Title :
K-confidence: Assessing uncertainty in tractography using K optimal paths
Author :
Brown, Colin J. ; Booth, Brian G. ; Hamarneh, Ghassan
Author_Institution :
Med. Image Anal. Lab., Simon Fraser Univ., Burnaby, BC, Canada
Abstract :
Tractography algorithms are susceptible to errors due to poor image quality. As a result, having some measure of confidence in the anatomical accuracy of a tractography result is a desirable goal. We propose that such a measure of confidence can be obtained from the spatial distribution of likely paths between two fixed endpoints. We present for the first time a k optimal paths tractography algorithm for determining the k most likely fiber tract trajectories between two fixed regions. We further examine the spatial spread of the k optimal fiber paths to obtain a measure of confidence that two regions are connected by an axonal fiber. We show on both synthetic and real data that the uniformity of the spread of the k optimal paths shows good correspondence with anatomically known connectivity.
Keywords :
biomedical MRI; medical image processing; statistical analysis; axonal fiber; image quality; k optimal fiber path trajectory; k optimal path tractography algorithm; k-confidence measure; magnetic resonance imaging; real data; spatial distribution; synthetic data; uncertainty assessment; Biomedical imaging; Biomedical measurement; Joining processes; Magnetic resonance imaging; Trajectory; Uncertainty; Diffusion MRI; Tractography; Uncertainty; k Optimal Paths;
Conference_Titel :
Biomedical Imaging (ISBI), 2013 IEEE 10th International Symposium on
Conference_Location :
San Francisco, CA
Print_ISBN :
978-1-4673-6456-0
DOI :
10.1109/ISBI.2013.6556459