rdf:type |
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lifeskim:mentions |
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pubmed:dateCreated |
2007-10-23
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pubmed:abstractText |
This paper describes a novel user-guided method for grouping fibers from diffusion tensor MRI tractography into bundles. The method finds fibers, that passing through user-defined ROIs, still fit to the underlying data model given by the diffusion tensor. This is achieved by filtering the data and the ROIs with a kernel derived from a geodesic metric between tensors. A standard approach using binary decisions defining tracts passing through ROIs is critically dependent on ROIs that includes all trace lines of interest. The method described in this paper uses a softer decision mechanism through a kernel which enables grouping of bundles driven less exact, or even single point, ROIs. The method analyzes the responses obtained from the convolution with a kernel function along the fiber with the ROI data. Results in real data shows the feasibility of the approach to fiber bundling.
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pubmed:grant |
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pubmed:commentsCorrections |
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pubmed:language |
eng
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pubmed:journal |
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pubmed:citationSubset |
IM
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pubmed:status |
MEDLINE
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pubmed:issn |
1557-170X
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pubmed:author |
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pubmed:issnType |
Print
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pubmed:volume |
1
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pubmed:owner |
NLM
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pubmed:authorsComplete |
Y
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pubmed:pagination |
2626-9
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pubmed:dateRevised |
2010-12-3
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pubmed:meshHeading |
pubmed-meshheading:17946126-Algorithms,
pubmed-meshheading:17946126-Artificial Intelligence,
pubmed-meshheading:17946126-Diffusion Magnetic Resonance Imaging,
pubmed-meshheading:17946126-Humans,
pubmed-meshheading:17946126-Image Enhancement,
pubmed-meshheading:17946126-Image Interpretation, Computer-Assisted,
pubmed-meshheading:17946126-Imaging, Three-Dimensional,
pubmed-meshheading:17946126-Nerve Fibers,
pubmed-meshheading:17946126-Neural Pathways,
pubmed-meshheading:17946126-Pattern Recognition, Automated,
pubmed-meshheading:17946126-Reproducibility of Results,
pubmed-meshheading:17946126-Sensitivity and Specificity
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pubmed:year |
2006
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pubmed:articleTitle |
A kernel-based approach for user-guided fiber bundling using diffusion tensor data.
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pubmed:affiliation |
Lab. of Math. in Imaging, Brigham & Women's Hosp., Boston, MA, USA. rjosest@bwh.harvard.edu
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pubmed:publicationType |
Journal Article,
Research Support, Non-U.S. Gov't,
Research Support, N.I.H., Extramural
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