Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Anomaly Detection research benchmarks – Page 58 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Driving Anomaly Dataset (Proxy Evaluation)

88Score (Normal Set)

3

Feb 26, 2026

Anomaly-IntraVariance 1.0 (test)

0.703O-AUROC (Group 1 Avg)

3

Feb 26, 2026

99.7Image-level AUC

3

Feb 26, 2026

Avg (MVTec-AD, MPDD, VisA, PCB-Bank) (test)

95.3I-AUROC

3

Feb 26, 2026

PCB-Bank (test)

94.2I-AUROC

3

Feb 26, 2026

65.82FPR@95TPR

3

Feb 26, 2026

MPDD k=8 (test)

69.7Bracket Black Score

3

Feb 26, 2026

MPDD k=4 (test)

63.8AUC (bracket black)

3

Feb 26, 2026

MPDD k=2 (test)

63.3Bracket Black

3

Feb 26, 2026

Metal_nut (test)

99Bent Score

3

Feb 26, 2026

88.6Color

3

Feb 26, 2026

80AUC

3

Feb 26, 2026

0.92AUC

3

Feb 26, 2026

CIFAR-10 (In-Distribution) vs CIFAR-10-C (OOD-2) (test)

BigGAN + Jigsaw NDA

0.63Avg AUROC

3

Feb 26, 2026

CIFAR-10 (In-Distribution) vs OOD-1 (Out-of-Distribution suite) (test)

0.7AUROC (DTD)

3

Feb 26, 2026

CIFAR100 coarse-grained (test)

0.893ROC AUC

3

Feb 26, 2026

Amazon Video (test)

83.16AUROC

2

Jun 30, 2026

YelpReviews (test)

89.47AUROC

2

Jun 30, 2026

NSL-KDD Binary full

96.94F1 Score

2

Jun 29, 2026

NSL-KDD Binary (test)

84.78F1 Score

2

Jun 29, 2026

NSL-KDD Binary (train)

99.73F1 Score

2

Jun 29, 2026

Real-World Industrial IoT (30-day field deployment)

23Anomalies Detected Count

2

Jun 11, 2026

Industrial Datasets

WaveInterferenceNet

2Search Time

2

Jun 5, 2026

0.839AUROC

2

Jun 4, 2026

87.02AUROC

2

Jun 4, 2026

Page 58 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

Follow for updates

Join SOTA2 Contact