IEEE J Biomed Health Inform. 2020 Nov;24(11):3285-3294. doi: 10.1109/JBHI.2020.2989722. Epub 2020 Nov 4.
There are a lack of quantitative measures for clinically assessing upper limb function. Conventional biomechanical performance measures are restricted to specialist labs due to hardware cost and complexity, while the resulting measurements require specialists for analysis. Depth cameras are low cost and portable systems that can track surrogate joint positions. However, these motions may not be biologically consistent, which can result in noisy, inaccurate movements. This paper introduces a rigid body modelling method to enforce biological feasibility of the recovered motions. This method is evaluated on an existing depth camera assessment: the reachable workspace (RW) measure for assessing gross shoulder function. As a rigid body model is used, position estimates of new proximal targets can be added, resulting in a proximal function (PF) measure for assessing a subject's ability to touch specific body landmarks. The accuracy, and repeatability of these measures is assessed on ten asymptomatic subjects, with and without rigid body constraints. This analysis is performed both on a low-cost depth camera system and a gold-standard active motion capture system. The addition of rigid body constraints was found to improve accuracy and concordance of the depth camera system, particularly in lateral reaching movements. Both RW and PF measures were found to be feasible candidates for clinical assessment, with future analysis needed to determine their ability to detect changes within specific patient populations.
临床上评估上肢功能缺乏定量测量方法。由于硬件成本和复杂性,传统的生物力学性能测量方法仅限于专业实验室,而由此产生的测量结果需要专家进行分析。深度相机是一种低成本、便携式的系统,可以跟踪替代关节位置。然而,这些运动可能不符合生物学规律,从而导致运动噪声大、不准确。本文提出了一种刚体建模方法,以强制恢复运动的生物可行性。该方法在现有的深度相机评估中进行了评估:可达工作空间(RW)测量用于评估肩部的总体功能。由于使用了刚体模型,因此可以添加新的近端目标的位置估计值,从而得出近端功能(PF)测量值,用于评估受试者触摸特定身体标志的能力。在十名无症状受试者中评估了这些测量方法的准确性和可重复性,包括有无刚体约束。在低成本深度相机系统和黄金标准主动运动捕捉系统上进行了此分析。发现添加刚体约束可提高深度相机系统的准确性和一致性,尤其是在横向伸展运动中。RW 和 PF 测量都被认为是临床评估的可行候选方法,需要进一步分析以确定它们在特定患者群体中检测变化的能力。