| Paper | Code | Segmentation AUROC | Segmentation F1-max | ModelName | ReleaseDate |
|---|---|---|---|---|---|
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | ✓ Link | 86.0 | 40.2 | Crane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot) | 2025-04-15 |
| AnomalyVFM -- Transforming Vision Foundation Models into Zero-Shot Anomaly Detectors | ✓ Link | 85.6 | 42.8 | AnomalyVFM (RADIOv2.5 ViT-L, synthetic-only zero-shot) | 2026-04-09 |
| TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection | ✓ Link | 84.6 | 41.3 | Tipsomaly (TIPS-L/14 HR, Zero-shot) | 2026-02-03 |
| AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP | ✓ Link | 84.0 | AA-CLIP | 2025-03-09 | |
| Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection | ✓ Link | 82.1 | Bayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot) | 2025-03-13 |