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Using FTOC to track shuttlecock for the badminton robot

机译:使用FTOC跟踪羽毛球机器人的shuttle球

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摘要

Sport video analysis is gaining popularity recently owing to its importance in understanding sports and improving the performance of athletes. In this paper we focus on shuttlecock tracking algorithm. Particularly, a novel fast tracking based on object center (i.e., FTOC) method by fusing heterogeneous cues and AdaBoost algorithm are proposed to improve the tracking performance for a robot. Experimental results show that the proposed FTOC tracking method performs favorably against many other popular tracking approaches, such as TLD, MIL, KCF, DCF_CA, SMAF_CA, KCC, DSN, COKCF, etc., in term of speed, accuracy, and robustness, especially in challenging scenarios such as scale variations and background clutter. We further demonstrate the feasibility of the FTOC algorithm in a real-time ZED binocular camera based 3D shuttlecock tracking system for a robot. (C) 2019 Elsevier B.V. All rights reserved.
机译:由于运动视频分析在理解运动和提高运动员表现方面的重要性,因此最近变得越来越流行。在本文中,我们重点介绍shuttle球跟踪算法。特别地,提出了一种通过融合异类线索和AdaBoost算法的基于对象中心(FTOC)方法的快速跟踪来提高机器人的跟踪性能。实验结果表明,所提出的FTOC跟踪方法在速度,准确性和鲁棒性方面尤其优于TLD,MIL,KCF,DCF_CA,SMAF_CA,KCC,DSN,COKCF等许多其他流行的跟踪方法。在具有挑战性的场景中,例如比例变化和背景混乱。我们进一步展示了在基于实时ZED双目相机的3D羽毛球跟踪系统中,机器人的FTOC算法的可行性。 (C)2019 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2019年第21期|182-196|共15页
  • 作者单位

    Guangdong Univ Technol, Sch Automat, Waihuan Xi Rd 100, Guangzhou, Guangdong, Peoples R China;

    Guangdong Univ Technol, Sch Automat, Waihuan Xi Rd 100, Guangzhou, Guangdong, Peoples R China;

    Guangdong Univ Technol, Sch Automat, Waihuan Xi Rd 100, Guangzhou, Guangdong, Peoples R China;

    Guangdong Univ Technol, Sch Automat, Waihuan Xi Rd 100, Guangzhou, Guangdong, Peoples R China;

    Guangdong Univ Technol, Sch Comp, Waihuan Xi Rd 100, Guangzhou, Guangdong, Peoples R China;

    Univ Illinois, ADSC, Singapore Based Res Ctr, Chicago, IL USA;

    Guangdong Univ Technol, Sch Automat, Waihuan Xi Rd 100, Guangzhou, Guangdong, Peoples R China;

    Natl Univ Singapore, Ind Syst Engn & Management, Singapore, Singapore;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Badminton robot; Tracking-by-detection; FTOC; AdaBoost; ZED binocular camera;

    机译:羽毛球机器人;检测跟踪;FTOC;AdaBoost;ZED双目相机;

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