| Paper | Code | Detection AUROC | Segmentation AUROC | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| SubspaceAD: Training-Free Few-Shot Anomaly Detection via Subspace Modeling | 93.4 | 98.2 | SubspaceAD (DINOv2-G, 672) | 2026-04-05 | |
| Anomaly as Non-Conformity via Training-Free Graph Laplacian Energy Minimization | 92.7 | 98.7 | ANoCo (1-shot) | 2026-05-27 | |
| Defect Cue-Preserved Structural Feature Refinement for Few-Shot Anomaly Detection | 92.0 | 98.2 | DCP-SFR | 2026-06-03 | |
| AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 | ✓ Link | 87.4 | 97.8 | AnomalyDINO-S (672) | 2024-05-23 |
| PromptAD: Learning Prompts with only Normal Samples for Few-Shot Anomaly Detection | ✓ Link | 86.9 | 96.7 | PromptAD | 2024-04-08 |
| FastRef: Fast Prototype Refinement for Few-shot Industrial Anomaly Detection | 83.9 | 95.8 | WinCLIP+ | 2025-06-26 |