| AA-CLIP: Enhancing Zero-shot Anomaly Detection via Anomaly-Aware CLIP | Mar 9, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 3 |
| 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 |
| Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM | Jun 18, 2024 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 |
| DualAnoDiff: Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation | Aug 24, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 |
| Localizing Anomalies from Weakly-Labeled Videos | Aug 20, 2020 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| Looking at the whole picture: constrained unsupervised anomaly segmentation | Sep 1, 2021 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization | Feb 17, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| AnoViT: Unsupervised Anomaly Detection and Localization with Vision Transformer-based Encoder-Decoder | Mar 21, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| Bootstrap Fine-Grained Vision-Language Alignment for Unified Zero-Shot Anomaly Localization | Aug 30, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| Iterative energy-based projection on a normal data manifold for anomaly localization | Feb 10, 2020 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization | Jun 9, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| DRAEM - A Discriminatively Trained Reconstruction Embedding for Surface Anomaly Detection | Jan 1, 2021 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection | Mar 28, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| AnomalyHop: An SSL-based Image Anomaly Localization Method | May 8, 2021 | Anomaly LocalizationBenchmarking | CodeCode Available | 1 |
| Blind Localization and Clustering of Anomalies in Textures | Apr 18, 2024 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| Anomaly localization by modeling perceptual features | Aug 12, 2020 | Anomaly DetectionAnomaly Localization | 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 |
| DSR -- A dual subspace re-projection network for surface anomaly detection | Aug 2, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| Consistency-based Self-supervised Learning for Temporal Anomaly Localization | Aug 10, 2022 | Anomaly Detection In Surveillance VideosAnomaly Localization | CodeCode Available | 1 |
| Coupled Laplacian Eigenmaps for Locally-Aware 3D Rigid Point Cloud Matching | Feb 27, 2024 | Anomaly Localization | CodeCode Available | 1 |
| DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection | Aug 17, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
