| DLVP-CLIP: Enhancing Fine-Grained Zero-Shot Anomaly Detection via Dynamic Local Visual Prompting | | 94.2 | 90.4 | DLVP-CLIP | 2026-06-03 |
| DeMuS: Learning Decoupled Matching and Scoring for Batch Zero-Shot Industrial Anomaly Detection | ✓ Link | 94.17 | | DeMuS (zero-shot) | 2026-09-08 |
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | ✓ Link | 93.9 | 91.2 | Crane+ (CLIP ViT-L/14@336 + DINOv2-B14, zero-shot) (extra data) | 2025-04-15 |
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | ✓ Link | 93.8 | 91.3 | Crane (CLIP ViT-L/14@336, zero-shot) (extra data) | 2025-04-15 |
| From Attraction to Equilibrium: Physics-Inspired Semantic Gravitons for Zero-Shot Anomaly Detection | | 93.5 | 92.8 | SGNet | 2026-06-03 |
| TIPS Over Tricks: Simple Prompts for Effective Zero-shot Anomaly Detection | ✓ Link | 93.4 | 90.9 | Tipsomaly (TIPS-L/14 HR, Zero-shot) (extra data) | 2026-02-03 |
| Bayesian Prompt Flow Learning for Zero-Shot Anomaly Detection | ✓ Link | 92.3 | 91.8 | Bayes-PFL (ViT-L/14@336, 518px, cross-domain zero-shot) (extra data) | 2025-03-13 |
| VisualAD: Language-Free Zero-Shot Anomaly Detection via Vision Transformer | ✓ Link | 92.2 | | VisualAD CLIP (zero-shot) (extra data) | 2026-03-09 |
| Proximity-CLIP: Text-Guided Semantic Proximity Learning for Zero-Shot Anomaly Detection | | 92.2 | 92.0 | Proximity-CLIP (extra data) | 2026-09-08 |
| VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation | ✓ Link | 92.1 | | VCP-CLIP (zero-shot) (extra data) | 2024-07-17 |
| AnomalyCLIP: Object-agnostic Prompt Learning for Zero-shot Anomaly Detection | ✓ Link | 91.5 | 91.1 | AnomalyCLIP (damaged prompt, zero-shot) (extra data) | 2023-10-29 |
| FiLo: Zero-Shot Anomaly Detection by Fine-Grained Description and High-Quality Localization | ✓ Link | 91.2 | 92.3 | FiLo (ViT-L/14@336, trained on VisA, zero-shot) (extra data) | 2024-04-21 |
| AA-CLIP: Enhancing Zero-Shot Anomaly Detection via Anomaly-Aware CLIP | ✓ Link | 90.5 | | AA-CLIP | 2025-03-09 |
| AdaCLIP: Adapting CLIP with Hybrid Learnable Prompts for Zero-Shot Anomaly Detection | ✓ Link | 89.6 | 90.3 | AdaCLIP (AnomalyCLIP protocol, zero-shot) (extra data) | 2024-07-22 |
| Robust Zero-shot Anomaly Detection under Limited Auxiliary Anomaly Priors | ✓ Link | 89.3 | 90.5 | DIVE (extra data) | 2026-06-28 |
| VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation | ✓ Link | | 92.4 | VCP-CLIP (Prompt 3, zero-shot) (extra data) | 2024-07-17 |
| VisualAD: Language-Free Zero-Shot Anomaly Detection via Vision Transformer | ✓ Link | | 91.3 | VisualAD DINOv2 (zero-shot) (extra data) | 2026-03-09 |