Title :
NON-UNIFORM SMOOTHING IN HIPPOCAMPUS-SPECIFIC GROUP FMRI ANALYSIS
Author :
Yushkevich, Paul A. ; Detre, John A. ; Gee, James C.
Author_Institution :
Dept. of Radiol., Pennsylvania Univ., Philadelphia, PA
Abstract :
A framework for generating group-level statistical maps of functional activation in the hippocampus is presented. It aims to maximize the sensitivity and specificity of hippocampal maps by using a deformable model to normalize the hippocampus across subjects and by using a non-uniform smoothing strategy to reduce the confounding effects of extrahippocampal activation. Results of applying this framework with different smoothing parameters are presented in the context of a visual scene encoding study. The significance reported by the method in the hippocampus at low levels of smoothing is greater than when whole-brain analysis is used, while at higher levels of smoothing, whole-brain analysis detects clusters of equally high significance around the hippocampus, but not directly in the hippocampus.
Keywords :
biomedical MRI; brain; medical signal processing; smoothing methods; fMRI analysis; hippocampus-specific group; whole-brain analysis; Deformable models; Hippocampus; Image analysis; Image segmentation; Kernel; Magnetic resonance imaging; Radiology; Smoothing methods; Solid modeling; Testing;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2007. ISBI 2007. 4th IEEE International Symposium on
Conference_Location :
Arlington, VA
Print_ISBN :
1-4244-0672-2
Electronic_ISBN :
1-4244-0672-2
DOI :
10.1109/ISBI.2007.356878