Computer aid to diagnostic in ?epilepsy and ?Alzheimer''s disease
Год выпуска: 2010
Автор: Simon Duchesne
Издательство: LAP Lambert Academic Publishing
Страниц: 244
ISBN: 9783838332505
Описание Computer ?aided diagnosis ?in? neuroimaging must? rely ?on? advanced ?image processing ?techniques to? detect? and? quantify subtle ?signal ?changes that? may ?be surrogate? indicators ?of ?disease ?state. This? book? proposes ?two? such? novel methodologies? that? are? both ?based on? large? volumes? of? interest, are? data? driven,? and make use of ?cross-sectional scans? scans:? appearance-based? classification? (ABC)? and? voxel-based classification ?(VBC). The? concept ?of? appearance? in? ABC represents? the? union? of? intensity and? shape information ?extracted ?from? magnetic resonance ?images? (MRI).? The? classification method? relies? on? a? linear ?modeling of appearance? features? via? principal ?components analysis, ?and? comparison of? the? distribution ?projection ?coordinates ?for ?the populations ?under? study? within? a ?reference multidimensional ?appearance eigenspace. Classification ?is ?achieved? using? forward, stepwise? linear ?discriminant analyses,?in... |
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