Project AURIONAI Use-Cases Research & Innovation
MVTec Software GmbH

MVTec AD

Unsupervised anomaly detection and localization, 5,000+ images, 15 categories; CC BY-NC-SA 4.0

industrialsaturated
1scores
1models
0independent
0maintainer-run
1vendor-reported

Definition

Version
not in the notes
Category
industrial
Maintainer
MVTec Software GmbH
Status
saturated
Home page
https://www.mvtec.com/company/research/datasets/mvtec-ad

Sources

  1. MVTec AD | Industrial Anomaly Detection Dataset - MVTec Software mvtec.com https://www.mvtec.com/company/research/datasets/mvtec-ad
  2. arxiv.org/pdf/2510.17611 https://arxiv.org/pdf/2510.17611

Scores

1 of 1 scores shown mvtec-ad-scores.csv
ModelScoreWho ran itSettingView or populationDateSource
Tsinghua UniversityDinomaly299.9 AUROCvendor-reportedDinomaly2-L, multi-class unified, image AUROC–24 Oct 2025arxiv.org
Where this comes from
Scores from different settings, harnesses or dates are not directly comparable; the row says which. Sorted by score, highest first, as a reading aid, not a ranking.

To cite this page: Project AURION, AI Use-Cases Research & Innovation, "MVTec AD", https://aurion.semai.id/benchmarks/mvtec-ad/, records of October 2026.