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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC 1/16 labeled 2012 (train)

86.3mIoUUniMatch V2
43.45254.57665.776.824Oct 14, 2024Dec 22, 2024Mar 2, 2025May 11, 2025Jul 20, 2025Sep 28, 2025Dec 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
UniMatch V2Encoder=DINOv2-B, #Params=97.5M2024.1086.3
SemiVLVenue=ECCV’24, Encoder=CLIP-B, #Params=88.0M2024.1084
UniMatch + ECOCSegBackbone=ResNet-101, Training Resolution=5132025.1279.2
UniMatch V2Encoder=DINOv2-S, #Params=24.8M2024.1079
RankMatchBackbone=ResNet-101, Training Resolution=5132025.1278.9
DAWBackbone=ResNet-101, Training Resolution=5132025.1278.5
UniMatch + ECOCSegBackbone=ResNet-101, Training Resolution=3212025.1278.1
UniMatchBackbone=ResNet-101, Training Resolution=5132025.1278.1
UniMatch V1Venue=CVPR’23, Encoder=CLIP-B, #Params=88.0M2024.1077.9
BeyondPixelsVenue=ECCV’24, Encoder=RN-101, #Params=59.5M2024.1077.3
ST++ + ECOCSegBackbone=ResNet-101, Training Resolution=3212025.1277.1
UniMatch + ECOCSegBackbone=ResNet-50, Training Resolution=5132025.1277.1
Labeled Only (86.5)Encoder=DINOv2-B2024.1076.9
RankMatchBackbone=ResNet-50, Training Resolution=5132025.1276.6
UniMatchBackbone=ResNet-101, Training Resolution=3212025.1276.5
CorrMatchVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.1076.4
UniMatch + ECOCSegBackbone=ResNet-50, Training Resolution=3212025.1276.4
DAWBackbone=ResNet-50, Training Resolution=5132025.1276.2
AllSparkVenue=CVPR’24, Encoder=MiT-B5, #Params=89.3M2024.1076.1
Fixmatch + ECOCSegBackbone=ResNet-101, Training Resolution=5132025.1276
UniMatchBackbone=ResNet-50, Training Resolution=5132025.1275.8
Diverse CoTVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.1075.7
PS-MTBackbone=ResNet-101, Training Resolution=5132025.1275.5
UniMatch V1Venue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.1075.2
DDFPVenue=CVPR’24, Encoder=RN-101, #Params=59.5M2024.1075
DAWVenue=NeurIPS’23, Encoder=RN-101, #Params=59.5M2024.1074.8
ST++Backbone=ResNet-101, Training Resolution=3212025.1274.5
UniMatchBackbone=ResNet-50, Training Resolution=3212025.1274.5
U2PLBackbone=ResNet-101, Training Resolution=5132025.1274.4
FixmatchBackbone=ResNet-101, Training Resolution=5132025.1274.3
Fixmatch + ECOCSegBackbone=ResNet-50, Training Resolution=5132025.1274.3
ST++ + ECOCSegBackbone=ResNet-50, Training Resolution=3212025.1274
LogicDiagVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.1073.3
PS-MTBackbone=ResNet-50, Training Resolution=5132025.1272.8
ST++Backbone=ResNet-50, Training Resolution=3212025.1272.6
CACBackbone=ResNet-101, Training Resolution=3212025.1272.4
U2PLBackbone=ResNet-50, Training Resolution=5132025.1272
AugSegVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.1071.1
ESLVenue=ICCV’23, Encoder=RN-101, #Params=59.5M2024.1071
FixmatchBackbone=ResNet-50, Training Resolution=5132025.1270.6
PCRVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.1070.1
CACBackbone=ResNet-50, Training Resolution=3212025.1270.1
GTA-SegVenue=NeurIPS’22, Encoder=RN-101, #Params=59.5M2024.1070
iMASVenue=CVPR’23, Encoder=RN-101, #Params=59.5M2024.1068.8
U2PLVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.1068
Sup-onlyBackbone=ResNet-101, Training Resolution=5132025.1267.5
Labeled Only (85.0)Encoder=DINOv2-S2024.1067
PS-MTVenue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.1065.8
Sup-onlyBackbone=ResNet-101, Training Resolution=3212025.1265.6
ST++Venue=CVPR’22, Encoder=RN-101, #Params=59.5M2024.1065.2
Sup-onlyBackbone=ResNet-50, Training Resolution=5132025.1262.4
Sup-onlyBackbone=ResNet-50, Training Resolution=3212025.1261.2
Labeled OnlyEncoder=RN-101, #Params=59.5M2024.1045.1