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 :
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