A measurement setup for the 3D validation of fingertip deformation models

Felix von Drigalski, A. Ikeda, T. Ogasawara, T. Asfour
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Abstract

Deformable models of the human fingertip are commonly validated by evaluating a finger's silhouette when charged with a line load. To validate models, it would be desirable to measure 3D data of the fingertip at a high frequency. This paper proposes the use of a stereo camera setup to measure the 3D surface of the fingertip's side. The setup offers a theoretical depth resolution of 0.17 mm at a frame rate above 100 Hz. A feature point matching algorithm incorporating scene knowledge is implemented to obtain 3D points to which a paraboloid surface is fitted. Precision is compared with reference to a LIDAR sensor and experiments applying normal and tangential force to the fingertip recorded with a 6-DOF force sensor setup. The results imply that state-of-the-art feature-based algorithms are insufficient or unsuited to match the fingertip surface reliably. Further approaches are proposed to improve robustness.
一种用于指尖变形模型三维验证的测量装置
人类指尖的可变形模型通常通过评估手指的轮廓来验证,当受到线载荷时。为了验证模型,需要在高频下测量指尖的3D数据。本文提出了使用立体相机装置来测量指尖侧面的三维表面。在100 Hz以上的帧率下,该设置提供了0.17 mm的理论深度分辨率。实现了一种结合场景知识的特征点匹配算法,以获得拟合抛物面的三维点。参考激光雷达传感器和6自由度力传感器装置记录的指尖法向力和切向力实验,对精度进行了比较。结果表明,最先进的基于特征的算法不足以或不适合可靠地匹配指尖表面。提出了进一步提高鲁棒性的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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