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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC 183 labeled images (Original protocol)

87.3mIoUSemiOVS (w/ SemiVL+)
50.960.3569.879.25Jul 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.0787.3
SemiVL+Encoder=ViT-B/162025.0785.6
SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.5
SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.3
SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0779.1
SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0778.7
CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.0778.5
PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.0778.5
AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.0778.4
DDFPEncoder=R-101, Decoder=DeepLabV3+2025.0778
SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0777.8
Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.0777.7
UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.0777.2
DGCLEncoder=R-101, Decoder=DeepLabV3+2025.0777.1
LogicDiagEncoder=R-101, Decoder=DeepLabV3+2025.0776.7
PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.0775.4
PCREncoder=R-101, Decoder=DeepLabV3+2025.0774.7
Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.0774.5
CCVCEncoder=R-101, Decoder=DeepLabV3+2025.0774.4
U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.0773.4
GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.0773.2
UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.0772.5
NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.0772.4
AugSegEncoder=R-50, Decoder=DeepLabV3+2025.0772.2
PRCLEncoder=R-101, Decoder=DeepLabV3+2025.0772.2
ReCoEncoder=R-101, Decoder=DeepLabV3+2025.0772
FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.0770.3
U2PLEncoder=R-101, Decoder=DeepLabV3+2025.0769.2
CPSEncoder=R-101, Decoder=DeepLabV3+2025.0767.4
CPCLEncoder=R-50, Decoder=DeepLabV3+2025.0767
PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.0764.6
PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.0761.9
Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.0755.3
Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.0752.3