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首页> 外文期刊>International Journal of Advanced Robotic Systems >Golf video tracking based on recognition with HOG and spatial-temporal vector
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Golf video tracking based on recognition with HOG and spatial-temporal vector

机译:基于猪和空间 - 时空向量识别的高尔夫视频跟踪

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摘要

The hand and club movements contain golfer's swing information, which can be obtained to provide good visualization to be shared on Internet and be summarized in golf studying. In this article, a hand and club tracking framework based on recognition with a complex descriptor combining histograms of oriented gradients and spatial-temporal vector is proposed to obtain their movement trajectories in golf video. After the hand and club are recognized in initial windows defined by the body region, a boosted classifier trained by the proposed descriptor is utilized for recognition and tracking in a searching window predicted by trajectory fitting with previous four object positions. Experiments show that the boosted classifier can have a precision and recall rate both better than 97%, and the hand and club tracking are basically correct in our testing videos.
机译:手和俱乐部运动包含高尔夫球手的挥杆信息,可以获得可以在互联网上共享的良好可视化,并在高尔夫学习中总结。 在本文中,提出了一种基于与复杂描述符组合定向梯度和空间 - 时空向量的直方图的识别的手和俱乐部跟踪框架,以获得高尔夫视频的运动轨迹。 在由身体区域定义的初始窗口中识别手和俱乐部之后,由所提出的描述符训练的升级分类器用于识别和跟踪通过先前四个对象位置预测的轨迹拟合预测的搜索窗口。 实验表明,增压分类器可以具有比97%更好的精度和召回率,并且手和俱乐部跟踪在我们的测试视频中基本正确。

著录项

  • 来源
  • 作者单位

    Beijing Informat Sci &

    Technol Univ Beijing Key Lab Optoelect Measurement Technol 12 Qinghe Xiaoying East Rd Beijing 100192 Peoples R China;

    Beijing Informat Sci &

    Technol Univ Beijing Key Lab Optoelect Measurement Technol 12 Qinghe Xiaoying East Rd Beijing 100192 Peoples R China;

    Beijing Informat Sci &

    Technol Univ Beijing Key Lab Optoelect Measurement Technol 12 Qinghe Xiaoying East Rd Beijing 100192 Peoples R China;

    Beijing Informat Sci &

    Technol Univ Beijing Key Lab Optoelect Measurement Technol 12 Qinghe Xiaoying East Rd Beijing 100192 Peoples R China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 机器人技术 ;
  • 关键词

    Tracking; object recognition; trajectory prediction; golf; HOG;

    机译:跟踪;对象识别;轨迹预测;高尔夫;猪;

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