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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC Priority protocol 1/8 labeled ratio

87.8mIoUUniMatchV2-S + PrevMatch
74.48877.94481.484.856May 31, 2024Aug 5, 2024Oct 11, 2024Dec 16, 2024Feb 21, 2025Apr 28, 2025Jul 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
UniMatchV2-S + PrevMatchEncoder=DINOv2-S2024.0587.8
UniMatchV2-SEncoder=DINOv2-S2024.0587.3
SemiOVS (w/ UniMatch)Encoder=R-1012025.0782.4
SemiOVS (w/ PrevMatch)Encoder=R-1012025.0782.3
AllSparkEncoder=MiT-B52025.0782
AllSparkEncoder=MiT-B52024.0582
CorrMatchEncoder=R-1012025.0781.9
UniMatchEncoder=R-1012025.0781.9
PrevMatchEncoder=R-1012025.0781.9
CorrMatchEncoder=RN-1012024.0581.9
UniMatchEncoder=RN-1012024.0581.9
UniMatch + PrevMatchEncoder=RN-1012024.0581.9
AugSegEncoder=R-1012025.0781.5
Dual TeacherEncoder=R-1012025.0781.5
Dual TeacherEncoder=RN-1012024.0581.5
U2PL+Encoder=RN-1012024.0579.4
U2PLEncoder=R-1012025.0779
U2PLEncoder=RN-1012024.0579
FixMatch + PrevMatchEncoder=RN-502024.0577.6
FixMatchEncoder=RN-502024.0576.5
Supervised BaselineEncoder=R-1012025.0775