Title :
Robust Rigid Head Motion Estimation Based on Differential Evolution
Author :
Weissenfeld, Axel ; Urfalioglu, Onay ; Liu, Kang ; Ostermann, Joern
Author_Institution :
Inst. fur Informationsverarbeitung, Hannover Univ.
Abstract :
In this paper we present a system to robustly estimate the 3D position of a human head. Before the face model is positioned in the initial frame, it is adapted to the 3D scan of the tracked human head. Head tracking is achieved by minimizing a robust cost function with a stochastic optimization algorithm called differential evolution. This approach enables the estimation of large motions between consecutive frames. Furthermore, the algorithm can even handle a large number of outliers e.g. caused by occlusion and still estimate the precise position
Keywords :
biological organs; minimisation; motion estimation; stochastic processes; tracking; 3D scan; differential evolution; head motion estimation; head tracking model; stochastic optimization algorithm; Cost function; Face; Facial animation; Humans; Image motion analysis; Magnetic heads; Motion estimation; Optical filters; Robustness; Stochastic processes;
Conference_Titel :
Multimedia and Expo, 2006 IEEE International Conference on
Conference_Location :
Toronto, Ont.
Print_ISBN :
1-4244-0366-7
Electronic_ISBN :
1-4244-0367-7
DOI :
10.1109/ICME.2006.262423