| AA-CLIP: Enhancing Zero-shot Anomaly Detection via Anomaly-Aware CLIP | Mar 9, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 3 | 5 |
| A Unified Model for Multi-class Anomaly Detection | Jun 8, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 | 5 |
| DualAnoDiff: Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation | Aug 24, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 | 5 |
| Segment Any Anomaly without Training via Hybrid Prompt Regularization | May 18, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 | 5 |
| ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation | Jan 23, 2024 | Anomaly LocalizationAnomaly 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 |
| Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM | Jun 18, 2024 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 | 5 |
| DRAEM - A Discriminatively Trained Reconstruction Embedding for Surface Anomaly Detection | Jan 1, 2021 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| High-Fidelity Zero-Shot Texture Anomaly Localization Using Feature Correspondence Analysis | Apr 13, 2023 | Anomaly LocalizationVocal Bursts Intensity Prediction | CodeCode Available | 1 | 5 |
| Blind Localization and Clustering of Anomalies in Textures | Apr 18, 2024 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| Collaborative Discrepancy Optimization for Reliable Image Anomaly Localization | Feb 17, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| AnoViT: Unsupervised Anomaly Detection and Localization with Vision Transformer-based Encoder-Decoder | Mar 21, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| Unsupervised Anomaly Localization with Structural Feature-Autoencoders | Aug 23, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| DSR -- A dual subspace re-projection network for surface anomaly detection | Aug 2, 2022 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| Multiresolution Knowledge Distillation for Anomaly Detection | Nov 22, 2020 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| PaDiM: a Patch Distribution Modeling Framework for Anomaly Detection and Localization | Nov 17, 2020 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| Anomaly localization by modeling perceptual features | Aug 12, 2020 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| AnomalyHop: An SSL-based Image Anomaly Localization Method | May 8, 2021 | Anomaly LocalizationBenchmarking | CodeCode Available | 1 | 5 |
| Unsupervised Anomaly Detection and Localization of Machine Audio: A GAN-based Approach | Mar 31, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| PatchGuard: Adversarially Robust Anomaly Detection and Localization through Vision Transformers and Pseudo Anomalies | Jun 10, 2025 | Adversarial RobustnessAnomaly Detection | CodeCode Available | 1 | 5 |
| Towards Scalable 3D Anomaly Detection and Localization: A Benchmark via 3D Anomaly Synthesis and A Self-Supervised Learning Network | Nov 25, 2023 | 3D Anomaly DetectionAnomaly Detection | CodeCode Available | 1 | 5 |
| CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization | Jun 9, 2022 | Anomaly DetectionAnomaly Localization | 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 |
| Consistency-based Self-supervised Learning for Temporal Anomaly Localization | Aug 10, 2022 | Anomaly Detection In Surveillance VideosAnomaly Localization | CodeCode Available | 1 | 5 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 | 5 |
| Bootstrap Fine-Grained Vision-Language Alignment for Unified Zero-Shot Anomaly Localization | Aug 30, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| Coupled Laplacian Eigenmaps for Locally-Aware 3D Rigid Point Cloud Matching | Feb 27, 2024 | Anomaly Localization | CodeCode Available | 1 | 5 |
| Crane: Context-Guided Prompt Learning and Attention Refinement for Zero-Shot Anomaly Detections | Apr 15, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| Localizing Anomalies from Weakly-Labeled Videos | Aug 20, 2020 | Anomaly DetectionAnomaly Detection In Surveillance Videos | CodeCode Available | 1 | 5 |
| Hard-normal Example-aware Template Mutual Matching for Industrial Anomaly Detection | Mar 28, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series | Feb 11, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| MSFlow: Multi-Scale Flow-based Framework for Unsupervised Anomaly Detection | Aug 29, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| Iterative energy-based projection on a normal data manifold for anomaly localization | Feb 10, 2020 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 | 5 |
| A Prototype-Based Neural Network for Image Anomaly Detection and Localization | Oct 4, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 0 | 5 |
| Weakly-Supervised Video Anomaly Detection with Snippet Anomalous Attention | Sep 28, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 0 | 5 |
| Graph Self-Supervised Learning for Endoscopic Image Matching | Jun 19, 2023 | Anomaly LocalizationImage Generation | CodeCode Available | 0 | 5 |
| Anomaly Localization in Model Gradients Under Backdoor Attacks Against Federated Learning | Nov 29, 2021 | Anomaly LocalizationBackdoor Attack | CodeCode Available | 0 | 5 |
| Unsupervised Anomaly Localization using Variational Auto-Encoders | Jul 4, 2019 | Anomaly Localization | CodeCode Available | 0 | 5 |
| Pyramid-based Mamba Multi-class Unsupervised Anomaly Detection | Apr 4, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 0 | 5 |
| PaRCE: Probabilistic and Reconstruction-based Competency Estimation for CNN-based Image Classification | Nov 22, 2024 | Anomaly Localizationimage-classification | CodeCode Available | 0 | 5 |
| OFF-CLIP: Improving Normal Detection Confidence in Radiology CLIP with Simple Off-Diagonal Term Auto-Adjustment | Mar 3, 2025 | Anomaly LocalizationClassification | CodeCode Available | 0 | 5 |
| Bridging 3D Anomaly Localization and Repair via High-Quality Continuous Geometric Representation | May 30, 2025 | 3D Anomaly DetectionAnomaly Detection | CodeCode Available | 0 | 5 |
| On the Pitfalls of Using the Residual Error as Anomaly Score | Feb 8, 2022 | Anomaly Localization | CodeCode Available | 0 | 5 |
| Industrial Image Anomaly Localization Based on Gaussian Clustering of Pretrained Feature | Jan 6, 2021 | Anomaly DetectionAnomaly Localization | CodeCode Available | 0 | 5 |
| ISSTAD: Incremental Self-Supervised Learning Based on Transformer for Anomaly Detection and Localization | Mar 30, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 0 | 5 |
| Localizing Anomalies via Multiscale Score Matching Analysis | Jun 28, 2024 | Anomaly DetectionAnomaly Localization | CodeCode Available | 0 | 5 |
| Unsupervised anomaly localization in high-resolution breast scans using deep pluralistic image completion | May 4, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 0 | 5 |
| DeepFIB: Self-Imputation for Time Series Anomaly Detection | Dec 12, 2021 | Anomaly DetectionAnomaly Localization | —Unverified | 0 | 0 |
| Convolutional Sparse Support Estimator Network (CSEN) From energy efficient support estimation to learning-aided Compressive Sensing | Mar 2, 2020 | Anomaly LocalizationCompressive Sensing | —Unverified | 0 | 0 |