Video Anomaly Detection

Ask about this topic

Latest papers 108

14 papers in the last four weeks, down 7% on the four weeks before. 0.1% of all new papers.

All topics
CardsList

  1. Auditing Observation-Quality Shortcuts in the Evaluation of Person-Centered Motion for Video Anomaly Detection

    Oct 12, 2026Chaehyun Kim, Changwon LimVideo Anomaly DetectionShortcut Learning

    Department of Statistics and Data Science Chung-Ang University

  2. Anomaly-Guided Observation and Two-Level Semantic Feedback for Training-Free Video Anomaly Analysis

    Oct 12, 2026Hangil Park, Seungheon Kim, Tae-Kyun KimVideo Anomaly Detection

    Korea Advanced Institute of Science and Technology (KAIST)

  3. Learning Temporal Evidence Selection for Video Anomaly Understanding

    Oct 12, 2026Hangil Park, Seungheon Kim, Tae-Kyun KimTemporal Video UnderstandingVideo Anomaly Detection

    Korea Advanced Institute of Science and Technology (KAIST)

  4. A Unified Score Matching Paradigm for Video Anomaly Detection and Anticipation

    Oct 8, 2026Congqi Cao, Zhenhe Liang, Hanwen Zhang +4Video Anomaly DetectionScore-Based Generative Modeling

    National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology, School of Computer Science, Northwestern Polytechnical University, Xi’an 710129, China · School of Electronics and Information, Northwestern Polytechnical University, Xi’an 710129, China

  5. trACT: temporal revelation Airborne Camera Trap

    Oct 7, 2026Oliver Bimber, Rakesh John Amala Arokia Nathan, Mohamed Youssef +3Aerial RoboticsDrone-Based Wildlife Monitoring

    Department of Computer Science, Johannes Kepler University Linz, Austria · Institute of Space Research, German Aerospace Center, Berlin, Germany · BOKU University, Institute of Wildlife Biology and Game Management,, Vienna, Austria +1

  6. Multi-Label Perceptual Bug Detection in Video Games using Deep Learning on Gameplay Footage

    Oct 6, 2026Nahian Rifaat, Felix Morosov, Loutfouz ZamanAutomated Software TestingMulti-Label Classification

    Ontario Tech University Oshawa, Ontario, Canada · Universität Osnabrück Osnabrück, Niedersachsen, Germany

  7. RoMod: Temporal Routing Modulation via Mixture-of-Experts for Video Anomaly Detection

    Oct 4, 2026Chao Huang, Pengfei Wei, Benfeng Wang +5Video Anomaly DetectionMultimodal Foundation Models

    Sun Yat-sen University · University of Macau

  8. Cog-VADU: A Training-Free Cognitive Reasoning Framework for Video Anomaly Detection and Understanding

    Oct 1, 2026Mohd Ubaid Wani, Sara Atito, Josef Kittler +1CoT ReasoningInterpretable Anomaly Detection

    Centre for Vision, Speech and Signal Processing (CVSSP) University of Surrey, UK · Surrey Institute for People-Centred AI (PAI) University of Surrey, UK

  9. Decision Readouts for Text-Mediated Video Anomaly Detection: An Exploratory Evaluation of Jev and Qwen

    Sep 28, 2026Xukui Qin, Youting Wang, Xinjie He +4LLM Uncertainty EstimationVideo Anomaly Detection

    Independent researchers

  10. PARSEE-VAD: Efficient Training-Free Online Video Anomaly Detection via Proposition-Aware Reasoning and Streaming Evidence Escalation

    Sep 27, 2026Ji Wang, Shuangqing Zhang, Guo-Sen Xie +1Efficient Multimodal InferenceStreaming Video Understanding

    Global Institute of Future Technology Shanghai Jiao Tong University Shanghai, 200240, China · School of Intelligence Science and Technology Nanjing University Suzhou, 215163, China · School of Computer Science and Engineering Nanjing University of Science and Technology Nanjing, 210094, China

  11. dKFD: Phase-Structured Evidence Allocation for Fixed-Budget Localized Event Understanding

    Sep 27, 2026Aditya Bagri, Ashutosh Kumar, Chaitanya Lakhchaura +3Video Frame SelectionTemporal Video Understanding

    Indraprastha Instituition of Information Technology, New Delhi, India · Rochester Institute of Technology, NY, USA · SIT × Nvidia AI Center (SNAIC), Singapore +1

  12. Beyond Isolated Entities: Relation-Aware Multi-Entity Modeling for Unsupervised Video Anomaly Detection

    Sep 23, 2026Zhongpeng Pan, Xina Cheng, Kailun YangVideo Anomaly DetectionReconstruction-Based Anomaly Detection

    School of Artificial Intelligence, Xidian University, China · School of Artificial Intelligence and Robotics, Hunan University, China · National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University, China

  13. Hand-Aware Transition Modeling for Bimanual Procedural Anomaly Detection

    Sep 18, 2026Di Wen, Jimmy Weissert, Luc Maria Scherrer +7Anomaly DetectionIndustrial Anomaly Detection

    Karlsruhe Institute of Technology, Karlsruhe 76131, Germany · Hunan University, Changsha 410012, China

  14. PROVIA: Procedure State Tracking for Online Mistake Detection in Egocentric Videos

    Sep 17, 2026Di Wen, Kailun Yang, Jimmy Weissert +7Egocentric Video UnderstandingState Tracking

    Karlsruhe Institute of Technology, Karlsruhe 76131, Germany · Hunan University, Changsha 410012, China

  15. RoboVAD: A Large Cross-Domain Evaluation Benchmark for Anomaly Detection in Robotic Arm Manipulation Videos

    Sep 15, 2026Alexandru-Bogdan Dura, Sebastian Balmus, Radu Tudor IonescuRobot Manipulation BenchmarksVideo Anomaly Detection

    ICI Bucharest, Romania · University of Bucharest, Romania

  16. Probe-VAD: Ordinal Likelihood Probing for Training-Free Video Anomaly Detection

    Sep 15, 2026Jiawei Gu, Qilin Zhao, Tengkuo Guo +6Video Anomaly DetectionZero-Shot Anomaly Detection

    School of Intelligence Science and Technology, Nanjing University, Suzhou 215163, China · Faculty of Life Science and Medicine, School of Medicine and Health, Harbin Institute of Technology, Harbin 150001, China · School of Instrumentation Science and Engineering, Harbin Institute of Technology, Harbin 150001, China +2

  17. What a gated sensing pipeline never looks at: bandwidth reduction and the misses behind it

    Sep 14, 2026Raghu Venkat, Tricha AnjaliActive PerceptionOnline Anomaly Detection

    Numberz.ai Inc., Alpharetta, GA

  18. ReactVAU: A Slow-Fast Decoupled Framework for Streaming Video Anomaly Understanding

    Sep 7, 2026Chia-Hui Chen, Shih-Ying Yeh, Fu-En Yang +2Streaming Video UnderstandingVideo Anomaly Detection

    National Tsing Hua University, Hsinchu, Taiwan · NVIDIA, Taipei, Taiwan

  19. Federated Binary Gating with Server-Side Vision-Language Inference for Surveillance Anomaly Classification

    Sep 7, 2026Côme-Alexis Puech, Sébastien Thuau, Amira Gran +3Video Anomaly DetectionVideo Surveillance

    esieaLab, ESIEA, Paris, France · ETIS Laboratory, CNRS, UMR8051, CY Cergy Paris University, Paris, France

  20. AnomalyCraft-700K: Component-Level Controllable and Verifiable Synthetic Anomalies for Fine-Grained Video Anomaly Understanding

    Sep 7, 2026Yuzhou Long, Haodong Zhang, Yunpeng Yang +2Synthetic Anomaly GenerationVideo Anomaly Detection

    Northwestern Polytechnical University · Singapore Management University

  21. NOVA: Normal-Side Modeling for Training-Free Zero-Shot Video Anomaly Detection

    Sep 6, 2026Wei-Chih Yin, Yun-Ching Kao, Cheng-Kuan Lin +1Video Anomaly DetectionZero-Shot Anomaly Detection

    Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu, Taiwan

  22. Adaptive Multi-Granularity Temporal Modeling for Weakly Supervised Video Anomaly Detection

    Sep 4, 2026Changyi Li, Yu XiaoVideo Anomaly DetectionWeakly Supervised Video Anomaly Detection

    Aalto University, 02150 Espoo, Finland

  23. Real-Time Video Anomaly Detection Using YOLO Pose Estimation and CLIP-Based Semantic Scoring

    Aug 31, 2026Vanodhya G. Warnasooriya, Amir Hajian, Watchara Ruangsang +1Multimodal Anomaly DetectionVideo Anomaly Detection

    Dept. of Electrical Engineering, Faculty of Engineering, Chulalongkorn University, Bangkok 10330, Thailand · Media Technology Program, King Mongkut’s Univ. of Technology Thonburi, Bangkok 10150, Thailand

  24. SynCrash: A Multi-Stage Pipeline for Zero-Shot Accident Detection and Localization in Traffic Surveillance Video

    Aug 30, 2026Arkya Jyoti Bagchi, Ritul Jangir, Varun RaskarTraffic Accident AnticipationAnomaly Localization

    Indian Institute of Technology Jodhpur, India

  25. Strictly Causal Streaming Video Anomaly Detection with a Theoretically-Grounded State-Space Core

    Aug 25, 2026Yogesh KumarVideo Anomaly DetectionState Space Models

    Indian Institute of Technology Jodhpur, Jodhpur, India

  26. STAIN-FL: Stealthy Targeted Attack Injection with Contextual Triggers in Federated Learning

    Aug 25, 2026Ashlinder Kaur, Purnima Murali Mohan, Zengxiang Li +1Backdoor AttacksBackdoor Attacks in Federated Learning

    Singapore Institute of Technology (SIT) Singapore · SingHealth Duke-NUS AI in Medicine Institute SingHealth AI Office, Singapore

  27. What's the Catch? Evaluating Temporal Consistency in Vision-Language Models

    Aug 24, 2026Marek Hradil, Danae Sánchez VillegasVLM EvaluationTemporal Video Understanding

    University of Copenhagen · The National Center for AI in Society (CAISA)

  28. GuidedFlow: An Attention-Guided Framework for Anomaly Detection in Additive Manufacturing

    Aug 24, 2026Sosmita Paul, Krishna RoyAnomaly LocalizationVideo Anomaly Detection

    New Mexico Institute of Mining and Technology Socorro, NM 87801

  29. Look Inside Each Video: Rethinking How Video Anomaly Detection Is Evaluated

    Aug 22, 2026Inpyo Song, Jangwon LeeVideo Anomaly DetectionAnomaly Localization

    SungKyunKwan University South Korea

  30. A VLM Answer Is Not an Anomaly Score: Rank Compression Across Image and Video Anomaly Detection

    Aug 21, 2026Inpyo Song, Jangwon LeeVideo Anomaly DetectionZero-Shot Anomaly Detection

    SungKyunKwan University South Korea