Unsupervised Anomaly Detection with Specified Settings -- 1% anomaly 벤치마크
Unsupervised Anomaly Detection with Specified Settings -- 1% anomaly on Cats and Dogs
AUC-ROC
- 2008-12-15 — IF: AUC-ROC 0.878
- 2019-03-30 — RSRAE: AUC-ROC 0.981
| Rank | Model | AUC-ROC | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | RSRAE | 0.981 | Robust Subspace Recovery Layer for Unsupervised Anomaly Detection | dmzou/RSRAE · marrrcin/rsrlayer-pytorch | 2019 |
| 2 | LVAD | 0.978 | Locally varying distance transform for unsupervised visual anomaly detection | wen-yan-lin/LVAD-Locally-Varying-Anomaly-Detection | 2022 |
| 3 | IF | 0.878 | Isolation forest | 2008 | |
| 4 | Deep Unsup. | 0.862 | Deep unsupervised anomaly detection | 2021 | |
| 5 | DAGMM | 0.710 | Deep Autoencoding Gaussian Mixture Model for Unsupervised Anomaly Detection | danieltan07/dagmm · RomainSabathe/dagmm | 2018 |