Metric: AUC (higher is better)
| # | Model↕ | AUC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | CCD | 0.972 | No | Constrained Contrastive Distribution Learning fo... | 2021-03-05 | Code |
| 2 | IGD | 0.939 | No | Deep One-Class Classification via Interpolated G... | 2021-01-25 | Code |
| 3 | PANDA | 0.937 | No | PANDA: Adapting Pretrained Features for Anomaly ... | 2020-10-12 | Code |
| 4 | PaDiM | 0.923 | No | PaDiM: a Patch Distribution Modeling Framework f... | 2020-11-17 | Code |
| 5 | F-Anogan | 0.907 | No | - | - | Code |
| 6 | OCGAN | 0.813 | No | OCGAN: One-class Novelty Detection Using GANs wi... | 2019-03-20 | - |