NONLINEAR MOTION ESTIMATION USING THE SUPERCOUPLING APPROACH

Citation
M. Bober et al., NONLINEAR MOTION ESTIMATION USING THE SUPERCOUPLING APPROACH, IEEE transactions on pattern analysis and machine intelligence, 20(5), 1998, pp. 550-555
Citations number
11
Categorie Soggetti
Computer Science Artificial Intelligence","Computer Science Artificial Intelligence","Engineering, Eletrical & Electronic
ISSN journal
01628828
Volume
20
Issue
5
Year of publication
1998
Pages
550 - 555
Database
ISI
SICI code
0162-8828(1998)20:5<550:NMEUTS>2.0.ZU;2-D
Abstract
This paper presents the application of a very efficient multiresolutio n transformation, which is related to the renormalization group approa ch of physics, to the problem of motion segmentation. The proposed app roach is much faster and yields much better results than the full reso lution approach. The problem is formulated as one of global optimizati on where a cost function is constructed to combine the information obt ained by various processors as well as the constraints we impose to th e problem. The cost function is optimized using the supercoupling mult iresolution approach.