Title :
Three-dimensional gesture comparison using curvature analysis of position and orientation
Author :
Pham, M.T. ; Moreau, R. ; Boulanger, P.
Author_Institution :
Ampere Lab., Univ. de Lyon, Lyon, France
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
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.
Keywords :
biomechanics; medical signal processing; obstetrics; surgery; Dynamic Time Warping method; Frenet-Serret frames; active 3D sensors; curvature analysis; forceps blade placements; obstetrics; sensor orientation; sensor position; surgical tool; three-dimensional gesture comparison; Blades; Correlation; Performance analysis; Quaternions; Surgery; Three dimensional displays; Trajectory; Algorithms; Female; Gestures; Humans; Obstetrical Forceps; Obstetrics; Pregnancy; Space Perception;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5627632