A. Guimond et al., Three-dimensional multimodal brain warping using the demons algorithm and adaptive intensity corrections, IEEE MED IM, 20(1), 2001, pp. 58-69
Citations number
24
Categorie Soggetti
Radiology ,Nuclear Medicine & Imaging","Eletrical & Eletronics Engineeing
This paper presents an original method for three-dimensional elastic regist
ration of multimodal images. We propose to make use of a scheme that iterat
es between correcting for intensity differences between images and performi
ng standard monomodal registration. The care of our contribution resides in
providing a method that finds the transformation that maps the intensities
of one image to those of another, It makes the assumption that there are a
t most two functional dependencies between the intensities of structures pr
esent in the images to register, and relies on robust estimation techniques
to evaluate these functions. We provide results showing successful registr
ation between several imaging modalities involving segmentations, T1 magnet
ic resonance (MR), T2 MR, proton density (PD) MR and computed tomography (C
T), We also argue that our intensity modeling mag be more appropriate than
mutual information (MI) in the contest of evaluating high-dimensional defor
mations, as it puts more constraints on the parameters to be estimated and,
thus, permits a better search of the parameter space.