| AA-CLIP: Enhancing Zero-shot Anomaly Detection via Anomaly-Aware CLIP | Mar 9, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 3 |
| DualAnoDiff: Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation | Aug 24, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 |
| Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM | Jun 18, 2024 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 |
| ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation | Jan 23, 2024 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 2 |
| 2nd Place Winning Solution for the CVPR2023 Visual Anomaly and Novelty Detection Challenge: Multimodal Prompting for Data-centric Anomaly Detection | Jun 15, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 |
| Segment Any Anomaly without Training via Hybrid Prompt Regularization | May 18, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 |
| A Unified Model for Multi-class Anomaly Detection | Jun 8, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 |
| PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies | Jun 10, 2025 | Adversarial RobustnessAnomaly Detection | CodeCode Available | 1 |
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | Apr 15, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series | Feb 11, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
