| Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images | Mar 19, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 3 | 5 |
| ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation | Jan 23, 2024 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 2 | 5 |
| VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation | Jul 17, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 | 5 |
| Towards Total Recall in Industrial Anomaly Detection | Jun 15, 2021 | 3D Anomaly DetectionAnomaly Classification | CodeCode Available | 2 | 5 |
| MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning | May 14, 2025 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 | 5 |
| SPot-the-Difference Self-Supervised Pre-training for Anomaly Detection and Segmentation | Jul 28, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 | 5 |
| Anomaly Detection via Reverse Distillation from One-Class Embedding | Jan 26, 2022 | Anomaly Classification | CodeCode Available | 2 | 5 |
| SimpleNet: A Simple Network for Image Anomaly Detection and Localization | Mar 27, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 | 5 |
| Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt | May 14, 2025 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 | 5 |
| 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 | 5 |
| Unsupervised Continual Anomaly Detection with Contrastively-learned Prompt | Jan 2, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 | 5 |
| AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 | May 23, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 | 5 |
| Segment Any Anomaly without Training via Hybrid Prompt Regularization | May 18, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 | 5 |
| Open-World Semantic Segmentation Including Class Similarity | Mar 12, 2024 | Anomaly SegmentationAutonomous Vehicles | CodeCode Available | 2 | 5 |
| MedIAnomaly: A comparative study of anomaly detection in medical images | Apr 6, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 | 5 |
| Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models | May 5, 2025 | Anomaly SegmentationSegmentation | CodeCode Available | 1 | 5 |
| Towards Accurate Unified Anomaly Segmentation | Jan 21, 2025 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Two-stage coarse-to-fine image anomaly segmentation and detection model | Sep 19, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| PKU-GoodsAD: A Supermarket Goods Dataset for Unsupervised Anomaly Detection and Segmentation | Jul 11, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 | 5 |
| Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes | Nov 24, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation | May 17, 2022 | Anomaly SegmentationFew-Shot Learning | CodeCode Available | 1 | 5 |
| U-Flow: A U-shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold | Nov 22, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Challenging Current Semi-Supervised Anomaly Segmentation Methods for Brain MRI | Sep 13, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Pixel-wise Anomaly Detection in Complex Driving Scenes | Mar 9, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Optimizing PatchCore for Few/many-shot Anomaly Detection | Jul 20, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Anomaly Segmentation for High-Resolution Remote Sensing Images Based on Pixel Descriptors | Jan 31, 2023 | Anomaly SegmentationOne-Class Classification | CodeCode Available | 1 | 5 |
| Placing Objects in Context via Inpainting for Out-of-distribution Segmentation | Feb 26, 2024 | Anomaly SegmentationSegmentation | CodeCode Available | 1 | 5 |
| OoDIS: Anomaly Instance Segmentation Benchmark | Jun 17, 2024 | Anomaly Instance SegmentationAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Detecting Anomalies in Semantic Segmentation with Prototypes | Jun 1, 2021 | Anomaly SegmentationSegmentation | CodeCode Available | 1 | 5 |
| PANDA: Adapting Pretrained Features for Anomaly Detection and Segmentation | Oct 12, 2020 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation | May 31, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Patch SVDD: Patch-level SVDD for Anomaly Detection and Segmentation | Jun 29, 2020 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Self-Supervised Likelihood Estimation with Energy Guidance for Anomaly Segmentation in Urban Scenes | Feb 14, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Sub-Image Anomaly Detection with Deep Pyramid Correspondences | May 5, 2020 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 | 5 |
| RbA: Segmenting Unknown Regions Rejected by All | Nov 25, 2022 | AllAnomaly Detection | CodeCode Available | 1 | 5 |
| Modality Cycles with Masked Conditional Diffusion for Unsupervised Anomaly Segmentation in MRI | Aug 30, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation | Nov 26, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| FADE: Few-shot/zero-shot Anomaly Detection Engine using Large Vision-Language Model | Aug 31, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| ASC-Net : Adversarial-based Selective Network for Unsupervised Anomaly Segmentation | Mar 5, 2021 | Anomaly SegmentationBrain Tumor Segmentation | CodeCode Available | 1 | 5 |
| Autoencoders for Unsupervised Anomaly Segmentation in Brain MR Images: A Comparative Study | Apr 7, 2020 | AnatomyAnomaly Detection | CodeCode Available | 1 | 5 |
| Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization | Sep 30, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 | 5 |
| DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection | Aug 17, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 | 5 |
| Looking at the whole picture: constrained unsupervised anomaly segmentation | Sep 1, 2021 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 | 5 |
| CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows | Jul 27, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 | 5 |
| Informative knowledge distillation for image anomaly segmentation | Jul 19, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| IterMask2: Iterative Unsupervised Anomaly Segmentation via Spatial and Frequency Masking for Brain Lesions in MRI | Jun 4, 2024 | Anomaly SegmentationSegmentation | CodeCode Available | 1 | 5 |
| DFR: Deep Feature Reconstruction for Unsupervised Anomaly Segmentation | Dec 13, 2020 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Scaling Out-of-Distribution Detection for Real-World Settings | Nov 25, 2019 | Anomaly SegmentationOut-of-Distribution Detection | CodeCode Available | 1 | 5 |
