DEVELOPMENT OF A REAL-TIME AUTOMATED WRESTLING MATCH ANALYSIS SYSTEM BASED ON YOLO26X-POSE AND ATHLETE RE-IDENTIFICATION

Authors

DOI:

https://doi.org/10.62931/2959-6335_2026_1_60

Keywords:

intelligent system, wrestling, computer vision, pose estimation, re-identification, finite-state machine, real-time analytics.

Abstract

. In this work a real-time wrestling match analysis system built on the YOLO26x-Pose detector is described. The system runs four modules in sequence: two-dimensional pose estimation for both wrestlers; appearance-based re-identification (ReID) using MobileNetV3-Small embeddings with Hungarian assignment and three-speed exponential moving average (EMA) updates; a heuristic finite-state machine (FSM) that assigns one of five match states: SEPARATION, CLINCH, TAKEDOWN_ATTEMPT, PAR_TERRE, DANGER from skeletal geometry; and a homography-based top-down minimap. The ReID module includes an entanglement-aware EMA freeze, anchor-drift protection, per-zone passivity timing, and per-frame CSV logging. On a standard GPU, without any wearable sensors, the system achieves a mean Identity Preservation Rate (IPR) of 90.1%, FSM accuracy of 85.0%, and 27.7 FPS throughput.

Author Biographies

  • Damir Tassybayev*, Astana IT University

    Tassybayev Damir – master’s student, Machine Learning Developer, Astana IT University / SIC «Industry 4.0», Astana, Republic of Kazakhstan.

    e-mail: tassybayev.kostanay@gmail.com

  • Odiljon Dadabayev , Research Institute of Physical Culture and Sport under the Sports Academy of the Republic of Uzbekistan

    Dadabayev Odiljon – researcher, Research Institute of Physical Culture and Sport under the Sports Academy of the Republic of Uzbekistan, Tashkent, Republic of Uzbekistan.

    e-mail: o.dadabaev70@mail.ru

  • Valentin Savitskii , Directorate for Sports Development of the Ministry of Tourism and Sports of the Republic of Kazakhstan

    Savitskii Valentin – master’s degree, Performance Hub, Directorate for Sports Development of the Ministry of Tourism and Sports of the Republic of Kazakhstan, Astana, Republic of Kazakhstan

    e-mail: sergeevich84@mail.ru

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Published

2026-03-30

Issue

Section

Physical Education and Sports

How to Cite

DEVELOPMENT OF A REAL-TIME AUTOMATED WRESTLING MATCH ANALYSIS SYSTEM BASED ON YOLO26X-POSE AND ATHLETE RE-IDENTIFICATION. (2026). Sport Science Research, 6(1). https://doi.org/10.62931/2959-6335_2026_1_60

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