Chair of Performance Analysis and Sports Informatics, Technical University Munich, Munich, Germany.
PLoS One. 2018 Jul 23;13(7):e0199519. doi: 10.1371/journal.pone.0199519. eCollection 2018.
The purpose of this study was to assess the measurement accuracy of the most commonly used tracking technologies in professional team sports (i.e., semi-automatic multiple-camera video technology (VID), radar-based local positioning system (LPS), and global positioning system (GPS)). The position, speed, acceleration and distance measures of each technology were compared against simultaneously recorded measures of a reference system (VICON motion capture system) and quantified by means of the root mean square error RMSE. Fourteen male soccer players (age: 17.4±0.4 years, height: 178.6±4.2 cm, body mass: 70.2±6.2 kg) playing for the U19 Bundesliga team FC Augsburg participated in the study. The test battery comprised a sport-specific course, shuttle runs, and small sided games on an outdoor soccer field. The validity of fundamental spatiotemporal tracking data differed significantly between all tested technologies. In particular, LPS showed higher validity for measuring an athlete's position (23±7 cm) than both VID (56±16 cm) and GPS (96±49 cm). Considering errors of instantaneous speed measures, GPS (0.28±0.07 m⋅s-1) and LPS (0.25±0.06 m⋅s-1) achieved significantly lower error values than VID (0.41±0.08 m⋅s-1). Equivalent accuracy differences were found for instant acceleration values (GPS: 0.67±0.21 m⋅s-2, LPS: 0.68±0.14 m⋅s-2, VID: 0.91±0.19 m⋅s-2). During small-sided games, lowest deviations from reference measures have been found in the total distance category, with errors ranging from 2.2% (GPS) to 2.7% (VID) and 4.0% (LPS). All technologies had in common that the magnitude of the error increased as the speed of the tracking object increased. Especially in performance indicators that might have a high impact on practical decisions, such as distance covered with high speed, we found >40% deviations from the reference system for each of the technologies. Overall, our results revealed significant between-system differences in the validity of tracking data, implying that any comparison of results using different tracking technologies should be done with caution.
本研究旨在评估在职业团队运动中最常用的跟踪技术(即半自动多摄像机视频技术(VID)、基于雷达的局部定位系统(LPS)和全球定位系统(GPS))的测量精度。通过均方根误差(RMSE)将每种技术的位置、速度、加速度和距离测量值与同时记录的参考系统(VICON 运动捕捉系统)的测量值进行比较。14 名年龄为 17.4±0.4 岁、身高为 178.6±4.2cm、体重为 70.2±6.2kg 的男性足球运动员参加了本研究,他们均为奥格斯堡 U19 德甲球队的成员。测试组合包括特定于运动的课程、穿梭跑和户外足球场的小型团体比赛。所有测试技术的基本时空跟踪数据的有效性差异均具有统计学意义。特别是,LPS 在测量运动员位置(23±7cm)方面的有效性明显高于 VID(56±16cm)和 GPS(96±49cm)。考虑到瞬时速度测量值的误差,GPS(0.28±0.07m⋅s-1)和 LPS(0.25±0.06m⋅s-1)的误差值明显低于 VID(0.41±0.08m⋅s-1)。在瞬时加速度值方面也发现了等效的精度差异(GPS:0.67±0.21m⋅s-2,LPS:0.68±0.14m⋅s-2,VID:0.91±0.19m⋅s-2)。在小型团体比赛中,从参考测量值中发现总距离类别的偏差最小,误差范围从 GPS 的 2.2%(GPS)到 VID 的 2.7%(GPS)和 LPS 的 4.0%(GPS)。所有技术都有一个共同点,即跟踪对象的速度增加,误差也随之增加。特别是在可能对实际决策产生重大影响的性能指标(如高速奔跑的距离)中,我们发现每种技术的参考系统的偏差均超过 40%。总的来说,我们的研究结果表明,跟踪数据的有效性存在显著的系统间差异,这意味着使用不同跟踪技术进行的任何结果比较都应谨慎进行。