Dichotomous Image Segmentation on DIS5K TE (1-4) (test)
89.6Fw_betaBiRefNet
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| BiRefNetResolution=1024x10242024.01 | 89.6 | 85.8 | 3.5 | 90.1 | 93.4 | 916 | — | — | |
| FCLMVenue=/2026.01 | 89.5 | 92.2 | 2.6 | 92 | 94.7 | 580 | — | — | |
| DiffDISVenue=NIPS242026.01 | 89.2 | 92.1 | 2.8 | 90.5 | 94.7 | — | — | — | |
| BiRefNet-SwinBBackbone=Swin-B, Resolution=1024x10242024.01 | 89.1 | 85.5 | 3.6 | 89.8 | 93.3 | 954 | — | — | |
| BiRefNet-PVTv2-B2Backbone=PVT-v2-B2, Resolution=1024x10242024.01 | 87.8 | 83.8 | 4.1 | 88.6 | 92.5 | 969 | — | — | |
| Pi-SAMVenue=MM242026.01 | 87.3 | 89 | 3.3 | 89.3 | 94.8 | 1,191 | — | — | |
| BiRefNet-SwinTBackbone=Swin-T, Resolution=1024x10242024.01 | 86.6 | 82.2 | 4.5 | 87.7 | 91.6 | 980 | — | — | |
| BiRefNetVenue=AIR242026.01 | 85.8 | 89.6 | 3.5 | 90.1 | 93.4 | 916 | — | — | |
| BiRefNet2026.05 | 85.8 | — | 3.5 | 90.1 | — | — | 89.6 | 93.4 | |
| BiRefNetSetting=Zero-shot2026.05 | 85.8 | — | 3.5 | 90.1 | — | 916 | 89.6 | 93.4 | |
| GerperceptVenue=ICLR252026.01 | 85.6 | 87.5 | 3.6 | 88.5 | 93.9 | 1,176 | — | — | |
| MVANetVenue=CVPR242026.01 | 85.5 | 91.6 | 3.5 | 90.5 | 93.8 | 790 | — | — | |
| FP-DISResolution=1024x10242024.01 | 83.1 | 77 | 4.7 | 84.7 | 89.5 | 1,165 | — | — | |
| UDUNResolution=1024x10242024.01 | 83.1 | 77.2 | 5.7 | 84.4 | 89.2 | 977 | — | — | |
| PGNetResolution=1024x10242024.01 | 80.9 | 74.6 | 6.3 | 83 | 88.5 | 1,173 | — | — | |
| HQ-SAMVenue=NIPS232026.01 | 80.4 | 83 | 61.8 | 83.5 | 90.2 | 1,299 | — | — | |
| IS-NetResolution=1024x10242024.01 | 79.9 | 72.6 | 7 | 81.9 | 85.8 | 1,016 | — | — | |
| FSANetVenue=TNNLS242026.01 | 79.4 | 84.1 | 5.2 | 85.7 | 90.3 | 973 | — | — | |
| MaskFactoryVenue=NIPS242026.01 | 77.3 | 83.9 | 6.9 | 85.9 | 90.7 | — | — | — | |
| UDUNVenue=MM232026.01 | 77.2 | 83.1 | 5.7 | 84.4 | 89.2 | 977 | — | — | |
| UDUNSetting=Zero-shot2026.05 | 77.2 | — | 5.7 | 84.4 | — | 977 | 83.1 | 89.2 | |
| U2NetResolution=1024x10242024.01 | 77.1 | 67.6 | 8.2 | 79.9 | 82.5 | 1,042 | — | — | |
| FP-DISVenue=IJCAI232026.01 | 77 | 83.1 | 5.7 | 84.7 | 89.5 | 1,164 | — | — | |
| FP-DIS2026.05 | 77 | — | 4.7 | 84.7 | — | — | 83.1 | 89.5 | |
| FP-DISSetting=Zero-shot2026.05 | 77 | — | 4.7 | 84.7 | — | 1,165 | 83.1 | 89.5 | |
| HitNetVenue=AAAI232026.01 | 76.7 | 81.5 | 5.7 | 83.6 | 89.4 | 1,001 | — | — | |
| PGNetVenue=CVPR222026.01 | 74.6 | 80.9 | 6.3 | 83 | 88.5 | — | — | — | |
| PGNet2026.05 | 74.6 | — | 6.3 | 83 | — | — | 80.9 | 88.5 | |
| PGNetSetting=Zero-shot2026.05 | 74.6 | — | 6.3 | 83 | — | 1,173 | 80.9 | 88.5 | |
| BASNetResolution=1024x10242024.01 | 74.4 | 66.4 | 9.2 | 78.6 | 81.4 | 1,007 | — | — | |
| LiWiEvaluation Protocol=Zero-shot2026.05 | 74.4 | — | 7.7 | 82.1 | — | — | 79.4 | 87.1 | |
| ADDSetting=Zero-shot2026.05 | 74.4 | — | 7.7 | 82.1 | — | 1,359 | 79.4 | 87.1 | |
| HRNetResolution=1024x10242024.01 | 74.3 | 65.8 | 8.7 | 78.1 | 84 | 1,432 | — | — | |
| IS-NetVenue=ECCV222026.01 | 72.6 | 79.9 | 7 | 81.9 | 85.8 | 1,016 | — | — | |
| IS-Net2026.05 | 72.6 | — | 7 | 81.9 | — | — | 79.9 | 85.8 | |
| IS-NetSetting=Zero-shot2026.05 | 72.6 | — | 7 | 81.9 | — | 1,016 | 79.9 | 85.8 | |
| U2Net2026.05 | 67.6 | — | 8.2 | 79.9 | — | — | 77.1 | 82.5 | |
| U2NetSetting=Zero-shot2026.05 | 67.6 | — | 8.2 | 79.9 | — | 1,042 | 77.1 | 82.5 | |
| BASNet2026.05 | 66.4 | — | 9.2 | 78.6 | — | — | 74.4 | 81.4 | |
| BASNetSetting=Zero-shot2026.05 | 66.4 | — | 9.2 | 78.6 | — | 1,007 | 74.4 | 81.4 | |
| HRNet2026.05 | 65.8 | — | 8.7 | 78.1 | — | — | 74.3 | 84 | |
| HRNetSetting=Zero-shot2026.05 | 65.8 | — | 8.7 | 78.1 | — | 1,432 | 74.3 | 84 | |
| IS-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | 79.9 | — | |
| U2-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | 77.1 | — | |
| U2-Net + DDAResolution=1024 x 1024, Loss Function=DDA2026.05 | — | — | — | — | — | — | 84 | — | |
| UDUNResolution=1024 x 10242026.05 | — | — | — | — | — | — | 83.1 | — |