FREQUENCY-BASED NONRIGID MOTION ANALYSIS - APPLICATION TO 4-DIMENSIONAL MEDICAL IMAGES

Authors
Citation
C. Nastar et N. Ayache, FREQUENCY-BASED NONRIGID MOTION ANALYSIS - APPLICATION TO 4-DIMENSIONAL MEDICAL IMAGES, IEEE transactions on pattern analysis and machine intelligence, 18(11), 1996, pp. 1067-1079
Citations number
48
Categorie Soggetti
Computer Sciences","Computer Science Artificial Intelligence","Engineering, Eletrical & Electronic
ISSN journal
01628828
Volume
18
Issue
11
Year of publication
1996
Pages
1067 - 1079
Database
ISI
SICI code
0162-8828(1996)18:11<1067:FNMA-A>2.0.ZU;2-Z
Abstract
We present a method for nonrigid motion analysis in time sequences of volume images (4D data). In this method, nonrigid motion of the deform ing object contour is dynamically approximated by a physically-based d eformable surface. In order to reduce the number of parameters describ ing the deformation, we make use of a modal analysis which provides a spatial smoothing of the surface. The deformation spectrum, which outl ines the main excited modes, can be efficiently used for deformation c omparison. Fourier analysis on time signals of the main deformation sp ectrum components provides a temporal smoothing of the data. Thus a co mplex nonrigid deformation is described by only a few parameters: the main excited modes and the main Fourier harmonics. Therefore, 4D data can be analyzed in a very concise manner. The power and robustness of the approach is illustrated by various results on medical data. We bel ieve that our method has important applications in automatic diagnosis of heart diseases and in motion compression.