Semantic Segmentation on ACDC Fog
74.3mIoUDINOv2 + CD
Evaluation Results
| Method | Links | |
|---|---|---|
| DINOv2 + CDTrain. data=ACDC Fog2026.02 | 74.3 | |
| DINOv2 + CDTrain. data=CityScapes2026.02 | 72.1 | |
| CoDABackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 71.8 | |
| HRDABackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 69.9 | |
| DINOv2Train. data=CityScapes2026.02 | 69.9 | |
| ROSETTAtest-time adaptation=true2026.04 | 69.24 | |
| TENTtest-time adaptation=true2026.04 | 69.17 | |
| TENT + UniEnt+test-time adaptation=true2026.04 | 69.15 | |
| TENT + UniEnttest-time adaptation=true2026.04 | 69.13 | |
| MICBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 67 | |
| DINOv2Train. data=ACDC Fog2026.02 | 66.4 | |
| STABackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 60.2 | |
| SePiCoBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 58.5 | |
| CuDA-NetBackbone=DeepLab-v2, Scene Specificity=Scene-Specialized2024.03 | 55.6 | |
| DiffTPT + HisTPTModel Scale=Large2024.10 | 52.4 | |
| TPT + HisTPTModel Scale=Large2024.10 | 52.1 | |
| HisTPTModel Scale=Large2024.10 | 51.6 | |
| CoCoOp+CAKIBase Model=SEEM-Large2026.05 | 51.2 | |
| CoOp+CAKIBase Model=SEEM-Large2026.05 | 50.4 | |
| CoCoOpBase Model=SEEM-Large2026.05 | 49.7 | |
| CoOpBase Model=SEEM-Large2026.05 | 49.2 | |
| DiffTPTModel Scale=Large2024.10 | 49.1 | |
| DAFormerBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.03 | 48.9 | |
| TPTModel Scale=Large2024.10 | 48.7 | |
| SEEMModel Scale=Large2024.10 | 48.1 | |
| SEEM-Large2026.05 | 48.1 | |
| DiffTPT + HisTPTModel Scale=Tiny2024.10 | 37.6 | |
| TPT + HisTPTModel Scale=Tiny2024.10 | 37.2 | |
| CoOp+CAKIBase Model=SEEM-Tiny2026.05 | 37.1 | |
| HisTPTModel Scale=Tiny2024.10 | 36.8 | |
| CoCoOp+CAKIBase Model=SEEM-Tiny2026.05 | 36.5 | |
| CoOpBase Model=SEEM-Tiny2026.05 | 36.2 | |
| CoCoOpBase Model=SEEM-Tiny2026.05 | 36 | |
| DiffTPTModel Scale=Tiny2024.10 | 35.7 | |
| TPTModel Scale=Tiny2024.10 | 35.2 | |
| SEEMModel Scale=Tiny2024.10 | 34.6 | |
| SEEM-Tiny2026.05 | 34.6 |