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Anomaly Detection research benchmarks – Page 34 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

94.8AUROC

9

May 6, 2026

97.8AUROC

9

Jun 15, 2026

94.8AUC (Micro)

9

Apr 1, 2026

42.33BLEU

9

Mar 27, 2026

97.8AUC

9

Mar 26, 2026

VisA Multi-Class

0.98I-ROC

9

Mar 19, 2026

MVTec 3D-AD Setting 4: 6-1 with 4 steps

78.6I-AUROC

9

Mar 4, 2026

MVTec 3D-AD Setting 3: 6-4 with 1 step

82.4I-AUROC

9

Mar 4, 2026

MVTec 3D-AD Setting 2: 9-1 with 1 step

87.5I-AUROC

9

Mar 4, 2026

MVTec 3D-AD Setting 1: 10-0 with 0 step

91I-AUROC

9

Mar 4, 2026

Eyecandies 6-1 with 4 steps setting 4

69.4I-AUROC

9

Mar 4, 2026

Eyecandies 6-4 with 1 step, setting 3

67.8I-AUROC

9

Mar 4, 2026

Eyecandies 9-1 with 1 step, setting 2

76.7I-AUROC

9

Mar 4, 2026

Eyecandies 10-0 with 0 step, setting 1

80.6I-AUROC

9

Mar 4, 2026

85.67F1PA

9

Feb 26, 2026

0.915F1PA

9

Feb 26, 2026

41.74F10 Score

9

Feb 26, 2026

0.972AUROC

9

Feb 26, 2026

0.985AUROC

9

Feb 26, 2026

94.84AUROC

9

Feb 26, 2026

92.46AUROC

9

Feb 26, 2026

98.14AUROC

9

Feb 26, 2026

87.44AUROC

9

Feb 26, 2026

97.24AUROC

9

Feb 26, 2026

0.985AUROC

9

Feb 26, 2026

Page 34 of 62

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