Title :
Using occlusions to aid position estimation for visual motion capture
Author :
Ringer, Maurice ; Drummond, Tom ; Lasenby, Joan
Author_Institution :
Dept. of Eng., Cambridge Univ., UK
Abstract :
A new method for estimating the pose of a person in a marker-based visual motion capture system is presented. In such systems, certain markers are not detected at each time frame due to occlusion by the subject. It is proposed to estimate the person´s pose subject to the constraint that non-detected markers remain occluded and that detected markers remain visible. In this paper, the complete posterior PDF for the person´s pose is developed using the constraints mentioned above, as is a least squares solution for determining its maximum. It is shown that the new technique is able to correctly estimate a variety of poses in which many marker occlusions occur and in which typical motion capture systems fail.
Keywords :
image sequences; least squares approximations; motion estimation; video signal processing; least squares solution; marker-based visual motion capture system; occlusions; pose estimation; position estimation; posterior PDF; Cameras; Feature extraction; Image edge detection; Least squares methods; Motion detection; Motion estimation; Motion measurement; Position measurement; State estimation; Video sequences;
Conference_Titel :
Computer Vision and Pattern Recognition, 2001. CVPR 2001. Proceedings of the 2001 IEEE Computer Society Conference on
Print_ISBN :
0-7695-1272-0
DOI :
10.1109/CVPR.2001.990998