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Papers Benchmarks Datasets Tasks

One-class classification research benchmarks · SOTA2 Research

One-class classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Contrastive (DA)

92.5AUC

28

Feb 26, 2026

Contrastive (DA)

85.6AUC

24

Feb 26, 2026

Contrastive (DA)

0.896AUC

15

Feb 26, 2026

SD200 (30 heldout classes)

0.792mAUC

12

Feb 26, 2026

Rotation Prediction

95.8AUC

12

Feb 26, 2026

CIFAR-100 (test)

Contrastive (DA)

86.5AUC

12

Feb 26, 2026

Rotation prediction

95.8AUC

5

Feb 26, 2026

Contrastive (DA)

86.5AUC

4

Feb 26, 2026

Physionet (test)

71.3AUC

2

Feb 26, 2026

Popular datasets

CIFAR-100 F-MNIST CIFAR CelebA Physionet

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