Title :
Bilateral Filtering of fMRI Data
Author :
Rydell, Joakim ; Knutsson, Hans ; Borga, Magnus
Author_Institution :
Dept. of Biomed. Eng., Linkoping Univ., Linkoping
Abstract :
We present a class of adaptive filtering techniques of functional magnetic resonance imaging (fMRI) data related to bilateral filtering. This class of methods average activities in consistent regions rather than regions that maximize correlation with a BOLD model. Similarity measures based on signal similarity and anatomical similarity are discussed and compared experimentally to standard linear low pass filtering. It is demonstrated that adaptive filtering provides improved detection of activated regions.
Keywords :
adaptive filters; biomedical MRI; medical image processing; nonlinear filters; BOLD model; adaptive filtering technique; anatomical similarity; bilateral filtering; biomedical image processing; functional MRI; functional magnetic resonance imaging; nonlinear filters; signal similarity; Adaptive filters; Digital filters; Filtering; Low pass filters; Magnetic field measurement; Magnetic resonance imaging; Magnetic separation; Nonlinear filters; Shape; Spatial resolution; Biomedical image processing; magnetic resonance imaging; nonlinear filters;
Journal_Title :
Selected Topics in Signal Processing, IEEE Journal of
DOI :
10.1109/JSTSP.2008.2007826