Metric: ROC AUC (higher is better)
| # | Model↕ | ROC AUC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | GAN-based Anomaly Detection in Imbalance Problems | 99.7 | Yes | - | - | - |
| 2 | IGD (pre-trained ImageNet) | 99.27 | Yes | Deep One-Class Classification via Interpolated G... | 2021-01-25 | Code |
| 3 | IGD (scratch) | 98.69 | Yes | Deep One-Class Classification via Interpolated G... | 2021-01-25 | Code |
| 4 | DASVDD | 97.7 | Yes | DASVDD: Deep Autoencoding Support Vector Data De... | 2021-06-09 | Code |
| 5 | LIS-AE | 97.68 | Yes | Latent-Insensitive autoencoders for Anomaly Dete... | 2021-10-25 | - |
| 6 | P-KDGAN | 97.25 | Yes | P-KDGAN: Progressive Knowledge Distillation with... | 2020-07-14 | - |