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ResearchFormerly WizWand

Semantic Segmentation on PASCAL VOC 2012 (train)

100mIoUFull supervision
45.9259.967488.04Mar 31, 2021Feb 5, 2022Dec 14, 2022Oct 21, 2023Aug 28, 2024Jul 5, 2025May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Full supervisionAnnotations=Pixel-wise2026.05100
Logic-Guided SAMAnnotations=Boxes, Scribbles2026.0594.5
Logic-Guided SAMAnnotations=Scribbles2026.0593.8
Logic-Guided SAMAnnotations=Boxes2026.0591.7
Jiang et al.Annotations=Boxes2026.0591.5
Box2TagBackAnnotations=Boxes2026.0590.2
Jiang et al.Annotations=Scribbles2026.0589.7
Sun et al.Annotations=ILT2026.0588.3
DHRAnnotations=ILT2026.0583.9
FMA-WSSSAnnotations=ILT2026.0580.4
VPLAnnotations=ILT, Language2026.0580.1
SemPLeSAnnotations=ILT2026.0578.4
WeCLIPSup.=I+L2024.0678.2
Text2MaskPost-processing=dCRF, Inference iterations=10 times2023.0976.1
CLIP-ESPub.=CVPR'23, Sup.=I+L2024.0675
CLIP-ESPost-processing=dCRF2023.0975
CLIP-ESAnnotations=ILT, Language2026.0575
Text2MaskPost-processing=dCRF, Inference iterations=1 time2023.0974.4
Text2MaskPost-processing=Initial, Inference iterations=10 times2023.0974.2
Text2MaskPost-processing=Initial, Inference iterations=1 time2023.0972.7
ACRPub.=CVPR'23, Sup.=I2024.0672.3
OODPost-processing=RW2023.0972.1
Jiang et al.Annotations=Points2026.0571.7
EPSRefinement strategy=AffinityNet [2], Pixel selection strategy=Use all pixels2021.0571.6
EPSRefinement strategy=CRF [26], Pixel selection strategy=Use all pixels2021.0571.4
CLIP-ESPost-processing=Initial2023.0970.8
RIBPub.=NeurIPS'21, Sup.=I2024.0670.6
RIBPost-processing=RW2023.0970.6
CLIMSPub.=CVPR'22, Sup.=I+L2024.0670.5
CLIMSPost-processing=RW2023.0970.5
SLRNetCRF=true2022.0370.3
EPSRefinement strategy=None, Pixel selection strategy=Use all pixels2021.0569.4
MCTformerPub.=CVPR'22, Sup.=I2024.0669.1
MCTPost-processing=RW2023.0969.1
WSGCN-IAffinity Source=IRNet2021.0368
AdvCAMPost-processing=RW2023.0968
SLRNetCRF=false2022.0367.1
M&LPost-processing=RW2023.0967
SingleStage2021.0366.9
1-StageCRF=true2022.0366.9
IRNet2021.0366.5
IRNPost-processing=RW2023.0966.3
OODPost-processing=dCRF2023.0965.5
MCTPost-processing=dCRF2023.0964.5
InferCamRefinement Strategy=CAM + RW2021.1064.2
WSGCN-PAffinity Source=PSA2021.0364
SEAM2021.0363.6
SEAMRefinement strategy=AffinityNet [2], Pixel selection strategy=Use all pixels2021.0563.6
SEAMPost-processing=RW2023.0963.6
SC-CAM2021.0363.4
SC-CAMRefinement Strategy=CAM + RW2021.1063.4
SCE+RWCRF=false2022.0363.4
SC-CAMPost-processing=RW2023.0963.4
RIBPost-processing=dCRF2023.0962.9
SGANRefinement strategy=None, Pixel selection strategy=Low-confident pixels ignored2021.0562.8
CLIMSPost-processing=dCRF2023.0962.4
ICDRefinement strategy=CRF [26], Pixel selection strategy=Low-confident pixels ignored2021.0562.2
AdvCAMPost-processing=dCRF2023.0962.1
Mixup-CAMRefinement Strategy=CAM + RW2021.1061.9
Jiang et al.Annotations=ILT2026.0561.9
1-StageCRF=false2022.0361.7
MCTPost-processing=Initial2023.0961.7
ICDRefinement strategy=None, Pixel selection strategy=Low-confident pixels ignored2021.0559.9
PSA2021.0359.7
CAM+RWCRF=false2022.0359.7
OODPost-processing=Initial2023.0959.1
CAMRefinement strategy=AffinityNet [2], Pixel selection strategy=Use all pixels2021.0558.1
BaselineRefinement Strategy=CAM + RW2021.1058.1
SEAMRefinement strategy=CRF [26], Pixel selection strategy=Use all pixels2021.0556.8
SEAMCRF=false2022.0356.8
SEAMPost-processing=dCRF2023.0956.8
CLIMSPost-processing=Initial2023.0956.6
RIBPost-processing=Initial2023.0956.5
AdvCAMPost-processing=Initial2023.0955.6
SEAMRefinement strategy=None, Pixel selection strategy=Use all pixels2021.0555.4
SEAMPost-processing=Initial2023.0955.4
SC-CAMPost-processing=dCRF2023.0955.3
IRNPost-processing=dCRF2023.0954.3
InferCamRefinement Strategy=CAM2021.1052.2
SC-CAMRefinement Strategy=CAM2021.1050.9
SCECRF=false2022.0350.9
SC-CAMPost-processing=Initial2023.0950.9
Mixup-CAMRefinement Strategy=CAM2021.1050.1
M&LPost-processing=Initial2023.0949.6
IRNPost-processing=Initial2023.0948.8
CAMRefinement strategy=None, Pixel selection strategy=Use all pixels2021.0548
BaselineRefinement Strategy=CAM2021.1048
CAMCRF=false2022.0348