| PKU-GoodsAD: A Supermarket Goods Dataset for Unsupervised Anomaly Detection and Segmentation | Jul 11, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| 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 |
| Maskomaly:Zero-Shot Mask Anomaly Segmentation | May 26, 2023 | Anomaly SegmentationInformativeness | —Unverified | 0 |
| Segment Any Anomaly without Training via Hybrid Prompt Regularization | May 18, 2023 | Anomaly DetectionAnomaly Localization | CodeCode Available | 2 |
| Neural Architecture Search for Visual Anomaly Segmentation | Apr 18, 2023 | Anomaly SegmentationNeural Architecture Search | CodeCode Available | 0 |
| SimpleNet: A Simple Network for Image Anomaly Detection and Localization | Mar 27, 2023 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 |
| Reversing the Abnormal: Pseudo-Healthy Generative Networks for Anomaly Detection | Mar 15, 2023 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Self-Supervised Likelihood Estimation with Energy Guidance for Anomaly Segmentation in Urban Scenes | Feb 14, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Anomaly Segmentation for High-Resolution Remote Sensing Images Based on Pixel Descriptors | Jan 31, 2023 | Anomaly SegmentationOne-Class Classification | CodeCode Available | 1 |
| Adapting the Hypersphere Loss Function from Anomaly Detection to Anomaly Segmentation | Jan 23, 2023 | Anomaly DetectionAnomaly Localization | —Unverified | 0 |
| A scalable framework for annotating photovoltaic cell defects in electroluminescence images | Dec 15, 2022 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Residual Pattern Learning for Pixel-wise Out-of-Distribution Detection in Semantic Segmentation | Nov 26, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| RbA: Segmenting Unknown Regions Rejected by All | Nov 25, 2022 | AllAnomaly Detection | CodeCode Available | 1 |
| U-Flow: A U-shaped Normalizing Flow for Anomaly Detection with Unsupervised Threshold | Nov 22, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| AltUB: Alternating Training Method to Update Base Distribution of Normalizing Flow for Anomaly Detection | Oct 26, 2022 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| N-pad : Neighboring Pixel-based Industrial Anomaly Detection | Oct 17, 2022 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Image-Based Detection of Modifications in Gas Pump PCBs with Deep Convolutional Autoencoders | Sep 30, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 0 |
| Anomaly segmentation model for defects detection in electroluminescence images of heterojunction solar cells | Aug 11, 2022 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Curved Geometric Networks for Visual Anomaly Recognition | Aug 2, 2022 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| SPot-the-Difference Self-Supervised Pre-training for Anomaly Detection and Segmentation | Jul 28, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 |
| Informative knowledge distillation for image anomaly segmentation | Jul 19, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Transformer based Models for Unsupervised Anomaly Segmentation in Brain MR Images | Jul 5, 2022 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 0 |
| Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation | May 17, 2022 | Anomaly SegmentationFew-Shot Learning | CodeCode Available | 1 |
| Constrained unsupervised anomaly segmentation | Mar 3, 2022 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| Anomaly Detection via Reverse Distillation from One-Class Embedding | Jan 26, 2022 | Anomaly Classification | CodeCode Available | 2 |
| Prototype Guided Network for Anomaly Segmentation | Jan 15, 2022 | Anomaly SegmentationSegmentation | —Unverified | 0 |
| ASC-Net: Unsupervised Medical Anomaly Segmentation Using an Adversarial-based Selective Cutting Network | Dec 16, 2021 | Anomaly SegmentationBrain Tumor Segmentation | —Unverified | 0 |
| SCNet: A Generalized Attention-based Model for Crack Fault Segmentation | Dec 2, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Anomaly-Aware Semantic Segmentation by Leveraging Synthetic-Unknown Data | Nov 29, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Consensus Synergizes with Memory: A Simple Approach for Anomaly Segmentation in Urban Scenes | Nov 24, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Pixel-wise Energy-biased Abstention Learning for Anomaly Segmentation on Complex Urban Driving Scenes | Nov 24, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| AnoSeg: Anomaly Segmentation Network Using Self-Supervised Learning | Oct 7, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization | Sep 30, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| Improving and Assessing Anomaly Detectors for Large-Scale Settings | Sep 29, 2021 | Anomaly SegmentationOut-of-Distribution Detection | —Unverified | 0 |
| 3-Dimensional Deep Learning with Spatial Erasing for Unsupervised Anomaly Segmentation in Brain MRI | Sep 14, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Challenging Current Semi-Supervised Anomaly Segmentation Methods for Brain MRI | Sep 13, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Looking at the whole picture: constrained unsupervised anomaly segmentation | Sep 1, 2021 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 1 |
| DRAEM -- A discriminatively trained reconstruction embedding for surface anomaly detection | Aug 17, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| Weakly Supervised Temporal Anomaly Segmentation with Dynamic Time Warping | Aug 15, 2021 | Anomaly SegmentationDynamic Time Warping | CodeCode Available | 1 |
| Transfer Learning Gaussian Anomaly Detection by Fine-tuning Representations | Aug 9, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Unsupervised Image Anomaly Detection and Segmentation Based on Pre-trained Feature Mapping | Aug 6, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| CFLOW-AD: Real-Time Unsupervised Anomaly Detection with Localization via Conditional Normalizing Flows | Jul 27, 2021 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 1 |
| Contrastive Predictive Coding for Anomaly Detection | Jul 16, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Towards Total Recall in Industrial Anomaly Detection | Jun 15, 2021 | 3D Anomaly DetectionAnomaly Classification | CodeCode Available | 2 |
| Detecting Anomalies in Semantic Segmentation with Prototypes | Jun 1, 2021 | Anomaly SegmentationSegmentation | CodeCode Available | 1 |
| Semi-orthogonal Embedding for Efficient Unsupervised Anomaly Segmentation | May 31, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| SegmentMeIfYouCan: A Benchmark for Anomaly Segmentation | Apr 30, 2021 | Anomaly SegmentationInstance Segmentation | CodeCode Available | 1 |
| Attention Map-guided Two-stage Anomaly Detection using Hard Augmentation | Mar 31, 2021 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Unsupervised Anomaly Segmentation using Image-Semantic Cycle Translation | Mar 16, 2021 | AnatomyAnomaly Detection | —Unverified | 0 |
| Pixel-wise Anomaly Detection in Complex Driving Scenes | Mar 9, 2021 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |