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Quantitative underwater 3D motion analysis using submerged video cameras: accuracy analysis and trajectory reconstruction

机译:使用水下摄像机进行水下3D运动定量分析:精度分析和轨迹重建

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In this study we aim at investigating the applicability of underwater 3D motion capture based on submerged video cameras in terms of 3D accuracy analysis and trajectory reconstruction. Static points with classical direct linear transform (DLT) solution, a moving wand with bundle adjustment and a moving 2D plate with Zhang's method were considered for camera calibration. As an example of the final application, we reconstructed the hand motion trajectories in different swimming styles and qualitatively compared this with Maglischo's model. Four highly trained male swimmers performed butterfly, breaststroke and freestyle tasks. The middle fingertip trajectories of both hands in the underwater phase were considered. The accuracy (mean absolute error) of the two calibration approaches (wand: 0.96 mm - 2D plate: 0.73 mm) was comparable to out of water results and highly superior to the classical DLT results (9.74 mm). Among all the swimmers, the hands' trajectories of the expert swimmer in the style were almost symmetric and in good agreement with Maglischo's model. The kinematic results highlight symmetry or asymmetry between the two hand sides, intra- and inter-subject variability in terms of the motion patterns and agreement or disagreement with the model. The two outcomes, calibration results and trajectory reconstruction, both move towards the quantitative 3D underwater motion analysis.
机译:在这项研究中,我们旨在研究基于水下摄像机的水下3D运动捕捉在3D精度分析和轨迹重建方面的适用性。考虑使用经典直接线性变换(DLT)解决方案的静态点,具有束调整的移动棒和采用Zhang方法的移动2D板进行相机校准。作为最终应用的一个示例,我们重构了不同游泳风格的手部运动轨迹,并将其与Maglischo模型定性地进行了比较。四名训练有素的男性游泳者完成了蝶泳,蛙泳和自由泳的任务。考虑了在水下相中的两只手的中指轨迹。两种校准方法(希望:0.96 mm-2D平板:0.73 mm)的准确性(平均绝对误差)与水外结果相当,并且大大优于经典DLT结果(9.74 mm)。在所有游泳运动员中,专家游泳运动员的手部轨迹几乎是对称的,并且与Maglischo的模型非常吻合。运动学结果突出了两只手侧之间的对称性或不对称性,就运动模式而言,受试者内部和受试者之间的变异性以及与模型的一致或不一致。校准结果和轨迹重建这两个结果都趋向于定量3D水下运动分析。

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