Multimodal Industrial Anomaly Detection

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  1. FLASH: A "Generate Once, Synthesize Many" Framework for Synthetic Anomaly Generation in Industrial Anomaly Detection

    Sep 29, 2026Abhay Kumar Das, Rajesh Gangireddy, Ashwin Vaidya +1Multimodal Industrial Anomaly DetectionSynthetic Image Detection

    Silicon University, Bhubaneswar, India · Intel

  2. Towards a Resilience-Theoretic Foundation for Adversarial Robustness in Industrial Control System Anomaly Detection

    Sep 7, 2026Branka Stojanović, Andreas Flatscher, Michael SommaMultimodal Industrial Anomaly DetectionResilience

    1JOANNEUM RESEARCH Forschungsgesellschaft mbH, Austria · 2TU Graz, Institute for Technical Informatics, Austria

  3. DPA: Decoupling Product-Agnostic Anomaly Representations for Zero-shot Anomaly Generation

    Sep 2, 2026Hang Yao, Yansheng Fu, Ming Liu +4Multimodal Anomaly DetectionMultimodal Industrial Anomaly Detection

  4. Anomaly Detection on Small Industrial Components via Vision-Based Tactile Sensing

    Aug 31, 2026G. F. Preziosa, M. Casiglia, M. Faroni +2Multimodal Industrial Anomaly DetectionTactile

    Politecnico di Milano, Piazza Leonardo da Vinci, 32, Milano (Italy)

  5. InspectorGPT: A Comparative Reasoning Enhanced VLM for Comprehensive Industrial Anomaly Detection

    Aug 30, 2026Weifei Chen, Honghao Zhang, Zhiyuan You +1Multimodal Industrial Anomaly DetectionComparison

    Shanghai Jiao Tong University · The Chinese University of Hong Kong

  6. ADOPD: Reference-Privileged On-Policy Distillation for MLLM-Based Industrial Anomaly Detection

    Aug 10, 2026Jingtai He, Shiyuan Meng, Wenchao Meng +1Multimodal Industrial Anomaly DetectionMultimodal Large Language Models

    Zhejiang University

  7. LIBAD: A Multimodal Anomaly Detection Benchmark for Li-Ion Battery Electrode Manufacturing

    Aug 8, 2026Wenbo Sui, Daniel Lichau, Harold Phelippeau +1Multimodal Industrial Anomaly DetectionMultimodal Anomaly Detection

    Thermo Fisher Scientific, 39 Rue d’Armagnac, Bordeaux, 33800, France · DTU Energy, Technical University of Denmark, Fysikvej 310, Kgs. Lyngby, 2800, Denmark · Thermo Fisher Scientific, 5350 NE Dawson Creek Dr, Hillsboro, OR 97124, USA

  8. DeCo: Zero-Shot Industrial Anomaly Generation through Decoupling and Recoupling

    Aug 8, 2026Shilei Zeng, Xurui Li, Yaohan Tang +1Multimodal Industrial Anomaly DetectionDecoupling

    School of Electronic Information and Communications, Huazhong University of Science and Technology

  9. UniScale: Arbitrary-Scale Industrial Anomaly Generation

    Aug 8, 2026Shilei Zeng, Linxin Guan, Xurui Li +2Multimodal Industrial Anomaly Detection

    School of Electronic Information and Communications, Huazhong University of Science and Technology

  10. From Benchmark Performance to Tool Deployment: Human-in-the-Loop Anomaly Detection

    Aug 7, 2026Mike Szklarzewski, CJ George, Gavin Smithson +10Multimodal Industrial Anomaly DetectionGraph Anomaly Detection

    Department of Computing Sciences, Coastal Carolina University, Conway, SC, USA · High Performance Computing Design, Los Alamos National Laboratory, Los Alamos, NM, USA · Academy of Arts Science and Technology, Horry County School District, Myrtle Beach, SC, USA +3

  11. OSAGEN: Object-Aware Mask Priors and Multistage Decoupled Diffusion for Industrial Anomaly Generation

    Jul 31, 2026Jinyi Xu, Peng Chen, Yunkang Cao +3Multimodal Industrial Anomaly DetectionSynthetic Image Detection

    School of Cyber Science and Technology, Shenzhen Campus of Sun Yat-sen University · School of Artificial Intelligence and Robotics, Hunan University · Department of Computer and Information Science, University of Macau +1

  12. Label-free Industrial Fault Detection via Adversarial Inverse Reinforcement Learning: A System for Run-to-Failure Prognostics

    Jul 25, 2026Dhiraj Neupane, Mohamed Reda Bouadjenek, Richard Dazeley +1Fault DiagnosisMultimodal Industrial Anomaly Detection

    Deakin University · Waurn Ponds, Victoria, Australia

  13. Agentic Root Cause Analysis through Evidence-Grounded Reasoning

    Jul 24, 2026Amaury Wei, Olga FinkRoot Cause AnalysisMultimodal Industrial Anomaly Detection

    EPFL - IMOS Laboratory CH-1015 Lausanne Switzerland

  14. Breaking the Homogeneity Assumption: Specialized Multi-Generator Adversarial Learning for Rare Failure Detection in Predictive Maintenance

    Jul 21, 2026Alexis Lazanas, Georgios KampouropoulosPredictive MaintenanceClass Imbalance

    Department of Mechanical Engineering and Aeronautics, University of Patras, Patras, Greece

  15. MOPDA: Mixed-Trajectory On-Policy Distillation for Language-Guided Industrial Anomaly Detection

    Jul 21, 2026Shuimu Chen, Jing Jin, Nan Su +5Multimodal Industrial Anomaly DetectionVision-Language Alignment

    Tsinghua University · Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ) · Shenzhen University

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

    Jul 16, 2026Huong Ninh, Chien Thai, Mai Xuan Trang +3Multimodal Industrial Anomaly DetectionGraph Anomaly Detection

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

  17. TC-MAF: Train-Calibrated Bounded Multi-Evidence Fusion for Multimodal Industrial Anomaly Detection

    Jul 13, 2026Ming Deng, Sijin Sun, Xiaochuan Hu +1Multimodal Anomaly DetectionMultimodal Industrial Anomaly Detection

    Shanghai University Shanghai, China · National University of Singapore Singapore, Singapore · University of Electronic Science and Technology of China Chengdu, China

  18. Global Logic and Local Search: Dual-Stream Multimodal In-Context Learning for Verifiable Industrial Anomaly Detection

    Jul 4, 2026Runzhi Deng, Yundi Hu, Yiming Zhong +5Multimodal Industrial Anomaly DetectionReference-Guided Multimodal In-Context Verification

    Nanjing University, Nanjing, Jiangsu, China · China Mobile Zijin Innovation Institute, Nanjing, Jiangsu, China · Southeast University, Nanjing, Jiangsu, China

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

    Jul 2, 2026Ningning Han, Lei Fan, Jia Guo +5Multimodal Industrial Anomaly DetectionGraph Anomaly Detection

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

  20. GenAU: Language-Grounded Industrial Anomaly Understanding with Vision-Language Models

    Jul 1, 2026Hongkuan Zhou, Tristan Rehm, Nadeem Nazer +3Multimodal Industrial Anomaly DetectionInspection

    Corporate Research, Robert Bosch GmbH, Renningen, Germany · Institute for Artificial Intelligence University of Stuttgart, Stuttgart, Germany · Otto-von-Guericke-University Magdeburg, Magdeburg, Germany +1

  21. UniSLAD: A Unified Framework for Structural and Logical Industrial Visual Anomaly Detection

    Jun 18, 2026Changyi Li, Chao Yang, Yu Xiao +1Multimodal Industrial Anomaly DetectionLogical Anomalies

  22. DifferAD-R1: A Difference-Guided IndustrialAnomaly Localization with Multimodal LargeLanguage Models

    Jun 15, 2026Dingrong Wang, Xian Tao, Zhen Qu +5Multimodal Industrial Anomaly DetectionLocalization

    Institute of Automation, Chinese Academy of Sciences (CAS), Beijing 100190, China · School of Artificial Intelligence, University of Chinese Sciences, Beijing 100049, China · Institute of Automation, CAS, Beijing 100190, China +4

  23. Value-order Decomposition for Generalist Anomaly Detection

    Jun 12, 2026Miaoyun Zhao, Jing Chen, Miaoni Zhao +1Multimodal Industrial Anomaly Detection

    Dalian University of Technology · Key Laboratory of Social Computing and Cognitive Intelligence (Dalian University of Technology), Ministry of Education, Dalian, China · Xi’an Chang’an Vanke City Primary School

  24. Plan First, Judge Later, Run Better: A DMAIC-Inspired Agentic System for Industrial Anomaly Detection

    Jun 3, 2026Yongzi Yu, Ao Li, Le Wang +4Multimodal Industrial Anomaly DetectionIndustrial

    1The Hong Kong University of Science and Technology (Guangzhou) · 2The Hong Kong University of Science and Technology · 3Shanghai University of Finance and Economics +2

  25. Normality-Preserving Continual Industrial Anomaly Detection via Orthogonal LoRA Banks

    Jun 1, 2026Weibai Fang, Haijun Che, Feiyang Ren +1Multimodal Industrial Anomaly DetectionGraph Anomaly Detection

  26. IstGPT: LLM-based Anomaly Detection for Spatial-Temporal Graph in Industrial Systems

    Jun 1, 2026Yuchen Zhang, Ning Xi, Pengbin Feng +5Multimodal Industrial Anomaly DetectionCyber-Physical System

    School of Cyber Engineering, Xidian University, Xi’an 710126, China · School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Hawthorn, VIC, Australia · School of Computer Science and Technology, Xidian University, Xi’an 710126, China

  27. Mahalanobis PatchCore: Covariance-Aware and Streaming-Compatible Industrial Anomaly Detection

    May 26, 2026Niccolò Ferrari, Oligert Osmani, Evelina LammaMultimodal Industrial Anomaly DetectionCovariance

    Department of Engineering, University of Ferrara, Via Saragat 1, 44122, Ferrara, Italy · NAIS s.r.l., Via Maria Callas 4, 40131, Bologna, Italy · Bonfiglioli Engineering S.r.l., Via Amerigo Vespucci 20, 44124, Ferrara, Italy

  28. IndusAgent: Reinforcing Open-Vocabulary Industrial Anomaly Detection with Agentic Tools

    May 20, 2026Rongbin Tan, Fangfang Lin, Zhenlong Yuan +10Multimodal Industrial Anomaly DetectionOpen-Vocabulary Object Detection

    State Key Lab of Processors, Institute of Computing Technology, CAS

  29. Parameter Efficient Multi-Class Intelligent Scheduling for Multimodal Online Distributed Industrial Anomaly Detection

    May 15, 2026Heqiang Wang, Weihong Yang, Zheyuan Yang +4Multimodal Industrial Anomaly DetectionSchedulers

    Pengcheng Laboratory, Shenzhen, 518066, China · Shenzhen International Graduate School, Tsinghua University, Shenzhen, 518055, China

  30. Product-Aware Deep Autoencoders for Robust Process Monitoring in Multi-Product Cyber-Physical Systems

    May 13, 2026MD Shafikul Islam, Jordan CardenMultimodal Industrial Anomaly DetectionCyber-Physical System

  31. MMVIAD: Multi-view Multi-task Video Understanding for Industrial Anomaly Detection

    May 11, 2026Xiran Zhao, Jing Jin, Yan Bai +6Multimodal Industrial Anomaly DetectionTraining-Free Video Anomaly Detection

    ShanghaiTech University · Tsinghua University · Meituan Inc. +1

  32. Real-IAD MVN: A Multi-View Normal Vector Dataset and Benchmark for High-Fidelity Industrial Anomaly Detection

    May 8, 2026Wenbing Zhu, Jianing Liang, Linjie Cheng +7Multimodal Industrial Anomaly DetectionLarge-Scale 3D Editing Dataset

    1Fudan University · 4Rongcheer Co., Ltd. · 3Donghua University +1

  33. Medoid Prototype Alignment for Cross-Plant Unknown Attack Detection in Industrial Control Systems

    Apr 28, 2026Luyao WangIntrusion DetectionMultimodal Industrial Anomaly Detection

    University of Malaya Malaysia

  34. Text-Guided Multimodal Unified Industrial Anomaly Detection

    Apr 24, 2026Zewen Li, Shuo Ye, Zitong Yu +2Multimodal Industrial Anomaly Detection3D Object Detection

    School of Computer Science & Software Engineering, Shenzhen University, China, 518060 · School of Computing and Information Technology, Great Bay University, Dongguan, 523000,China

  35. One-Step Diffusion with Inverse Residual Fields for Unsupervised Industrial Anomaly Detection

    Apr 20, 2026Boan Zhang, Wen Li, Guanhua Yu +3Multimodal Industrial Anomaly DetectionDiffusion Models

    Department of Computer Science and Technology Xidian University Shaanxi, China 710126 · Department of Electronic Engineering Xidian University Shaanxi, China 710126

  36. ZSG-IAD: A Multimodal Framework for Zero-Shot Grounded Industrial Anomaly Detection

    Apr 20, 2026Qiuhui Chen, Jiaxiang Song, Shuai Tan +1Multimodal Industrial Anomaly DetectionUnsupervised Detection

    School of Information Science and Engineering, East China University of Science and Technology, Shanghai, China

  37. Digital Twin-Driven Communication-Efficient Federated Anomaly Detection for Industrial IoT

    Jan 5, 2026Mohammed Ayalew Belay, Adil Rasheed, Pierluigi Salvo RossiMultimodal Industrial Anomaly DetectionInternet Of Thing

    Department of Electronic Systems, Norwegian University of Science and Technology, 7034 Trondheim, Norway

  38. ISP-AD: A Large-Scale Real-World Dataset for Advancing Industrial Anomaly Detection with Synthetic and Real Defects

    Mar 6, 2025Paul J. Krassnig, Dieter P. GruberMultimodal Industrial Anomaly DetectionDefect Detection

    Polymer Competence Center Leoben GmbH, Leoben, Austria. · Chair of Materials Science and Testing of Polymers, Montanuniversitat Leoben, Leoben, Austria.

  39. Tuned Reverse Distillation: Enhancing Multimodal Industrial Anomaly Detection with Crossmodal Tuners

    Dec 12, 2024Xinyue Liu, Jianyuan Wang, Biao Leng +1Multimodal Industrial Anomaly DetectionMultimodal Anomaly Detection

    School of Computer Science and Engineering, Beihang University, Beijing 100191, China · Key Laboratory of Intelligent Bionic Unmanned Systems, Ministry of Education, and the School of Artificial Intelligence, University of Science and Technology Beijing, Beijing 100083, China · School of Computer Science and Technology, Beijing Jiaotong University, Beijing 100044, China