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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC 366 labeled images (Original protocol)

87.5mIoUSemiOVS (w/ SemiVL+)
60.66867.63474.681.566Jul 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.0787.5
SemiVL+Encoder=ViT-B/162025.0786
SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.6
SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.4
Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.0780.1
AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.0779.8
SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0779.6
PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.0779.6
SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0779.5
DDFPEncoder=R-101, Decoder=DeepLabV3+2025.0779.5
CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.0779.4
SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0778.9
UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.0778.8
DGCLEncoder=R-101, Decoder=DeepLabV3+2025.0778.7
LogicDiagEncoder=R-101, Decoder=DeepLabV3+2025.0777.9
PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.0777.5
CCVCEncoder=R-101, Decoder=DeepLabV3+2025.0777.4
PCREncoder=R-101, Decoder=DeepLabV3+2025.0777.2
Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.0776.4
AugSegEncoder=R-50, Decoder=DeepLabV3+2025.0776.2
UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.0776
NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.0775.8
GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.0775.6
PRCLEncoder=R-101, Decoder=DeepLabV3+2025.0775.2
U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.0775
U2PLEncoder=R-101, Decoder=DeepLabV3+2025.0773.7
FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.0773.2
ReCoEncoder=R-101, Decoder=DeepLabV3+2025.0773.1
CPCLEncoder=R-50, Decoder=DeepLabV3+2025.0772.1
CPSEncoder=R-101, Decoder=DeepLabV3+2025.0771.7
PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.0767.6
PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.0764.9
Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.0764.8
Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.0761.7