One-Class Classification

Also known as OCC

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  1. Mapping melliferous tree species in Kenya via one-class classification with hyperspectral unsupervised domain adaptation

    Aug 3, 2026Zhaozhi Luo, Janne Heiskanen, Ilja Vuorinne +6Unsupervised Domain AdaptationTree Species Classification

    Department of Geosciences and Geography, University of Helsinki, P.O. Box 64, 00014 Helsinki, Finland · Institute for Atmospheric and Earth System Research, University of Helsinki, P.O. Box 4, 00014 Helsinki, Finland · Finnish Meteorological Institute, P.O. Box 503, 00101 Helsinki, Finland +3

  2. Deep Convolutional Large-Margin ℓp\ell_p-SVDD for Visual Anomaly Detection

    Jul 24, 2026Alireza Dastmalchi Saei, Shervin Rahimzadeh ArashlooKernel MethodsOne-Class Classification

    Department of Computer Engineering, Bilkent University, 06800 Ankara, Türkiye

  3. μμFlow: Leveraging Average Images for Improving Generalisation of Deepfake Faces Detectors

    Jun 29, 2026Orazio Pontorno, Mattia Litrico, Luca Guarnera +2Deepfake DetectionOne-Class Classification

    University of Catania, Catania, Italy · University of Nottingham, Nottingham, UK

  4. From CVE to CWE: Syscall-Based HIDS Generalisation

    Jun 21, 2026Alexander V. Kozachok, Stanislav G. Vyugov, Shamil G. MagomedovCybersecurityOne-Class Classification

    MIREA – Russian Technological University, Moscow, Russian Federation · Academy of the Federal Guard Service of the Russian Federation, Oryol, Russian Federation

  5. Sequential Minimal Optimization Algorithm for One-Class Support Vector Machines With Privileged Information

    Jun 20, 2026Andrey Lange, Dmitry Smolyakov, Evgeny BurnaevSupport Vector MachinesOne-Class Classification

    Skolkovo Institute of Science and Technology (Skoltech), Moscow 121205, Russia · Federal Research Center ‘‘Computer Science and Control" of Russian Academy of Sciences (FRC CSC RAS), Moscow 119333, Russia · Institute for Information Transmission Problems of Russian Academy of Sciences (IITP RAS), 127994 Moscow, Russia +1

  6. Meta-classification of one-class classification models using ranking correlation and nearest neighbor

    Jun 16, 2026Toshitaka Hayashi, Hamido Fujita, Dalibor Cimr +2ClassificationOne-Class Classification

    aFaculty of Science, University of Hradec Kralove, Hradecká 1285, Hradec Kralove, 50003, Czech Republic · bMalaysia-Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kampung Datuk Keramat, Kuala Lumpur, 54100, Malaysia · cRegional Research Center, Iwate Prefectural University, Sugo 152-52, Takizawa, 020-0693, Iwate, Japan

  7. Decomposing one-class support vector machine into an ensemble of one-data support vector machines

    Jun 14, 2026Toshitaka Hayashi, Dalibor Cimr, Hamido Fujita +1Support Vector MachinesClassification

    Faculty of Science, University of Hradec Kralove, Hradecká 1285, Hradec Kralove, 50003, Czech Republic · Malaysia-Japan International Institute of Technology (MJIIT), Universiti Teknologi Malaysia, Jalan Sultan Yahya Petra, Kampung Datuk Keramat, Kuala Lumpur, 54100, Malaysia · Regional Research Center, Iwate Prefectural University, Sugo 152-52, Takizawa, 020-0693, Iwate, Japan

  8. DRIFT: From Robustness Gaps to Invariance Manifolds for AI-Generated Image Detection

    Jun 5, 2026Abhishek Ameta, Sayan Banerjee, Shreyas Pandith +4Vision Foundation Model AdaptationOne-Class Classification

    Samsung Research Institute, Bangalore, India

  9. VLAConf: Calibrated Task-Success Confidence for Vision-Language-Action Models

    May 28, 2026Dehao Huang, Aoxiang Gu, Chengjie Zhang +5Uncertainty Estimation for VLA ModelsProbability Calibration

    Department of Electronic and Electrical Engineering, Southern University of Science and Technology, Shenzhen, China. · Zhongguancun Academy, Beijing, China · National Cybersecurity Academy, Wuhan University, Wuhan, China.

  10. CAMERA: Adapting to Semantic Camouflage in Unsupervised Text-Attributed Graph Fraud Detection

    May 19, 2026Junjun Pan, Yixin Liu, Yu Zheng +3Text-Attributed Graph LearningUnsupervised Anomaly Detection

    School of Information and Communication Technology, Griffith University, Australia · Department of Computer Science and Information Technology, La Trobe University, Australia

  11. Privacy Policy Enforcement Guardrails for Data-Sensitive Retrieval-Augmented Generation

    May 16, 2026Osama Zafar, Alexander Nemecek, Yiqian Zhang +5Data LeakageRAG Security

    Dept. of Computer and Data Sciences Case Western Reserve University Cleveland, USA

  12. Only Train Once: Uncertainty-Aware One-Class Learning for Face Authenticity Detection

    May 11, 2026Qingchao Jiang, Zhenxuan Hou, Zhiying Zhu +3Image Forgery DetectionDeepfake Detection

    School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, China · College of Computer Science and Artificial Intelligence, Fudan University, Shanghai 200433, China · Institute for Infocomm Research (I2R), Agency for Science, Technology and Research (A*STAR), Singapore

  13. Learning from a single labeled face and a stream of unlabeled data

    Apr 30, 2026Branislav Kveton, Michal ValkoOne-Class ClassificationFace Recognition

    Technicolor Labs Palo Alto, CA · Inria Lille - Nord Europe, team SequeL Lille, France

  14. VAE-Inf: A statistically interpretable generative paradigm for imbalanced classification

    Apr 28, 2026Hongfei Wu, Ruijian Han, Yancheng YuanVariational AutoencodersClass-Imbalanced Learning

    Department of Data Science and Artificial Intelligence The Hong Kong Polytechnic University · Department of Applied Mathematics The Hong Kong Polytechnic University

  15. Towards Modality-Agnostic Medical Image Anomaly Detection: A Training-Free Manifold Refinement Approach

    Apr 21, 2026Pritam Kar, Gouri Lakshmi S, Saptarshi BejMedical Image Anomaly DetectionManifold Learning

    aSchool of Data Science, Indian Institute of Science Education and Research, Thiruvananthapuram, 695551, Kerala, India