Object Detection Uncertainty Estimation

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8 papers1 paper in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

  1. Beyond Proposals: Region-Consistent Open-Set Object Detection

    Nov 2, 2026Jiehui Tang, Yunlong Yu, Zhao Wang +1Object Detection Uncertainty EstimationObject Detection

    College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, 310027 China · Ningbo Innovation Center, Zhejiang University, Ningbo, China · Department of Automation, Tsinghua University, Beijing 100084

  2. Open-Vocabulary Models and Label Propagation for Uncertainty-aware Pseudo-Labeling of Object Detection Datasets

    Oct 21, 2026Jonathan Klees, Timo Heller, Matthias RottmannObject Detection Uncertainty EstimationPseudo-Labeling

    Institute of Computer Science, Osnabrück University · Department of Mathematics, University of Wuppertal

  3. Ev-YOLO: Uncertainty-Aware Object Detection via a Unified Evidential Formulation

    Sep 21, 2026Simon Barbarit-Gaboriau, Hind Laghmara, Rémi Boutteau +1Object Detection Uncertainty EstimationEvidential Deep Learning

    LITIS - STI, INSA Rouen Normandie · LITIS - STI · LITIS, LITIS - STI

  4. Evidential Deep Learning for Multi-Modal Anti-UAV Detection

    Sep 1, 2026Dmitry Golovchits, Seyed Sahand Mohammadi Ziabari, Ali Mohammed Mansoor AlsahagMultimodal Sensor FusionEvidential Deep Learning

    University of Amsterdam Amsterdam, The Netherlands

  5. Instance-Level Post Hoc Uncertainty Quantification in Object Detection

    Jun 3, 2026Chongzhe Zhang, Zifan Zeng, Qunli Zhang +2Object Detection Uncertainty EstimationUncertainty Quantification

    RAMS Lab, Huawei Heisenberg Research Center, Munich, Germany · Technische Universität Berlin, Berlin, Germany · Technische Universität München, Munich, Germany

  6. Probabilistic Object Detection with Conformal Prediction

    May 8, 2026Christopher Ries, Moussa Kassem Sbeyti, Nicolas Bianco +1Object Detection Uncertainty EstimationAutonomous Driving Perception

    Karlsruhe Institute of Technology (KIT), Karlsruhe, Germany

  7. Monte Carlo Stochastic Depth for Uncertainty Estimation in Deep Learning

    Apr 14, 2026Adam T. Müller, Tobias Rögelein, Nicolaj C. StacheObject Detection Uncertainty EstimationUncertainty Quantification

    Heilbronn University of Applied Sciences, Germany

  8. GroupEnsemble: Efficient Uncertainty Estimation for DETR-based Object Detection

    Mar 2, 2026Yutong Yang, Katarina Popović, Julian Wiederer +3Object Detection Uncertainty EstimationUncertainty Quantification

    Mercedes-Benz AG, Germany · University of Stuttgart, Germany · Friedrich-Alexander University Erlangen-Nuremberg, Germany