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ResearchFormerly WizWand

Semantic Segmentation on Pascal VOC Original protocol 1464 labeled images

88mIoUSemiOVS (w/ SemiVL+)
70.3274.9179.584.09Feb 11, 2023Jul 6, 2023Nov 29, 2023Apr 23, 2024Sep 15, 2024Feb 8, 2025Jul 4, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SemiOVS (w/ SemiVL+)Encoder=ViT-B/162025.0788
SemiVL+Encoder=ViT-B/162025.0787.3
JML-SSLBackbone=DL3+-R1012023.0282.27
AllSparkEncoder=MiT-B5, Decoder=DeepLabV3+2025.0782.1
Diverse Co-T.Encoder=R-101, Decoder=DeepLabV3+2025.0782
DDFPEncoder=R-101, Decoder=DeepLabV3+2025.0782
iMASBackbone=DL3+-R1012023.0282
SemiOVS (w/ PrevMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.9
CorrMatchEncoder=R-101, Decoder=DeepLabV3+2025.0781.8
SemiOVS (w/ UniMatch)Encoder=R-101, Decoder=DeepLabV3+2025.0781.8
DGCLEncoder=R-101, Decoder=DeepLabV3+2025.0781.6
PrevMatchEncoder=R-101, Decoder=DeepLabV3+2025.0781.6
AugSegBackbone=DL3+-R1012023.0281.36
UniMatchEncoder=R-101, Decoder=DeepLabV3+2025.0781.2
UniMatchBackbone=DL3+-R1012023.0281.2
PCREncoder=R-101, Decoder=DeepLabV3+2025.0780.7
GTA-SegEncoder=R-101, Decoder=DeepLabV3+2025.0780.5
CCVCEncoder=R-101, Decoder=DeepLabV3+2025.0780.5
SemiOVS (w/ UniMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0780.2
SemiOVS (w/ PrevMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0780.2
SemiOVS (w/ FixMatch)Encoder=R-50, Decoder=DeepLabV3+2025.0779.5
U2PLEncoder=R-101, Decoder=DeepLabV3+2025.0779.5
U2PL+Encoder=R-101, Decoder=DeepLabV3+2025.0779.5
U2PLBackbone=DL3+-R1012023.0279.49
PrevMatchEncoder=R-50, Decoder=DeepLabV3+2025.0779.3
AugSegEncoder=R-50, Decoder=DeepLabV3+2025.0778.8
UniMatchEncoder=R-50, Decoder=DeepLabV3+2025.0778.7
PRCLEncoder=R-101, Decoder=DeepLabV3+2025.0778.3
Dual TeacherEncoder=R-50, Decoder=DeepLabV3+2025.0778.2
FixMatchEncoder=R-50, Decoder=DeepLabV3+2025.0777.8
NP-SemiSegEncoder=R-50, Decoder=DeepLabV3+2025.0777.4
SuperviseBackbone=DL3+-R1012023.0274.97
Supervised BaselineEncoder=R-101, Decoder=DeepLabV3+2025.0773.5
Supervised BaselineEncoder=R-50, Decoder=DeepLabV3+2025.0772.9
PC2SegEncoder=R-50, Decoder=DeepLabV3+2025.0772.3
PseudoSegEncoder=R-50, Decoder=DeepLabV3+2025.0771