Multimodal Anomaly Detection

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5 papers in the last four weeks, up 67% on the four weeks before. 0.0% of all new papers.

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  1. MAADBench: The Refreshable Paradigm for Anomaly Detection in Multi-Agent Systems

    Sep 29, 2026Lei Ma, Dennis Hofmann, Haowen Xu +4Multimodal Anomaly DetectionAgentic Benchmarks

    Worcester Polytechnic Institute · University of Arizona

  2. Augmenting Visual Anomaly Detection with Automated Interpretability

    Sep 27, 2026Antonio De Santis, Arsenio Leo, Marco BrambillaMultimodal Anomaly DetectionUnsupervised Detection

    Politecnico di Milano · Thales Alenia Space

  3. Focus and Supplement: Dual-Enhanced Vision Transformer for Multi-Class Anomaly Classification

    Sep 27, 2026Xurui Li, Enjie Xu, Chenzhou Li +4Multimodal Anomaly DetectionVision Transformer

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

  4. PSMP-CLIP: Patch-Prompt SAM and Multi-Semantic Prompting for CLIP-Based Zero-Shot Anomaly Detection

    Sep 15, 2026Xuezhi Xiang, Guanghao Wu, Heqi Xiang +4Multimodal Anomaly DetectionFew-Shot Segmentation

    Information and Communication Engineering, Harbin Engineering University, Harbin, China · Key Laboratory of Advanced Marine Communication and Information Technology, Harbin, China · Department of Computer Science, University of Toronto, Toronto, ON M5S 2E4, Canada +1

  5. Robust Fault Detection in Mechanical Multimodal Time Series via Self-Supervised Cross-Modal Reconstruction

    Sep 14, 2026Magnus Munk Jensen, Dorte Hammershøi, Rafał Wiśniewski +1Multimodal Anomaly DetectionMulti-Modal Sensing

    Automation and Control, Aalborg University, Aalborg, Denmark · Intelligent Maintenance and Operations Systems, EPFL, Lausanne, Switzerland

  6. PL-SCEA: Reconfiguring Pretrained Attention for Few-Shot Industrial Anomaly Detection

    Sep 3, 2026Xiaoyu Yang, Qixing Wu, Huixian Zhao +1Multimodal Anomaly DetectionVision Foundation Models

    School of Airspace Science and Engineering, Shandong University, Shandong, China

  7. An Adversarial Zero-Shot Learning Approach for Anomaly Detection in Multivariate IoT Traffic Data

    Sep 3, 2026Mahshid Rezakhani, Tolunay Seyfi, Fatemeh AfghahMultimodal Anomaly DetectionInternet Of Thing

    Holcombe Department of Electrical and Computer Engineering, Clemson University, Clemson, 29634 SC, USA

  8. 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

  9. 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

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

    Aug 4, 2026Ruiqi Wang, Yiming Qian, Fenggen Yu +4Multimodal Anomaly DetectionSparse-View

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

  11. Keep the Needle, Prune the Haystack: Defect-Preserving Token Pruning for Efficient Zero-Shot Anomaly Detection

    Aug 4, 2026Yanning Hou, Jingyuan Zhang, Xiaoyun Wang +3Multimodal Anomaly DetectionVisual Token Pruning

    2National University of Defense Technology, Changsha, China · 1Anhui University, Hefei, China

  12. Understanding and Overcoming Cross-modal Fusion Bias in Multimodal Anomaly Detection From A Fisher Information Perspective

    Aug 2, 2026Kaifang Long, Lianbo Ma, Liming Liu +1Cross-Modal FusionMultimodal Anomaly Detection

    Northeastern University Shenyang, China · CATL Ningde, China

  13. FreqAnchorAD: Language-Free Zero-Shot Anomaly Detection via Frequency-Deviation Anchoring

    Aug 1, 2026Jianfeng Qiu, Peiyuan Li, Juan Xie +4Multimodal Anomaly DetectionFrequency

    Anhui University, Hefei, China · National University of Defense Technology, Changsha, China

  14. Beyond Static Anchors: Bounded Prototype Conditioning for Language-Free Medical Anomaly Detection

    Aug 1, 2026Yibo Wan, Jinyu Cai, See-kiong NgMultimodal Anomaly DetectionFrozen Contrastive Language-Image Pre-Training Visual Encoder

    School of Computing, National University of Singapore, Singapore · Institute of Data Science, National University of Singapore, Singapore

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

    Jul 31, 2026Amr M. Zaki, Farhoud Jafari Kaleibar, Honggeun Ji +2Multimodal Anomaly DetectionDistributed Optimization

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

  16. DuoAD: Leveraging [CLS] Dual Characteristics for Training-Free Few-Shot Anomaly Detection

    Jul 27, 2026Jyun-Ze Tang, Po-Han Huang, Ming-Ching Chang +2Multimodal Anomaly DetectionVision Transformer

    Inventec Corporation, Taipei, Taiwan · University at Albany, State University of New York, NY, USA

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

    Jul 26, 2026Mingxiu Cai, Zhe Zhang, Gaochang Wu +1Multimodal Anomaly DetectionGraph Anomaly Detection

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

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

    Jul 21, 2026Lei HuMultimodal Anomaly DetectionMulti-View

    South China University of Technology, Guangzhou, China

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

    Jul 14, 2026Raheen Junaid Wani, Smruti R. SarangiTime-Series Anomaly DetectionMultimodal Anomaly Detection

    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

  20. 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

  21. LiZAD: A Lightweight Zero-Shot Anomaly Detection Framework for Industrial Manufacturing

    Jul 2, 2026Uzair Khan, Luigi Capogrosso, Muhammad Aqeel +3Multimodal Anomaly DetectionEdge Devices

    University of Verona · Interdisciplinary Transformation University of Austria · ETH Zurich

  22. Prototype Memory-Guided Training-Free Anomaly Classification and Localization in Prenatal Ultrasound

    Jul 1, 2026Huanwen Liang, Yuhao Huang, Xiliang Zhu +6Prenatal UltrasoundClinical Ultrasound Dataset

    Medical Ultrasound Image Computing (MUSIC) Lab, Shenzhen University, Shenzhen, China

  23. UniVAD v2: Unified Visual Anomaly Detection via Support-Conditioned Boundary Construction

    Jun 29, 2026Zhaopeng Gu, Bingke Zhu, Zhaowen Li +5Multimodal Anomaly DetectionUnsupervised Detection

    Foundation Model Research Center, Institute of Automation, Chinese Academy of Sciences, Beijing 100190, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China · Yinwang Intelligent Technology Co. Ltd., China +4

  24. Robust Zero-shot Anomaly Detection under Limited Auxiliary Anomaly Priors

    Jun 28, 2026Guanyu Lu, Fang Zhou, Cheqing JinMultimodal Anomaly DetectionLogical Anomalies

    East China Normal University, Shanghai, China

  25. MATCH: Flow Matching for Multi-View Anomaly Detection

    Jun 23, 2026Mathis Kruse, Melissa Schween, Bodo RosenhahnMultimodal Anomaly DetectionAnomaly Score

    Institute for Information Processing, L3S, Leibniz University Hannover, Germany

  26. CMDS-AD: Cross-Modal Dual-Stream Decoupling for Few-Shot Anomaly Detection

    Jun 18, 2026Junhao Cai, Junyu Chen, Deyu Zeng +4Multimodal Anomaly DetectionCross-Modal

    Shenzhen University, Shenzhen, Guangdong 518060, China · Guangzhou Maritime University, Guangzhou, Guangdong 510725, China · Hong Kong University of Science and Technology (Guangzhou), Guangzhou, Guangdong 511453, China

  27. LADBench: A Benchmark for Logical Fault Detection in Images

    Jun 16, 2026Sahasra Kondapalli, Lara Radovanovic, Aadi Palnitkar +2Diagnostic BenchmarkMultimodal Anomaly Detection

    Embodied Robotics and Automation Lab, University of South Florida, Tampa, FL 33610, USA.

  28. EdgeZSAD: Practical Zero-Shot Anomaly Detection on Edge Devices

    Jun 15, 2026Taewan Cho, Andrew Jaeyong ChoiMultimodal Anomaly DetectionMobilenetv2

    1Gachon University · 2Plaid Labs Inc.

  29. BoRAD: Bootstrap your Own Representations for Multi-class Anomaly Detection

    Jun 12, 2026Duy Hoang Khuong, Tri Nguyen Minh, Ngu Huynh Cong VietMultimodal Anomaly DetectionGraph Anomaly Detection

    Department of Artificial Intelligence FPT University Ho Chi Minh City, Vietnam · Department of IT FPT University Ho Chi Minh City, Vietnam · Department of Computing Fundamental FPT University Ho Chi Minh City, Vietnam

  30. A Unified Siamese Learning Framework for Zero-Day Anomaly Detection and Classification in Optical Networks

    Jun 9, 2026Carlos Natalino, Flávia P. Monteiro, Paolo MontiMultimodal Anomaly DetectionOptical Networks

    Department of Electrical Engineering, Chalmers University of Technology, 412 96 Gothenburg, Sweden · Federal University of Western Par´a (UFOPA), 68040-255 Santar´em, Par´a, Brazil

  31. Visual Prompting Meets Feature Reconstruction-Based Anomaly Detection with Dual-Teacher Supervision

    Jun 8, 2026Mateo Diaz-Bone, Daniel Caraballo, Florian Scheidegger +11Multimodal Anomaly DetectionGraph Anomaly Detection

    IBM Research Europe Zurich, Switzerland

  32. VT-3DAD: Cross-Category 3D Anomaly Detection via Visual-Text Normal Space Alignment

    Jun 3, 2026Zi Wang, Katsuya Hotta, Yawen Zou +4Multimodal Anomaly DetectionFrozen Contrastive Language-Image Pre-Training Visual Encoder

    Niigata University, Niigata-city, Japan · Iwate University, Morioka, Japan · University of Toyama, Toyama-city, Japan

  33. A Structured Benchmark for Text-Guided Anomaly Detection: When Language Stops Conditioning the Decision

    Jun 1, 2026Stefano Samele, Eugenio Lomurno, Teodora Jovanovic +3Multimodal Anomaly DetectionGraph Anomaly Detection

    Politecnico di Milano, AIRLab, Milan, Italy · S&H – Software & Hardware, Milan, Italy

  34. AnomalyAgent: Training-Free Agentic Models for Zero-/Few-Shot Anomaly Detection

    May 28, 2026Yi Zhang, Jiawen Zhu, Lele Fu +1Multimodal Anomaly DetectionAgentic Learning

    Singapore Management University, Singapore · Sun Yat-sen University, China

  35. EntroAD: Structural Entropy-Guided Prompt Adaptation for Zero-Shot Anomaly Detection

    May 27, 2026Xinyu Zhao, Qingyun Sun, Jiayi Luo +1Multimodal Anomaly DetectionLogical Anomalies

    Beihang University Beijing, China

  36. Dual Prototype-Conditioned Diffusion Model for Scalable Multi-Class Unsupervised Anomaly Detection in Large Category Spaces

    May 23, 2026Yaoxuan Feng, Yuxin Li, Weijiang Lv +5Multimodal Anomaly DetectionGraph Anomaly Detection

    National Key Laboratory of Radar Signal Processing, Xidian University, Xi’an, 710071, China.

  37. Beyond Normal References: Discriminative Few-Shot Anomaly Detection

    May 22, 2026Huan Wang, Jun Shen, Jun Yan +1Multimodal Anomaly DetectionNorm

    Singapore Management University, Singapore · University of Wollongong, Australia

  38. Few-Shot Network Intrusion Detection Using Online Triplet Mining

    May 17, 2026Jack Wilkie, Hanan Hindy, Christos Tachtatzis +2Intrusion DetectionMultimodal Anomaly Detection

    Department of Electronics and Electrical Engineering, University of Strathclyde, Glasgow G1 1XQ, UK · Faculty of Computer and Information Sciences, Ain Shams University, Cairo 11566, Egypt · Faculty of Electrical Engineering, Czech Technical University, 160 00 Prague, Czech Republic

  39. SuperADD: Training-free Class-agnostic Anomaly Segmentation -- CVPR 2026 VAND 4.0 Workshop Challenge Industrial Track

    May 14, 2026Lukas Roming, Felix Lehnerer, Jonas V. Funk +4Multimodal Anomaly DetectionInspection

    Fraunhofer IOSB, Fraunhoferstr. 1, 76131 Karlsruhe, Germany · Independent Research

  40. Hypergraph-Enhanced Training-Free and Language-Free Few-Shot Anomaly Detection

    May 11, 2026Guohuan Xie, Xin He, Dingying Fan +2Multimodal Anomaly DetectionUnsupervised Detection

    Nankai University · Tianjin University of Technology · Tsinghua University

  41. Align3D-AD: Cross-Modal Feature Alignment and Dual-Prompt Learning for Zero-shot 3D Anomaly Detection

    May 7, 2026Letian Bai, Xuanming Cao, Juan Du +1Multimodal Anomaly Detection3D Generation

    Smart Manufacturing Thrust, The Hong Kong University of Science and Technology (Guangzhou) · The Hong Kong University of Science and Technology · College of Mechanical and Vehicle Engineering, Hunan University

  42. PrismAgent: Illuminating Harm in Memes via a Zero-Shot Interpretable Multi-Agent Framework

    May 1, 2026Zihan Ding, Ziyuan Yang, Yi ZhangMemesHate Speech Detection

    Sichuan University, Chengdu, Sichuan, China · Nanyang Technological University, Singapore

  43. Defect-aware Hybrid Prompt Optimization via Progressive Tuning for Zero-Shot Multi-type Anomaly Detection and Segmentation

    Dec 10, 2025Nadeem Nazer, Hongkuan Zhou, Lavdim Halilaj +2Multimodal Anomaly DetectionFew-Shot Segmentation

    Corporate Research, Robert Bosch GmbH, Renningen, Germany · Otto-von-Guericke-University Magdeburg, Magdeburg, Germany · Institute for Artificial Intelligence, University of Stuttgart, Stuttgart, Germany +2

  44. 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