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ResearchFormerly WizWand

Single-object discovery on PASCAL VOC 2007 (trainval)

71.4CorLocTokenCut
16.69630.89845.159.302Sep 29, 2021Oct 23, 2021Nov 17, 2021Dec 11, 2021Jan 5, 2022Jan 29, 2022Feb 23, 2022
Updated 8mo ago

Evaluation results

MethodLinks
TokenCutInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=true2022.0271.4
TokenCutInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=false2022.0268.8
LOSTClass-Agnostic Detector (+CAD)=true2021.0965.7
LOSTInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=true2022.0265.7
LOST2021.0961.9
LOSTInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=false2022.0261.9
rOSDClass-Agnostic Detector (+CAD)=true2021.0958.3
rOSDInter-image Simi.=true, CAD=true2022.0258.3
LODClass-Agnostic Detector (+CAD)=true2021.0956.3
LODInter-image Simi.=true, CAD=true2022.0256.3
rOSD2021.0954.5
rOSDInter-image Simi.=true, CAD=false2022.0254.5
LOD2021.0953.6
LODInter-image Simi.=true, CAD=false2022.0253.6
DDT+2021.0950.2
DDT+Inter-image Simi.=true, CAD=false2022.0250.2
Zhang et al.2021.0946.2
Zhange et al.Inter-image Simi.=true, CAD=false2022.0246.2
DINO-segBackbone=ViT-S/162021.0945.8
DINO-segInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=false2022.0245.8
Kim et al.2021.0943.9
Kim et al.Inter-image Simi.=true, CAD=false2022.0243.9
EdgeBoxes2021.0931.1
EdgeBoxesInter-image Simi.=false, CAD=false2022.0231.1
Selective Search2021.0918.8
Selective SearchInter-image Simi.=false, CAD=false2022.0218.8