Dichotomous Image Segmentation on DIS5K TE1 (test)
3.7MBiRefNet
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BiRefNetResolution=1024x10242024.01 | 3.7 | 86 | 81.9 | 88.5 | 91.1 | 106 | — | — | — | — | — | — | |
| BiRefNetSetting=Zero-shot2026.05 | 3.7 | — | — | 88.5 | — | 106 | — | — | 86 | 81.9 | 91.1 | — | |
| BiRefNet-SwinBBackbone=Swin-B, Resolution=1024x10242024.01 | 3.8 | 85.7 | 81.9 | 88.4 | 91.2 | 110 | — | — | — | — | — | — | |
| BiRefNet-PVTv2-B2Backbone=PVT-v2-B2, Resolution=1024x10242024.01 | 4.2 | 83.9 | 79.6 | 87 | 90.3 | 111 | — | — | — | — | — | — | |
| BiRefNet-SwinTBackbone=Swin-T, Resolution=1024x10242024.01 | 4.8 | 82.3 | 77.4 | 85.5 | 88.7 | 117 | — | — | — | — | — | — | |
| UDUNResolution=1024x10242024.01 | 5.9 | 78.4 | 72 | 81.7 | 86.4 | 140 | — | — | — | — | — | — | |
| UDUNSetting=Zero-shot2026.05 | 5.9 | — | — | 81.7 | — | 140 | — | — | 78.4 | 72 | 86.4 | — | |
| FP-DISResolution=1024x10242024.01 | 6 | 78.4 | 71.3 | 82.1 | 86 | 160 | — | — | — | — | — | — | |
| FP-DISSetting=Zero-shot2026.05 | 6 | — | — | 82.1 | — | 160 | — | — | 78.4 | 71.3 | 86 | — | |
| ADDSetting=Zero-shot2026.05 | 6.4 | — | — | 83.6 | — | 204 | — | — | 81.2 | 75.5 | 88 | — | |
| PGNetResolution=1024x10242024.01 | 6.7 | 75.4 | 68 | 80 | 84.8 | 162 | — | — | — | — | — | — | |
| PGNetSetting=Zero-shot2026.05 | 6.7 | — | — | 80 | — | 162 | — | — | 75.4 | 68 | 84.8 | — | |
| IS-NetResolution=1024x10242024.01 | 7.4 | 74 | 66.2 | 78.7 | 82 | 149 | — | — | — | — | — | — | |
| IS-NetSetting=Zero-shot2026.05 | 7.4 | — | — | 78.7 | — | 149 | — | — | 74 | 66.2 | 82 | — | |
| U2NetResolution=1024x10242024.01 | 8.5 | 70.1 | 60.1 | 76.2 | 78.3 | 165 | — | — | — | — | — | — | |
| U2NetSetting=Zero-shot2026.05 | 8.5 | — | — | 76.2 | — | 165 | — | — | 70.1 | 60.1 | 78.3 | — | |
| HRNetResolution=1024x10242024.01 | 8.8 | 66.8 | 57.9 | 74.2 | 79.7 | 262 | — | — | — | — | — | — | |
| HRNetSetting=Zero-shot2026.05 | 8.8 | — | — | 74.2 | — | 262 | — | — | 66.8 | 57.9 | 79.7 | — | |
| BASNetResolution=1024x10242024.01 | 10.5 | 66.3 | 57.7 | 74.1 | 75.6 | 155 | — | — | — | — | — | — | |
| BASNetSetting=Zero-shot2026.05 | 10.5 | — | — | 74.1 | — | 155 | — | — | 66.3 | 57.7 | 75.6 | — | |
| HRNetRefinement=None2023.12 | — | — | — | — | — | — | 50.98 | 69.34 | — | — | — | — | |
| ICNetRefinement=None2023.12 | — | — | — | — | — | — | 46.22 | 67.19 | — | — | — | — | |
| IS-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | — | — | — | — | — | 74 | |
| ISNetRefinement=None2023.12 | — | — | — | — | — | — | 56.17 | 73.63 | — | — | — | — | |
| PFNetRefinement=None2023.12 | — | — | — | — | — | — | 46.97 | 65.13 | — | — | — | — | |
| PSPNetRefinement=None2023.12 | — | — | — | — | — | — | 47.57 | 64.45 | — | — | — | — | |
| SegRefiner + HRNetRefinement=SegRefiner, Base Model=HRNet2023.12 | — | — | — | — | — | — | 52.97 | 75.62 | — | — | — | — | |
| SegRefiner + ICNetRefinement=SegRefiner, Base Model=ICNet2023.12 | — | — | — | — | — | — | 49.74 | 75.01 | — | — | — | — | |
| SegRefiner + ISNetRefinement=SegRefiner, Base Model=ISNet2023.12 | — | — | — | — | — | — | 57 | 75.49 | — | — | — | — | |
| SegRefiner + PFNetRefinement=SegRefiner, Base Model=PFNet2023.12 | — | — | — | — | — | — | 49.01 | 74.67 | — | — | — | — | |
| SegRefiner + PSPNetRefinement=SegRefiner, Base Model=PSPNet2023.12 | — | — | — | — | — | — | 49.01 | 74.67 | — | — | — | — | |
| SegRefiner + U-NetRefinement=SegRefiner, Base Model=U-Net2023.12 | — | — | — | — | — | — | 47.05 | 74.97 | — | — | — | — | |
| U-NetRefinement=None2023.12 | — | — | — | — | — | — | 44.11 | 70.13 | — | — | — | — | |
| U2-NetResolution=1024 x 10242026.05 | — | — | — | — | — | — | — | — | — | — | — | 70.1 | |
| U2-Net + DDAResolution=1024 x 1024, Loss Function=DDA2026.05 | — | — | — | — | — | — | — | — | — | — | — | 79.6 | |
| UDUNResolution=1024 x 10242026.05 | — | — | — | — | — | — | — | — | — | — | — | 78.4 |