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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC Original protocol 92 labeled images

87mIoUSemiOVS (w/ SemiVL+)
30.94445.49760.0574.603Nov 30, 2022May 6, 2023Oct 11, 2023Mar 17, 2024Aug 22, 2024Jan 27, 2025Jul 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.0787
SemiVL+Encoder=ViT-B/162025.0784
SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0780.5
SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0780.4
SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0778.2
SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0778.2
PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.0777
JML-SSLBackbone=DL3+-R1012023.0276.43
SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0776.4
CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.0776.4
AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.0776.1
Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.0775.7
UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.0775.2
UniMatchBackbone=DL3+-R1012023.0275.2
DDFPEncoder=R-101, Decoder=DeepLabV3+2025.0775
PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.0773.4
LogicDiagEncoder=R-101, Decoder=DeepLabV3+2025.0773.3
UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.0771.9
AugSegBackbone=DL3+-R1012023.0271.09
Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.0770.8
DGCLEncoder=R-101, Decoder=DeepLabV3+2025.0770.5
CCVCEncoder=R-101, Decoder=DeepLabV3+2025.0770.2
PRCLEncoder=R-101, Decoder=DeepLabV3+2025.0770.2
PCREncoder=R-101, Decoder=DeepLabV3+2025.0770.1
GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.0770
iMASBackbone=DL3+-R1012023.0270
U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.0769.3
U2PLEncoder=R-101, Decoder=DeepLabV3+2025.0768
U2PLBackbone=DL3+-R1012023.0267.98
NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.0765.8
ReCoEncoder=R-101, Decoder=DeepLabV3+2025.0764.8
AugSegEncoder=R-50, Decoder=DeepLabV3+2025.0764.2
CPSEncoder=R-101, Decoder=DeepLabV3+2025.0764.1
FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.0763.8
CPCLEncoder=R-50, Decoder=DeepLabV3+2025.0761.9
CPCLNetwork=ResNet-502022.1161.88
PseudoSegNetwork=ResNet-1012022.1157.6
PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.0756.9
CutMix-SegNetwork=ResNet-1012022.1155.58
PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.0754.9
MTNetwork=ResNet-1012022.1148.7
GCTNetwork=ResNet-1012022.1146.04
Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.0745.1
Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.0744
SuperviseBackbone=DL3+-R1012023.0243.92
AdvSemSegNetwork=ResNet-1012022.1139.69
VATNetwork=ResNet-1012022.1136.92
CCTNetwork=ResNet-502022.1133.1