| Dinomaly2: A Unified Framework for Unsupervised Image Anomaly Detection | ✓ Link | 99.9 | 98.6 | 70.3 | Dinomaly2-L | 2025-10-20 |
| Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection | ✓ Link | 99.8 | 98.5 | | Dinomaly-Large | 2024-05-23 |
| Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection | ✓ Link | 99.8 | 98.6 | | INP-Former-Large | 2025-03-04 |
| Exploring Intrinsic Normal Prototypes within a Single Image for Universal Anomaly Detection | ✓ Link | 99.7 | 98.5 | | INP-Former-Base | 2025-03-04 |
| Fast Dynamic Prototypes for Unsupervised Anomaly Detection and Localization | | 99.7 | 98.4 | 79.1 | FDP (DINOv3-small + ResNet-18, 512px, prototype bank 8192) | 2026-09-08 |
| Dinomaly: The Less Is More Philosophy in Multi-Class Unsupervised Anomaly Detection | ✓ Link | 99.6 | 98.4 | | Dinomaly-Base | 2024-05-23 |
| Self-Navigated Residual Mamba for Universal Industrial Anomaly Detection | | 99.4 | 99.1 | | SNARM (T=105) | 2025-08-03 |
| SwinAD: Multi-stage feature reconstruction for unsupervised industrial anomaly detection | | 99.4 | | | SwinAD | 2026-07-16 |
| A Unified Latent Schrodinger Bridge Diffusion Model for Unsupervised Anomaly Detection and Localization | ✓ Link | 99.14 | 98.66 | | LASB | 2025-06-11 |
| Self-Navigated Residual Mamba for Universal Industrial Anomaly Detection | | 99.1 | 98.9 | | SNARM (T=104) | 2025-08-03 |
| Learning Unified Reference Representation for Unsupervised Multi-class Anomaly Detection | ✓ Link | 98.6 | 98.5 | | RLR | 2024-03-18 |
| MambaAD: Exploring State Space Models for Multi-class Unsupervised Anomaly Detection | ✓ Link | 98.6 | 97.7 | | MambaAD | 2024-04-09 |
| ReFP-AD: Rectified Flow Preconditioning for Energy-Based Anomaly Detection | ✓ Link | 98.6 | 97.9 | | ReFP-AD | 2026-08-03 |
| Hierarchical Gaussian Mixture Normalizing Flow Modeling for Unified Anomaly Detection | ✓ Link | 98.4 | 97.9 | | HGAD | 2024-03-20 |
| Prior Normality Prompt Transformer for Multi-class Industrial Image Anomaly Detection | | 98.3 | 98.1 | | PNPT | 2024-06-17 |
| Center-aware Residual Anomaly Synthesis for Multi-class Industrial Anomaly Detection | ✓ Link | 98.3 | 98.0 | | CRAS | 2025-05-23 |
| Hierarchical Vector Quantized Transformer for Multi-class Unsupervised Anomaly Detection | ✓ Link | 98.0 | 97.3 | | HVQ-Trans | 2023-10-22 |
| OmniAL: A Unified CNN Framework for Unsupervised Anomaly Localization | | 97.2 | 98.3 | | OminAL | 2023-01-01 |
| DiAD: A Diffusion-based Framework for Multi-class Anomaly Detection | ✓ Link | 97.2 | 96.8 | | DiAD | 2023-12-11 |
| A Unified Model for Multi-class Anomaly Detection | ✓ Link | 96.5 | 96.8 | | UniAD | 2022-06-08 |
| HLRAD: High-dimensional Latent Representation for Unified Anomaly Detection | | | 98.6 | 71.3 | HLRAD | 2026-09-08 |