Title :
Groupwise fMRI registration using multi-range functional connectivity patterns
Author :
Jiang, Di ; Jiang, Tianzi ; Fan, Yong
Author_Institution :
Dept. of Math., Zhejiang Univ., Hangzhou, China
Abstract :
The inter-subject alignment is an important precursor to improve consistency across subjects for statistical group analysis in functional magnetic resonance imaging (fMRI) studies. To overcome the limitations of existing techniques and further improve inter-subject functional consistency, we propose a novel image registration method for fMRI data based on features of multi-range functional connectivity patterns. To simultaneously align fMRI data of a group of subjects, we also develop a groupwise registration scheme similar to the congealing technique. Experimental results based on simulated fMRI data have demonstrated that our method can achieve superior performance over existing fMRI image registration methods. Experiment results on real resting-state fMRI data have indicated that the proposed method can statistically significantly improve functional consistency across subjects.
Keywords :
biomedical MRI; image registration; medical image processing; statistical analysis; congealing technique; functional magnetic resonance imaging; groupwise fMRI registration; groupwise registration scheme; image registration method; intersubject alignment; intersubject functional consistency; multi-range functional connectivity patterns; statistical group analysis; Correlation; Estimation; Feature extraction; Image registration; Kernel; Probability distribution; Robustness; congealing groupwise registration; fMRI registration; functional connectivity;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235922