Title :
Online motion detection in high angular resolution diffusion imaging
Author :
Caruyer, Emmanuel ; Aganj, Iman ; Lenglet, Christophe ; Sapiro, Guillermo ; Deriche, Rachid
Author_Institution :
Athena Project-Team, INRIA Sophia Antipolis - Mediterranee, Sophia Antipolis, France
fDate :
March 30 2011-April 2 2011
Abstract :
The orientation distribution function (ODF) can be reconstructed online incrementally from diffusion-weighted MRI with a Kalman filtering framework. This online reconstruction can provide real-time feedback to the practitioner, especially appreciated for long acquisition protocols typical in Q-ball imaging. On top of the Kalman filter, we propose a method to evaluate online the reconstruction accuracy of the estimated ODF in constant solid angle. In addition, monitoring the residuals of the Kalman filter, we design, based on statistical tests, two algorithms for online detection of subject motion. The proposed techniques, tested on real and synthetic data under various experimental conditions, can detect rotation by angle less than 3°.
Keywords :
Kalman filters; biomedical MRI; image reconstruction; image resolution; medical image processing; motion estimation; motion measurement; Kalman filter; ODF; Q-ball imaging; acquisition protocols; diffusion-weighted MRI; high angular resolution diffusion imaging; motion detection; orientation distribution function; statistical tests; Q-ball imaging (qbi); error propagation; motion estimation; online model estimation; orientation distribution function (odf);
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2011.5872458