Pham M T, Moreau R, Boulanger P
Ampere lab., INSA-Lyon, Université de Lyon, F-69621, France.
Annu Int Conf IEEE Eng Med Biol Soc. 2010;2010:6345-8. doi: 10.1109/IEMBS.2010.5627632.
This paper describes a new analysis method dedicated to the comparison of human gestures. The orientations and the positions of the gestures are first digitized using active 3D sensors and then compared to a 6-D template using curvature analysis. The proposed algorithm first starts by computing the invariant curvature of 3D position and orientation of a surgical tool using Frenet-Serret frames in 3D and quaternion space. The resulting curvature calculation is matched and compared to the template using a Dynamic Time Warping method. The proposed method is invariant to sensor position and orientation. An experimental study shows the efficiency of the new algorithm for an application in obstetrics, where the aim is to compare forceps blade placements between a senior medical doctor and a novice.
本文描述了一种专门用于比较人类手势的新分析方法。首先使用有源3D传感器对手势的方向和位置进行数字化,然后使用曲率分析将其与6维模板进行比较。所提出的算法首先通过在3D和四元数空间中使用弗伦内-塞雷公式计算手术工具的3D位置和方向的不变曲率来开始。所得的曲率计算结果使用动态时间规整方法与模板进行匹配和比较。所提出的方法对传感器的位置和方向具有不变性。一项实验研究表明了该新算法在产科应用中的有效性,其目的是比较资深医生和新手之间的产钳刀片放置情况。