DocumentCode
2958342
Title
Physically-based motion models for 3D tracking: A convex formulation
Author
Salzmann, Mathieu ; Urtasun, Raquel
Author_Institution
TTI-Chicago, Chicago, IL, USA
fYear
2011
fDate
6-13 Nov. 2011
Firstpage
2064
Lastpage
2071
Abstract
In this paper, we propose a physically-based dynamical model for tracking. Our model relies on Newton´s second law of motion, which governs any real-world dynamical system. As a consequence, it can be generally applied to very different tracking problems. Furthermore, since the equations describing Newton´s second law are simple linear equalities, they can be incorporated in any tracking framework at very little cost. Leveraging this lets us introduce a convex formulation of 3D tracking from monocular images. We demonstrate the strengths of our approach on various types of motion, such as billiards and acrobatics.
Keywords
convex programming; image motion analysis; linear matrix inequalities; object tracking; 3D tracking framework; Newton second law of motion; convex formulation; linear equalities; monocular images; physically-based motion model; real-world dynamical system; Computational modeling; Gravity; Humans; Markov processes; Mathematical model; Three dimensional displays; Tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision (ICCV), 2011 IEEE International Conference on
Conference_Location
Barcelona
ISSN
1550-5499
Print_ISBN
978-1-4577-1101-5
Type
conf
DOI
10.1109/ICCV.2011.6126480
Filename
6126480
Link To Document