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Papers Benchmarks Datasets Tasks

Mislabel Detection research benchmarks · SOTA2 Research

Mislabel Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

CIFAR-100 50% symmetric noise (test)

0.984AUROC

22

Mar 16, 2026

0.971AUROC

17

May 21, 2026

0.853AUROC

17

May 21, 2026

0.97AUROC

17

May 21, 2026

95.2AUROC

17

May 21, 2026

95.9AUROC

17

May 21, 2026

90.5AUROC

17

May 21, 2026

0.943AUROC

17

May 21, 2026

Weak Reference Labels Mislabels + subjective

4PL Δℓi (proposed)

76.2AP

9

Jun 1, 2026

Weak Reference Labels Mislabels

4PL Δℓi (proposed)

84.3AP

9

Jun 1, 2026

0.724AUROC

5

May 6, 2026

98.2AUROC

3

May 6, 2026

Popular datasets

Weak Reference Labels CIFAR-100 MNIST wind 2Dplanes

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