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Image Classification on ImageNet-1K 0.2% labels 1.0

69.6Top-1 AccDebiasPL w/ CLIP (multi-views)
38.81646.80854.862.792Jan 5, 2022

Evaluation results

MethodLinks
DebiasPL w/ CLIP (multi-views)B.S.=768, epochs=50, Pre-train=true2022.0169.688.4
DebiasPL w/ CLIPB.S.=384, epochs=50, Pre-train=true2022.0168.288.2
DebiasPL (multi-views)B.S.=768, epochs=200, Pre-train=true2022.0152.373.5
DebiasPL (multi-views)B.S.=768, epochs=50, Pre-train=true2022.0151.673.3
DebiasPL w/ FixMatchB.S.=384, epochs=50, Pre-train=true2022.0147.969.6
FixMatch w/ EMANB.S.=384, epochs=50, Pre-train=true2022.0143.664.6
CLIP (few-shot)B.S.=256, epochs=50, Pre-train=true2022.0140—