Datasets › Domain-independent anomalies datasets
Domain-independent anomalies datasets (Domain-independent anomalies datasets (adaptions of the MVTec Anomaly Detection dataset))
An adaption of the MVTec Anomaly Detection dataset, presented in the paper "Domain-independent detection of known anomalies".
There are three different datasets, each covering one specific anomaly type: color, cut and hole. The datasets can be used to evaluate approaches on the hybrid task of detecting known anomalies across different, previously unseen objects: All object types except one are used for training. During testing, the images of the remaining object type should be classified on whether they contain an anomaly.
Note: the authors are not affiliated with MVTec
Benchmarks archive 2025-07-28
All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Domain-independent anomalies datasets | Spatial Embedding MLP (ViT-B/8) F1-score 85 | Domain-independent detection of known anomalies | Jonas1302/anomalib | 2 | Compare |
Papers archive 2025-07-28
1 shown of 1 paper with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 1. The Syntology column is from Syntology's graph (read 2026-09-25), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Domain-independent detection of known anomalies | 1 | 2 | 3 Jul 2024 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- Domain-independent anomalies datasets
1 variant name, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections