| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | ✓ Link | 96.3 | 96.7 | 93.7 | 97.0 | 86.8 | 61.1 | Crane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot) (extra data) | 2025-04-15 |
| TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection | ✓ Link | 95.0 | 96.7 | 91.4 | 95.5 | 84.7 | 56.2 | Tipsomaly (TIPS-L/14 HR, Zero-shot) (extra data) | 2026-02-03 |
| VisualAD: Language-Free Zero-Shot Anomaly Detection via Vision Transformer | ✓ Link | 94.9 | | 93.9 | 97.0 | 80.4 | 49.8 | VisualAD CLIP (zero-shot) (extra data) | 2026-03-09 |
| AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP | ✓ Link | 94.8 | | | | | | AA-CLIP | 2025-03-09 |
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | ✓ Link | 94.4 | 96.6 | 91.7 | 95.9 | 81.3 | 56.9 | Crane (CLIP ViT-L/14@336, zero-shot) (extra data) | 2025-04-15 |
| Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection | ✓ Link | 93.2 | 93.9 | 91.9 | 96.5 | 76.6 | | Bayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot) (extra data) | 2025-03-13 |
| From Attraction to Equilibrium: Physics-Inspired Semantic Gravitons for Zero-Shot Anomaly Detection | | 92.9 | 97.2 | | | | | SGNet | 2026-06-03 |
| DLVP-CLIP: Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual Prompting | | 92.6 | 93.4 | | | | | DLVP-CLIP | 2026-06-03 |
| Proximity-CLIP: Text-Guided Semantic Proximity Learning for Zero-Shot Anomaly Detection | | 92.3 | 97.0 | | | | | Proximity-CLIP (extra data) | 2026-09-08 |
| Robust Zero-shot Anomaly Detection under Limited Auxiliary Anomaly Priors | ✓ Link | 92.0 | 94.3 | | 90.4 | | | DIVE (extra data) | 2026-06-28 |
| AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection | ✓ Link | 88.6 | 92.1 | 88.2 | | | 51.7 | AdaCLIP (zero-shot) (extra data) | 2024-07-22 |