| MIAS-SAM: Medical Image Anomaly Segmentation without thresholding | May 28, 2025 | Anomaly SegmentationDecoder | CodeCode Available | 0 |
| MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning | May 14, 2025 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 |
| Learning to Detect Multi-class Anomalies with Just One Normal Image Prompt | May 14, 2025 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 |
| Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models | May 5, 2025 | Anomaly SegmentationSegmentation | CodeCode Available | 1 |
| Spotting the Unexpected (STU): A 3D LiDAR Dataset for Anomaly Segmentation in Autonomous Driving | May 4, 2025 | 3D Anomaly DetectionAnomaly Detection | —Unverified | 0 |
| Zero-Shot Industrial Anomaly Segmentation with Image-Aware Prompt Generation | Apr 18, 2025 | Anomaly SegmentationLanguage Modeling | CodeCode Available | 0 |
| MultiADS: Defect-aware Supervision for Multi-type Anomaly Detection and Segmentation in Zero-Shot Learning | Apr 9, 2025 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| A Dataset for Semantic Segmentation in the Presence of Unknowns | Mar 28, 2025 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Multi-modality Anomaly Segmentation on the Road | Mar 22, 2025 | Anomaly SegmentationAutonomous Driving | CodeCode Available | 0 |
| Screener: Self-supervised Pathology Segmentation Model for 3D Medical Images | Feb 12, 2025 | Anomaly SegmentationSegmentation | —Unverified | 0 |
| Towards Accurate Unified Anomaly Segmentation | Jan 21, 2025 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Teacher Encoder-Student Decoder Denoising Guided Segmentation Network for Anomaly Detection | Jan 21, 2025 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| KAnoCLIP: Zero-Shot Anomaly Detection through Knowledge-Driven Prompt Learning and Enhanced Cross-Modal Integration | Jan 7, 2025 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Neural Network Meta Classifier: Improving the Reliability of Anomaly Segmentation | Dec 14, 2024 | Anomaly Segmentationregression | CodeCode Available | 0 |
| FlowCLAS: Enhancing Normalizing Flow Via Contrastive Learning For Anomaly Segmentation | Nov 29, 2024 | Anomaly SegmentationAutonomous Driving | —Unverified | 0 |
| Promptable Anomaly Segmentation with SAM Through Self-Perception Tuning | Nov 26, 2024 | Anomaly Segmentationparameter-efficient fine-tuning | —Unverified | 0 |
| VL4AD: Vision-Language Models Improve Pixel-wise Anomaly Detection | Sep 25, 2024 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| FADE: Few-shot/zero-shot Anomaly Detection Engine using Large Vision-Language Model | Aug 31, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| AutoRG-Brain: Grounded Report Generation for Brain MRI | Jul 23, 2024 | Anomaly LocalizationAnomaly Segmentation | —Unverified | 0 |
| Diffusion for Out-of-Distribution Detection on Road Scenes and Beyond | Jul 22, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| VCP-CLIP: A visual context prompting model for zero-shot anomaly segmentation | Jul 17, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 |
| Human-Free Automated Prompting for Vision-Language Anomaly Detection: Prompt Optimization with Meta-guiding Prompt Scheme | Jun 26, 2024 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| OoDIS: Anomaly Instance Segmentation Benchmark | Jun 17, 2024 | Anomaly Instance SegmentationAnomaly Segmentation | CodeCode Available | 1 |
| IterMask2: Iterative Unsupervised Anomaly Segmentation via Spatial and Frequency Masking for Brain Lesions in MRI | Jun 4, 2024 | Anomaly SegmentationSegmentation | CodeCode Available | 1 |
| AnomalyDINO: Boosting Patch-based Few-shot Anomaly Detection with DINOv2 | May 23, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 |
| MiniMaxAD: A Lightweight Autoencoder for Feature-Rich Anomaly Detection | May 16, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 0 |
| Investigating the Semantic Robustness of CLIP-based Zero-Shot Anomaly Segmentation | May 13, 2024 | Anomaly SegmentationSegmentation | —Unverified | 0 |
| IgCONDA-PET: Weakly-Supervised PET Anomaly Detection using Implicitly-Guided Attention-Conditional Counterfactual Diffusion Modeling -- a Multi-Center, Multi-Cancer, and Multi-Tracer Study | Apr 30, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 0 |
| Random Walk on Pixel Manifolds for Anomaly Segmentation of Complex Driving Scenes | Apr 27, 2024 | Anomaly SegmentationDiversity | CodeCode Available | 0 |
| Quantum Patch-Based Autoencoder for Anomaly Segmentation | Apr 26, 2024 | Anomaly SegmentationQuantum Machine Learning | CodeCode Available | 0 |
| AnoFPDM: Anomaly Segmentation with Forward Process of Diffusion Models for Brain MRI | Apr 24, 2024 | Anomaly SegmentationSegmentation | CodeCode Available | 0 |
| Finding Dino: A plug-and-play framework for unsupervised detection of out-of-distribution objects using prototypes | Apr 11, 2024 | Anomaly Segmentationobject-detection | —Unverified | 0 |
| MedIAnomaly: A comparative study of anomaly detection in medical images | Apr 6, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 2 |
| Test Time Training for Industrial Anomaly Segmentation | Apr 4, 2024 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images | Mar 19, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 3 |
| Open-World Semantic Segmentation Including Class Similarity | Mar 12, 2024 | Anomaly SegmentationAutonomous Vehicles | CodeCode Available | 2 |
| Placing Objects in Context via Inpainting for Out-of-distribution Segmentation | Feb 26, 2024 | Anomaly SegmentationSegmentation | CodeCode Available | 1 |
| Dual-Student Knowledge Distillation Networks for Unsupervised Anomaly Detection | Feb 1, 2024 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| ClipSAM: CLIP and SAM Collaboration for Zero-Shot Anomaly Segmentation | Jan 23, 2024 | Anomaly LocalizationAnomaly Segmentation | CodeCode Available | 2 |
| Latency-aware Road Anomaly Segmentation in Videos: A Photorealistic Dataset and New Metrics | Jan 10, 2024 | Anomaly SegmentationAutonomous Driving | —Unverified | 0 |
| Unsupervised Continual Anomaly Detection with Contrastively-learned Prompt | Jan 2, 2024 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 2 |
| Two-stage coarse-to-fine image anomaly segmentation and detection model | Sep 19, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Mask2Anomaly: Mask Transformer for Universal Open-set Segmentation | Sep 8, 2023 | Anomaly SegmentationAutonomous Driving | —Unverified | 0 |
| Modality Cycles with Masked Conditional Diffusion for Unsupervised Anomaly Segmentation in MRI | Aug 30, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Anomaly-Aware Semantic Segmentation via Style-Aligned OoD Augmentation | Aug 19, 2023 | Anomaly DetectionAnomaly Segmentation | —Unverified | 0 |
| Improving Anomaly Segmentation with Multi-Granularity Cross-Domain Alignment | Aug 16, 2023 | Anomaly SegmentationAutonomous Driving | —Unverified | 0 |
| UGainS: Uncertainty Guided Anomaly Instance Segmentation | Aug 3, 2023 | Anomaly DetectionAnomaly Instance Segmentation | CodeCode Available | 1 |
| EasyNet: An Easy Network for 3D Industrial Anomaly Detection | Jul 26, 2023 | 3D Anomaly DetectionAnomaly Detection | —Unverified | 0 |
| Unmasking Anomalies in Road-Scene Segmentation | Jul 25, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |
| Optimizing PatchCore for Few/many-shot Anomaly Detection | Jul 20, 2023 | Anomaly DetectionAnomaly Segmentation | CodeCode Available | 1 |