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ResearchFormerly WizWand

Image Classification on ImageNet127

75.8AccuracySupervised
40.9650.00559.0568.095Feb 18, 2021Nov 22, 2021Aug 27, 2022Jun 1, 2023Mar 5, 2024Dec 8, 2024Sep 12, 2025
Updated 6mo ago

Evaluation results

MethodLinks
Supervisedlabeled_ratio=100%, Generation=Gen12021.0275.8
LoFT-OWBackbone=OpenCLIP, training iterations=100002025.0974.2
LoFTBackbone=OpenCLIP, training iterations=100002025.0973.9
CReST+labeled_ratio=10%, Generation=Gen3, baseline=FixMatch2021.0273.7
LoFTBackbone=CLIP, training iterations=100002025.0973.3
LoFT-OWBackbone=CLIP, training iterations=100002025.0973.1
PEFTBackbone=OpenCLIP, training iterations=100002025.0972.5
PEFTBackbone=CLIP, training iterations=100002025.0971.7
CReST+labeled_ratio=10%, Generation=Gen2, baseline=FixMatch2021.0270.7
FixMatch w/ DAlabeled_ratio=10%, t=0.5, Generation=Gen12021.0269.1
CReST+labeled_ratio=10%, Generation=Gen1, baseline=FixMatch2021.0268.3
FixMatch+CCLtraining iterations=2500002025.0967.8
CReSTlabeled_ratio=10%, Generation=Gen3, baseline=FixMatch2021.0267.7
CReSTlabeled_ratio=10%, Generation=Gen2, baseline=FixMatch2021.0267.6
FixMatchlabeled_ratio=10%, Generation=Gen12021.0265.8
CReSTlabeled_ratio=10%, Generation=Gen1, baseline=FixMatch2021.0265.8
FixMatch+ACR+BEMtraining iterations=2500002025.0963.9
FixMatch+ACRtraining iterations=2500002025.0963.6
FixMatch+BEMtraining iterations=2500002025.0958.2
Supervisedlabeled_ratio=10%, Generation=Gen12021.0246
FixMatchtraining iterations=2500002025.0942.3