Dichotomous Image Segmentation on DIS5K TE4 (test)
90.4Fw_betaBiRefNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BiRefNetResolution=1024x10242024.01 | 90.4 | 86.4 | 3.9 | 90 | 93.9 | 2,723 | — | — | |
| BiRefNet-SwinBBackbone=Swin-B, Resolution=1024x10242024.01 | 89.9 | 86 | 4 | 89.5 | 93.8 | 2,836 | — | — | |
| BiRefNet-PVTv2-B2Backbone=PVT-v2-B2, Resolution=1024x10242024.01 | 89 | 84.6 | 4.5 | 88.6 | 92.9 | 2,871 | — | — | |
| BiRefNet-SwinTBackbone=Swin-T, Resolution=1024x10242024.01 | 88 | 83.4 | 4.9 | 87.8 | 92.5 | 2,888 | — | — | |
| BiRefNetSetting=Zero-shot2026.05 | 86.4 | — | 3.9 | 90 | — | 2,723 | 90.4 | 93.9 | |
| FP-DISResolution=1024x10242024.01 | 84.6 | 78.8 | 6.1 | 85.2 | 90.6 | 3,347 | — | — | |
| UDUNResolution=1024x10242024.01 | 84.6 | 79.2 | 5.9 | 84.9 | 90.1 | 2,785 | — | — | |
| PGNetResolution=1024x10242024.01 | 83.1 | 77.4 | 6.5 | 84.1 | 89.9 | 3,361 | — | — | |
| IS-NetResolution=1024x10242024.01 | 82.7 | 75.3 | 7.2 | 83 | 87 | 2,888 | — | — | |
| U2NetResolution=1024x10242024.01 | 80 | 70.7 | 8.5 | 81.4 | 83.7 | 2,898 | — | — | |
| UDUNSetting=Zero-shot2026.05 | 79.2 | — | 5.9 | 84.9 | — | 2,785 | 84.6 | 90.1 | |
| FP-DISSetting=Zero-shot2026.05 | 78.8 | — | 6.1 | 85.2 | — | 3,347 | 84.6 | 90.6 | |
| BASNetResolution=1024x10242024.01 | 78.5 | 71.3 | 8.7 | 80.6 | 84.4 | 2,852 | — | — | |
| PGNetSetting=Zero-shot2026.05 | 77.4 | — | 6.5 | 84.1 | — | 3,361 | 83.1 | 89.9 | |
| HRNetResolution=1024x10242024.01 | 77.2 | 68.7 | 9.2 | 79.2 | 85.4 | 3,864 | — | — | |
| IS-NetSetting=Zero-shot2026.05 | 75.3 | — | 7.2 | 83 | — | 2,888 | 82.7 | 87 | |
| BASNetSetting=Zero-shot2026.05 | 71.3 | — | 8.7 | 80.6 | — | 2,852 | 78.5 | 84.4 | |
| U2NetSetting=Zero-shot2026.05 | 70.7 | — | 8.5 | 81.4 | — | 2,898 | 80 | 83.7 | |
| HRNetSetting=Zero-shot2026.05 | 68.7 | — | 9.2 | 79.2 | — | 3,864 | 77.2 | 85.4 | |
| ADDSetting=Zero-shot2026.05 | 68.5 | — | 10.8 | 76.7 | — | 3,700 | 72.7 | 82.2 | |
| IS-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | 82.7 | — | |
| U2-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | 80 | — | |
| U2-Net + DDAResolution=1024 x 1024, Loss Function=DDA2026.05 | — | — | — | — | — | — | 86.2 | — | |
| UDUNResolution=1024 x 10242026.05 | — | — | — | — | — | — | 84.6 | — |