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ResearchFormerly WizWand

Unsupervised Object Discovery on VOC 2007 (train+val)

59.5CorLocFranca
35.47641.71347.9554.187Apr 5, 2019Apr 21, 2020May 9, 2021May 27, 2022Jun 13, 2023Jun 30, 2024Jul 18, 2025
Updated 6mo ago

Evaluation results

MethodLinks
FrancaARCH.=ViT-L/14, Protocol=TokenCuT2025.0759.5
DINOv2-RARCH.=ViT-L/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.0757.6
LOST2021.0954.9
FrancaARCH.=ViT-B/14, Protocol=TokenCuT2025.0753.2
DINOv2-RARCH.=ViT-B/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.0753
RADIOv2.5ARCH.=ViT-L/16, Protocol=TokenCuT2025.0751.3
rOSD2021.0949.3
LOD2021.0948
C-RADIOv3ARCH.=ViT-B/16, Protocol=TokenCuT2025.0747.3
Wei et al.2019.0446.9
RADIOv2.5ARCH.=ViT-B/16, Protocol=TokenCuT2025.0744.6
DDT+2021.0943.4
DINOv2ARCH.=ViT-B/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.0742.9
DINOv2ARCH.=ViT-L/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.0741.3
OSD2021.0940.7
Li et al.2019.0440
Our algorithmEnsemble Method (EM)=true, Continuous Optimization (CO)=true2019.0439.2
Our algorithmEnsemble Method (EM)=true, Continuous Optimization (CO)=false2019.0439
Our algorithmEnsemble Method (EM)=false, Continuous Optimization (CO)=true2019.0437.8
Cho et al.execution=our execution2019.0437.6
Cho et al.2019.0436.6
Our algorithmEnsemble Method (EM)=false, Continuous Optimization (CO)=false2019.0436.4