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
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.