Title :
Robust statistical registration of 3D ultrasound images using texture information
Author :
François, Rousseau ; Fablet, Ronan ; Barillot, Christian
Author_Institution :
IRISA, Rennes I Univ., France
Abstract :
A new registration method for ultrasound volumes relying on on a statistical texture-based similarity measure is investigated. Texture information is given by spatial Gabor filters and represented by statistical kernel-based distributions. The registration similarity measure is then defined as a probabilistic distance, derived from Bhattacharyya coefficient, between two statistical distributions. Given this similarity measure, parametric ultrasound image registration is stated as a robust minimization issue. We also exploit frequency properties of spatial Gabor filters to propose a multiresolution approach to perform this minimization. We provide a preliminary evaluation of the new registration technique on clinical data.
Keywords :
biomedical ultrasonics; feature extraction; image registration; spatial filters; 3D ultrasound image registration; Bhattacharyya coefficient; feature extraction; kernel-based distributions; probabilistic distance; spatial Gabor filters; texture information; Biomedical imaging; Brain; Frequency; Gabor filters; Image registration; Image segmentation; Robustness; Statistical distributions; Ultrasonic imaging; Ultrasonic variables measurement;
Conference_Titel :
Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
Print_ISBN :
0-7803-7750-8
DOI :
10.1109/ICIP.2003.1247028