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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC Original protocol 732 labeled images

87.9mIoUSemiOVS (w/ SemiVL+)
65.85271.57677.383.024Jul 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.0787.9
SemiVL+Encoder=ViT-B/162025.0786.7
SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.8
SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.7
DDFPEncoder=R-101, Decoder=DeepLabV3+2025.0781.2
Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.0780.9
AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.0780.8
CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.0780.6
PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.0780.4
SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0780.1
SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0780
UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.0779.9
LogicDiagEncoder=R-101, Decoder=DeepLabV3+2025.0779.4
DGCLEncoder=R-101, Decoder=DeepLabV3+2025.0779.2
SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0779.1
CCVCEncoder=R-101, Decoder=DeepLabV3+2025.0779.1
PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.0778.6
PCREncoder=R-101, Decoder=DeepLabV3+2025.0778.5
GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.0778.4
Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.0777.7
AugSegEncoder=R-50, Decoder=DeepLabV3+2025.0777.4
NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.0777.4
UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.0777.4
U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.0777.1
FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.0776.8
U2PLEncoder=R-101, Decoder=DeepLabV3+2025.0776.2
PRCLEncoder=R-101, Decoder=DeepLabV3+2025.0776.2
CPSEncoder=R-101, Decoder=DeepLabV3+2025.0775.9
ReCoEncoder=R-101, Decoder=DeepLabV3+2025.0774.7
CPCLEncoder=R-50, Decoder=DeepLabV3+2025.0774.3
PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.0770.9
PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.0770.4
Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.0769.7
Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.0766.7