| Paper | Code | Detection AUROC | Detection F1-max | Detection AP | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|
| Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection | ✓ Link | 96.5 | 92.9 | 95.5 | Bayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot) | 2025-03-13 |
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | ✓ Link | 95.3 | 91.1 | 95.7 | Crane (CLIP ViT-L/14@336, zero-shot) | 2025-04-15 |
| DLVP-CLIP: Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual Prompting | 95.0 | DLVP-CLIP | 2026-06-03 | |||
| AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors | ✓ Link | 94.8 | 90.5 | AnomalyVFM (RADIOv2.5 ViT-L, synthetic-only zero-shot) | 2026-04-09 | |
| TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection | ✓ Link | 92.7 | 87.4 | 89.4 | Tipsomaly (TIPS-L/14 HR, Zero-shot) | 2026-02-03 |