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 44 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MVTec-AD Texture Categories (leave-one-domain-out)

0.991Carpet Score

7

Feb 26, 2026

NIH clearer (test)

94.6AUC

7

Feb 26, 2026

MIMII DCASE2020 Challenge (test)

97.28AUC

7

Feb 26, 2026

Magnetic Tile Defects (MTD) (test)

0.977AUROC

7

Feb 26, 2026

Appearance-Motion Correspondence CNN

79.8Average Precision

7

Feb 26, 2026

Traffic-Belleview (test)

Appearance-Motion Correspondence CNN

83AP

7

Feb 26, 2026

94.6I-AUC

6

Jul 8, 2026

Real-IAD (test)

93.2I-AUROC

6

Jul 7, 2026

MVTec-AD (test)

99.8I-AUROC

6

Jul 7, 2026

96I-AUROC

6

Jul 3, 2026

MVTec-AD (test)

100I-AUROC

6

Jul 3, 2026

SISS + Selective Diffusion Unlearning

0.83Anomaly Score

6

Jul 1, 2026

87.4I-AUROC

6

Jun 23, 2026

Isolation Forest

4.6Wall-Clock Runtime (s)

6

Jun 15, 2026

Isolation Forest

0.06Runtime (s)

6

Jun 15, 2026

Isolation Forest

0.74Runtime (s)

6

Jun 15, 2026

Isolation Forest

6.3Wall-clock Runtime (s)

6

Jun 15, 2026

Isolation Forest

0.18Wall-Clock Runtime (s)

6

Jun 15, 2026

83.7AUC

6

Jun 15, 2026

Bot-IoT (leave-family-out)

Borgioli et al.

96Precision

6

Jun 11, 2026

Central Park 2024 (test)

Illumination-Invariant Anomaly Detection framework

0.933AUC

6

Jun 9, 2026

Weighted Hamming LID

99.8ROC AUC

6

Jun 2, 2026

Weighted Hamming LID

98.5ROC-AUC

6

Jun 2, 2026

HVCM SCL subsystem

92.8Accuracy

6

Jun 1, 2026

HVCM CCL subsystem

92.5Accuracy

6

Jun 1, 2026

Page 44 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

Follow for updates

Join SOTA2 Contact