Metric: AUROC (higher is better)
| # | Model↕ | AUROC▼ | Augmentations | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | MiniMaxAD-fr | 86.1 | No | MiniMaxAD: A Lightweight Autoencoder for Feature... | 2024-05-16 | Code |
| 2 | PatchCore-100% | 85.5 | No | Towards Total Recall in Industrial Anomaly Detec... | 2021-06-15 | Code |
| 3 | PatchCore-1% | 81.4 | No | Towards Total Recall in Industrial Anomaly Detec... | 2021-06-15 | Code |
| 4 | SimpleNet | 75.3 | No | SimpleNet: A Simple Network for Image Anomaly De... | 2023-03-27 | Code |
| 5 | CFLOW-AD | 71.2 | No | CFLOW-AD: Real-Time Unsupervised Anomaly Detecti... | 2021-07-27 | Code |
| 6 | NSA | 67.3 | No | Natural Synthetic Anomalies for Self-Supervised ... | 2021-09-30 | Code |
| 7 | RD4AD | 66.5 | No | Anomaly Detection via Reverse Distillation from ... | 2022-01-26 | Code |
| 8 | DRAEM | 65.9 | No | DRAEM -- A discriminatively trained reconstructi... | 2021-08-17 | Code |
| 9 | SPADE | 64.1 | No | Sub-Image Anomaly Detection with Deep Pyramid Co... | 2020-05-05 | Code |
| 10 | f-AnoGAN | 62.8 | No | - | - | Code |
| 11 | CutPaste | 60.2 | No | CutPaste: Self-Supervised Learning for Anomaly D... | 2021-04-08 | Code |