ClimbAX:攀岩爱好者技能评估

C. Ladha, Nils Y. Hammerla, P. Olivier, T. Plötz
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引用次数: 122

摘要

近年来,攀岩运动越来越受欢迎。攀岩需要一套复杂的技能来成功和安全的锻炼。虽然优秀的登山者会接受专家的密集指导来完善这一技能,但这种进步方法对业余爱好者来说是不可行的。我们已经开发了ClimbAX——一个攀岩表现分析系统,旨在复制专家评估,因此代表了向攀岩爱好者自动指导系统迈出的第一步。通过一个基于可穿戴传感平台的加速度计,捕捉登山者的运动。自动分析程序检测攀爬过程和动作,形成后续性能评估的基础。评估参数来源于体育科学文献,包括:力量、控制力、稳定性、速度。在一个大型案例研究中,53名登山者在竞争环境下对ClimbAX进行了评估。我们报告了预测分数和官方比赛结果之间的强相关性,这证明了我们的自动技能评估系统的有效性。
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ClimbAX: skill assessment for climbing enthusiasts
In recent years the sport of climbing has seen consistent increase in popularity. Climbing requires a complex skill set for successful and safe exercising. While elite climbers receive intensive expert coaching to refine this skill set, this progression approach is not viable for the amateur population. We have developed ClimbAX - a climbing performance analysis system that aims for replicating expert assessments and thus represents a first step towards an automatic coaching system for climbing enthusiasts. Through an accelerometer based wearable sensing platform, climber's movements are captured. An automatic analysis procedure detects climbing sessions and moves, which form the basis for subsequent performance assessment. The assessment parameters are derived from sports science literature and include: power, control, stability, speed. ClimbAX was evaluated in a large case study with 53 climbers under competition settings. We report a strong correlation between predicted scores and official competition results, which demonstrate the effectiveness of our automatic skill assessment system.
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