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Performance monitoring and evaluation in dance teaching with mobile sensing technology

机译:移动传感技术在舞蹈教学中的绩效监控与评估

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摘要

One of the most important jobs of dance teacher is to detect and estimate the performances of the students during their practices, including confirming the completion of the moves in and out of class as well as evaluating the performance. However, it would be a heavy burden for teachers who do it by themselves, and traditional assist of video techniques is quite expensive and inconvenient for ordinary learners. Therefore, in this paper, we apply sensors within the smart phone to follow the performance of dance trainers and estimate the correctness of motion gesture and rhythm management by measuring the similarity between the motion data of trainers and the standard data with a dynamic time warping based algorithm. And we propose an automatic grading system to assess users' performances, including the comprehensive evaluation grade as well as the rhythm situation in each part. We apply our solution in the real world practice and compare its results with those that given by experts. According to the results of our experiments, this scheme is able to judge the dancing practice quite accurately and is accepted and confirmed by teachers and experts in dance field. Hopefully, it will be extended to other sports fields as well, such as aerobics and yoga.
机译:舞蹈老师最重要的工作之一就是在练习过程中检测并评估学生的表现,包括确认上课和下课的动作是否完成以及评估表现。但是,这对于独自完成任务的老师来说将是沉重的负担,而视频技术的传统辅助方法对于普通学习者而言是非常昂贵且不便的。因此,在本文中,我们将智能手机中的传感器应用于舞蹈训练者的表现,并通过基于动态时间扭曲的方法测量训练者的运动数据与标准数据之间的相似性,来估计运动姿势和节奏管理的正确性算法。并且,我们提出了一种自动评分系统来评估用户的表现,包括综合评估等级以及每个部分的节奏情况。我们将解决方案应用于现实世界中,并将其结果与专家给出的结果进行比较。根据我们的实验结果,该方案能够相当准确地判断舞蹈练习,并得到了舞蹈界老师和专家的认可和确认。希望它将扩展到其他运动领域,例如健美操和瑜伽。

著录项

  • 来源
    《Personal and Ubiquitous Computing》 |2014年第8期|1929-1939|共11页
  • 作者单位

    College of Information Science and Technology, Beijing Normal University, Beijing, China,Computer Teaching and Research Section, Capital University of Physical Education and Sports, Beijing, China;

    College of Information Science and Technology, Beijing Normal University, Beijing, China;

    College of Information Science and Technology, Beijing Normal University, Beijing, China;

    College of Information Science and Technology, Beijing Normal University, Beijing, China;

    Beijing Key Laboratory of IOT Information Security Technology, Institute of Information Engineering, CAS, Beijing, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Human motion analysis; Dance evaluation; Mobile health; Smart phone; Dynamic time warping;

    机译:人体运动分析;舞蹈评估;移动健康;手机;动态时间扭曲;
  • 入库时间 2022-08-17 13:18:45

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