| Paper | Code | Detection AUROC | Segmentation AUROC | Detection F1-max | Segmentation F1-max | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|
| Dinomaly2: A Unified Framework for Unsupervised Image Anomaly Detection | ✓ Link | 99.3 | 99.2 | 97.2 | 57.1 | Dinomaly2-L | 2025-10-20 |
| HLRAD: High-dimensional Latent Representation for Unified Anomaly Detection | 99.0 | 96.6 | 57.5 | HLRAD | 2026-09-08 | ||
| Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection | ✓ Link | 98.9 | 96.4 | Dinomaly ViT-Base (20k iterations) | 2024-05-23 | ||
| ReFP-AD: Rectified Flow Preconditioning for Energy-Based Anomaly Detection | ✓ Link | 97.3 | 99.0 | ReFP-AD | 2026-08-03 | ||
| MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection | ✓ Link | 94.3 | 98.5 | 89.4 | 44.0 | MambaAD | 2024-04-09 |
| A Unified Latent Schrodinger Bridge Diffusion Model for Unsupervised Anomaly Detection and Localization | ✓ Link | 94.2 | 98.18 | LASB | 2025-06-11 | ||
| Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection | ✓ Link | 99.10 | 57.33 | Dinomaly ViT-Large | 2024-05-23 |