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Image Classification on CIFAR-10 gamma=20, beta=4% long-tailed variant (test)

85.6Accuracy (%)ReMixMatch + Ours
76.03278.5168183.484Mar 3, 2026

Evaluation results

MethodLinks
ReMixMatch + OursBackbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0385.6
ReMixMatch + DARPBackbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0385.3
ReMixMatch + (CReST+PDA)Backbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0383.9
ReMixMatchBackbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0383.4
FixMatch + OursBackbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0380.4
FixMatch + DARPBackbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0379.1
FixMatchBackbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0378.2
FixMatch + (CReST+PDA)Backbone=WideResNet-28-2, imbalance ratio (gamma)=20, labeled data ratio (beta)=4%2026.0376.4