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ResearchFormerly WizWand

Semantic Segmentation on ACDC Fog

74.3mIoUDINOv2 + CD
33.01243.73154.4565.169Mar 26, 2024Aug 1, 2024Dec 8, 2024Apr 16, 2025Aug 22, 2025Dec 29, 2025May 7, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DINOv2 + CDTrain. data=ACDC Fog2026.0274.3
DINOv2 + CDTrain. data=CityScapes2026.0272.1
CoDABackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.0371.8
HRDABackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.0369.9
DINOv2Train. data=CityScapes2026.0269.9
ROSETTAtest-time adaptation=true2026.0469.24
TENTtest-time adaptation=true2026.0469.17
TENT + UniEnt+test-time adaptation=true2026.0469.15
TENT + UniEnttest-time adaptation=true2026.0469.13
MICBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.0367
DINOv2Train. data=ACDC Fog2026.0266.4
STABackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.0360.2
SePiCoBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.0358.5
CuDA-NetBackbone=DeepLab-v2, Scene Specificity=Scene-Specialized2024.0355.6
DiffTPT + HisTPTModel Scale=Large2024.1052.4
TPT + HisTPTModel Scale=Large2024.1052.1
HisTPTModel Scale=Large2024.1051.6
CoCoOp+CAKIBase Model=SEEM-Large2026.0551.2
CoOp+CAKIBase Model=SEEM-Large2026.0550.4
CoCoOpBase Model=SEEM-Large2026.0549.7
CoOpBase Model=SEEM-Large2026.0549.2
DiffTPTModel Scale=Large2024.1049.1
DAFormerBackbone=SegFormer, Scene Specificity=Scene-Agnostic2024.0348.9
TPTModel Scale=Large2024.1048.7
SEEMModel Scale=Large2024.1048.1
SEEM-Large2026.0548.1
DiffTPT + HisTPTModel Scale=Tiny2024.1037.6
TPT + HisTPTModel Scale=Tiny2024.1037.2
CoOp+CAKIBase Model=SEEM-Tiny2026.0537.1
HisTPTModel Scale=Tiny2024.1036.8
CoCoOp+CAKIBase Model=SEEM-Tiny2026.0536.5
CoOpBase Model=SEEM-Tiny2026.0536.2
CoCoOpBase Model=SEEM-Tiny2026.0536
DiffTPTModel Scale=Tiny2024.1035.7
TPTModel Scale=Tiny2024.1035.2
SEEMModel Scale=Tiny2024.1034.6
SEEM-Tiny2026.0534.6