | 80.7 | 88 | — | |
| BASNetResolution=1024x10242024.01 | 0.738 | 0.653 | 0.096 | 0.781 | 0.808 | 341 | — | — | — | |
| IS-NetSetting=Zero-shot2026.05 | 0.728 | — | 0.07 | 0.823 | — | 340 | 79.9 | 85.8 | — | |
| U2NetSetting=Zero-shot2026.05 | 0.676 | — | 0.083 | 0.798 | — | 367 | 76.8 | 82.5 | — | |
| HRNetSetting=Zero-shot2026.05 | 0.664 | — | 0.087 | 0.784 | — | 555 | 74.7 | 84 | — | |
| BASNetSetting=Zero-shot2026.05 | 0.653 | — | 0.096 | 0.781 | — | 341 | 73.8 | 80.8 | — | |
| IS-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | — | — | 79.9 | |
| U2-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | — | — | 76.8 | |
| U2-Net + DDAResolution=1024 x 1024, Loss Function=DDA2026.05 | — | — | — | — | — | — | — | — | 84 | |
| UDUNResolution=1024 x 10242026.05 | — | — | — | — | — | — | — | — | 82.9 |