Title :
Classification of human actions into dynamics based primitives with application to drawing tasks
Author :
Del Vecchio, D. ; Murray, R.M. ; Perona, P.
Author_Institution :
Division of Engineering and Applied Science, California Institute of Technology, Pasadena, CA 91125
Abstract :
We develop the study of primitives of human motion, which we refer to as movemes. The idea is to understand human motion by decomposing it into a sequence of elementary building blocks that belong to a known alphabet of dynamical systems. How can we construct an alphabet of movemes from human data? In this paper we address this issue by introducing the notion of well-posednes. Using examples from human drawing data, we show that the well-posedness notion can be applied in practice so to establish if sets of actions, viewed as signals in time, can define movemes.
Keywords :
Diamonds; Linear systems; MATLAB; Mathematical model; Shape; Training; Trajectory; Classification; computer experiments; data analysis; parameter estimation;
Conference_Titel :
European Control Conference (ECC), 2003
Conference_Location :
Cambridge, UK
Print_ISBN :
978-3-9524173-7-9