Reconstruction-Based Anomaly Detection

Ask about this topic

Latest papers 127

22 papers in the last four weeks, up 267% on the four weeks before. 0.1% of all new papers.

All topics
CardsList

  1. Low Cost Two-Stage Fabric Defect Detection at the Edge

    Aug 12, 2026Rasel Hossen, Diptajoy Mistry, Mosaddek Hossain KamalIndustrial Anomaly DetectionIndustrial Inspection

    Department of Computer Science and Engineering, University of Dhaka, Dhaka, Bangladesh

  2. Benchmarking Cyberattack Detection in Electric Vehicle Charging Infrastructure with Benign User Updates

    Aug 11, 2026Hannan Chen, Roshni Anna Jacob, Jie ZhangIoT Intrusion DetectionElectric Vehicle Charging

    Department of Mechanical Engineering, The University of Texas at Dallas, Richardson, TX 75080, USA

  3. Federated Attention Autoencoders with a Stochastic Aggregation Scheme for Anomaly Detection

    Aug 9, 2026Mihailo Ilić, Miloš Savić, Vladimir Kurbalija +3Federated Learning AggregationAutoencoders

    Department of Mathematics and Informatics, Faculty of Sciences, University of Novi Sad, Serbia · Department of Informatics, Modeling, Electronics, and Systems, University of Calabria, Italy

  4. ConceptADapt: Concept-guided Adaptive Feature Reconstruction with Dynamic Attention for Few-Shot Industrial Anomaly Detection

    Aug 6, 2026Yufei Li, Yicheng Ruan, Long Tian +2Few-Shot Anomaly DetectionIndustrial Anomaly Detection

    School of Computer Science and Technology, Xidian University, Xi’an, China

  5. VQ-VAD: Vector-quantized Motion Representation Learning for Human-centric Video Anomaly Detection

    Aug 5, 2026Narges Rashvand, Ghazal Alinezhad Noghre, Shanle Yao +2Vector QuantizationReconstruction-Based Anomaly Detection

    Electrical and Computer Engineering Department University of North Carolina at Charlotte Charlotte, NC, USA

  6. PADFormer: Pose-agnostic Anomaly Detection from Sparse View Images

    Aug 4, 2026Ruiqi Wang, Yiming Qian, Fenggen Yu +4Few-Shot Anomaly DetectionAnomaly Localization

    Amazon · Simon Fraser University · ⋆Work carried out during internship at Amazon. +1

  7. Reconstruction-Shift Discrimination via Mask-Guided Latent Diffusion for Medical Anomaly Detection

    Aug 1, 2026Yibo Wan, Jinyu Cai, Yunhe Zhang +2Latent Diffusion ModelsMedical Image Anomaly Detection

    School of Computing, National University of Singapore, Singapore · Institute of Data Science, National University of Singapore, Singapore · Department of Computer and Information Science, SKL-IOTSC, University of Macau, China +1

  8. OrEdge: Efficient Multi-Modal Anomaly Detection in Distributed Software Systems via Orthogonal-Domain Learning

    Jul 31, 2026Amr M. Zaki, Farhoud Jafari Kaleibar, Honggeun Ji +2Edge InferenceOrthogonal Representation Learning

    School of Engineering, York University, Toronto, ON, Canada.

  9. CORE: In-Context Reconstruction for Unified Tabular Anomaly Detection

    Jul 30, 2026Yunfeng Zhao, Qingfeng Chen, Yue Tan +4Tabular Anomaly DetectionReconstruction-Based Anomaly Detection

    1Guangxi University · 2Griffith University · 3Jilin University

  10. Audio-Anchored Fusion of Multi-Ratio DiT Reconstruction Residuals for Cross-Domain Audio Deepfake Detection

    Jul 29, 2026Haotian Mo, Jie Liu, Siqi Shen +8Audio Deepfake DetectionReconstruction-Based Anomaly Detection

    College of Computer Science and Technology, National University of Defense Technology, Changsha, China · School of Informatics, Xiamen University, Xiamen, China · Hunan Zhongke Youxin Technology Co., Ltd., Changsha, China

  11. Group Equivariant Diffusion for Anomaly Detection in Computational Cytology

    Jul 28, 2026Swarnadip Chatterjee, Ssharvien Kumar Sivakumar, Anirban MukhopadhyayComputational PathologyMedical Image Anomaly Detection

    Uppsala University, Uppsala, Sweden · Technical University of Darmstadt, Darmstadt, Germany

  12. XMatchAD: A Cross-Modal Matching Perspective on Reconstruction-based Anomaly Detection

    Jul 26, 2026Mingxiu Cai, Zhe Zhang, Gaochang Wu +1Industrial Anomaly DetectionAnomaly Localization

    State Key Laboratory of Synthetical Automation for Process Industries, Northeastern University, Shenyang, China

  13. MemNMF: Memory-Augmented NMF on LPC Spectra for Anomalous Sound Detection

    Jul 24, 2026Phurich Saengthong, Takahiro ShinozakiMemory-Augmented Neural NetworksNon-Negative Matrix Factorization

    Institute of Science Tokyo, Japan

  14. IMMoE: Incomplete Multi-View Anomaly Detection via Mixture of View Experts Fusion

    Jul 21, 2026Lei HuMixture of ExpertsIndustrial Anomaly Detection

    South China University of Technology, Guangzhou, China

  15. SwinAD: Multi-stage feature reconstruction for unsupervised industrial anomaly detection

    Jul 16, 2026Huong Ninh, Chien Thai, Mai Xuan Trang +3Anomaly LocalizationReconstruction-Based Anomaly Detection

    Institute of Artificial Intelligence, University of Engineering and Technology, Vietnam National University · Applied AI Lab, Phenikaa School of Computing, Phenikaa University

  16. Statistical Non-linear Reconstruction Loss for Image Anomaly Detection

    Jul 14, 2026Nguyen Minh Tri, Hoang Khuong Duy, Huynh Cong Viet NguIndustrial Anomaly DetectionAnomaly Localization

    AIC-Lab, FPT University

  17. Lightweight Multi-Scale Anomaly Detection for Resource-Constrained Edge Devices

    Jul 14, 2026Raheen Junaid Wani, Smruti R. SarangiAutoencodersEdge Inference

    School of Information Technology Indian Institute of Technology, Delhi New Delhi, India 110016 · Department of Computer Science Indian Institute of Technology, Delhi New Delhi, India 110016

  18. UD-ASD: A Unified Diffusion Model for Anomalous Sound Detection

    Jul 14, 2026Pengxiang Gao, Yu Qiu, Yanzhi SongAudio Diffusion ModelsFault Detection

    University of Science and Technology of China, China

  19. ProCon: Projection-Consistency Memory for Training-Free Anomaly Detection

    Jul 6, 2026Joongwon Chae, Lihui Luo, Yang Liu +4Industrial Anomaly DetectionAnomaly Localization

    Tsinghua University Shenzhen International Graduate School, Shenzhen, China · Affiliated Fifth Hospital, Wenzhou Medical University, Wenzhou, Zhejiang, China · Chinese Medicine Guangdong Laboratory +1

  20. Unsupervised Detection of Underground Tunnels in Ground-Penetrating Radar Using Depth-Restricted Reconstruction Scoring

    Jul 6, 2026Muhammad Junaid, Shoab A. Khan, Nisar AhmedRemote SensingReconstruction-Based Anomaly Detection

    Dept. of Electrical Engineering & Computer Science Sir Syed CASE Institute of Technology Islamabad, Pakistan · Dept. of Computer & Information Sciences University of Strathclyde Glasgow, UK

  21. ArcAD: Anomaly-Rectified Calibration for Cold-Start Supervised Anomaly Detection

    Jul 2, 2026Ningning Han, Lei Fan, Jia Guo +5Industrial Anomaly DetectionReconstruction-Based Anomaly Detection

    Faculty of Computing, Harbin Institute of Technology, Harbin, China · University of New South Wales, Sydney, Australia · DZ-Matrix, Beijing, China +4

  22. Detecting the Undetectable: Enhancing Unsupervised time series Anomaly Detection via Active Learning

    Jul 1, 2026Seung Hun Han, Hyeongwon Kang, Jinwoo Park +1Industrial Anomaly DetectionActive Learning

    LG CNS, 71 Magokjungang 8-ro, Gangseo-gu, Seoul, Republic of Korea · Department of Industrial & Management Engineering, Korea University, 126-16 Anam-dong 5-ga, Seongbuk-gu, Seoul, Republic of Korea · Department of Industrial Engineering, Seoul National University, Gwanak-ro 1, Gwanak-gu, Seoul, Republic of Korea

  23. Diffusion-Based Multi-Class Normality for OOD Detection: An Application to CDP Authentication

    Jul 1, 2026Bolutife Atoki, Iuliia Tkachenko, Bertrand Kerautret +1Digital Image ForensicsDiffusion-Based OOD Detection

    imagine, LIRIS · Universit´e Lumi`ere Lyon 2, CNRS, INSA Lyon, Universite Claude Bernard Lyon 1 LIRIS, UMR 5205 Lyon, France

  24. LogiCo: A Unified Framework for Logical and Structural Anomaly Detection

    Jun 27, 2026Ximiao Zhang, Min Xu, Xiuzhuang ZhouIndustrial Anomaly DetectionReconstruction-Based Anomaly Detection

    School of Intelligent Engineering and Automation, Beijing University of Posts and Telecommunications, Beijing, China · College of Information and Engineering, Capital Normal University, Beijing, China

  25. Compression-Driven Anomaly Detection in Brain MRI Using an Interpretable Quantum Autoencoder

    Jun 25, 2026Santanu Ganguly, Xing Liang, Dimitrios MakrisMedical Image Anomaly DetectionQuantum Machine Learning

    Kingston University, Kingston upon Thames KT1 2EE, UK Quantum AI (QAI) Research Group School of Computer Science and Mathematics (CSM) Faculty of Engineering, Computing and the Environment (ECE)

  26. Point Cloud Diffusion with Global and Local Reconstruction for Instance-Level 3D Anomaly Detection

    Jun 24, 2026Linchun Wu, Qin Zou, Jiwen Lu +1Point Cloud Anomaly DetectionIndustrial Anomaly Detection

    School of Computer Science, Wuhan University, Wuhan 430072, China · Department of Automation, Tsinghua University, Beijing 100084, China · Guangdong Artificial Intelligence and Digital Economy Laboratory (SZ), Shenzhen 518060, China

  27. MambaADv2: Evolving Duality-enhanced State Space Model for Unsupervised Anomaly Detection

    Jun 22, 2026Xiaobin Hu, Haoyang He, Bo Yin +5MambaReconstruction-Based Anomaly Detection

    Zhejiang University, Hangzhou, China · School of Computing, National University of Singapore, Singapore · College of Computing and Data Science, Nanyang Technological University, Singapore +1

  28. MaRS: Robust Out-of-Distribution Detection via Mahalanobis Residual Scoring

    Jun 21, 2026Francesco Di Salvo, Sebastian Doerrich, Christian LedigMedical Imaging Foundation ModelsMedical Image Anomaly Detection

    XAI Lab Bamberg, University of Bamberg, Germany

  29. SCAN: Enhance Time Series Anomaly Detection via Multi-Scale Neighborhood-Centered Clustering

    Jun 17, 2026Xingze Zheng, Hanyin Cheng, Siyuan Wang +4Multi-View ClusteringReconstruction-Based Anomaly Detection

    East China Normal University · APPLab, Huawei · Huawei

  30. Towards Anomaly Detection on Relational Data

    Jun 17, 2026Shiyuan Li, Yunfeng Zhao, Yue Tan +3Reconstruction-Based Anomaly DetectionRelational Databases

    Griffith University · Guangxi University