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Semi-supervised Classification on ImageNet 10% labels

77.7Top-1 AccBYOL
71.4673.0874.776.32May 11, 2021Dec 5, 2021Jul 2, 2022Jan 27, 2023Aug 23, 2023Mar 19, 2024Oct 14, 2024

Evaluation results

MethodLinks
BYOLArch.=R200 (x2), Param.=250M, Repr.=40962021.0577.793.7
VICRegArch.=R200 (x2), Param.=250M, Repr.=40962021.0577.393.6
BYOLArch.=R50 (x4), Param.=375M, Repr.=81922021.0575.792.5
SimCLRArch.=R50 (x4), Param.=375M, Repr.=81922021.0574.492.6
UniMatch V2Labeled data ratio=10%2024.1074.391.7
SimMatchLabeled data ratio=10%2024.1074.191.5
VICRegArch.=R50 (x2), Param.=93M, Repr.=40962021.0573.991.8
CoMatchLabeled data ratio=10%2024.1073.691.6
BYOLArch.=R50 (x2), Param.=93M, Repr.=40962021.0573.591.7
SimCLRArch.=R50 (x2), Param.=93M, Repr.=40962021.0571.791.2