DocumentCode
2265218
Title
3D model-based marker-less human motion tracking in cluttered environment
Author
Gagalowicz, Andre ; Quah, Chee Kwang
Author_Institution
INRIA, Le Chesnay, France
fYear
2009
fDate
Sept. 27 2009-Oct. 4 2009
Firstpage
1042
Lastpage
1049
Abstract
We propose a novel 3D model-based framework for tracking 3D human motion in cluttered environment through an animatable 3D geometrical human model that resembles the subject, and which is textured with its real appearance color. Our computation synthesizes the 3D posture that minimizes the difference between the image of the synthesized movement and the real image via a numerical minimization kernel. The ill-posed problems in existing methods that heavily rely on standard image segmentation such as the background subtraction are overcome with our approach. Also in order to produce better 3D geometrical model for tracking, we proposed a three-filter set for large improvements on surface distortions of a low-cost human reconstruction method. Our results demonstrate that our method is able to cope with clutters and occlusions.
Keywords
computer animation; filtering theory; geometry; image colour analysis; image motion analysis; image reconstruction; image segmentation; image texture; optical tracking; solid modelling; 3D model-based markerless human motion tracking; 3D posture; animatable 3D geometrical human model; background subtraction; cluttered environment; image segmentation; image texture; low-cost human reconstruction; numerical minimization kernel; real appearance color; surface distortion; three-filter set; Animation; Biological system modeling; Cameras; Humans; Image segmentation; Kinematics; Performance analysis; Solid modeling; Surveillance; Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision Workshops (ICCV Workshops), 2009 IEEE 12th International Conference on
Conference_Location
Kyoto
Print_ISBN
978-1-4244-4442-7
Electronic_ISBN
978-1-4244-4441-0
Type
conf
DOI
10.1109/ICCVW.2009.5457589
Filename
5457589
Link To Document