DocumentCode
2501667
Title
Generalized regional disorder-sensitive-weighting scheme for 3D neuroimaging retrieval
Author
Liu, Sidong ; Cai, Weidong ; Wen, Lingfeng ; Eberl, Stefan ; Fulham, Michael J. ; Feng, David Dagan
Author_Institution
Biomed. & Multimedia Inf. Technol. (BMIT) Res. Group, Univ. of Sydney, Sydney, NSW, Australia
fYear
2011
fDate
Aug. 30 2011-Sept. 3 2011
Firstpage
7009
Lastpage
7012
Abstract
3D functional neuroimaging is used in the diagnosis and management of neurological disorders. The efficient management and analysis of these large imaging datasets has prompted research in the field of content-based image retrieval. In this context, our generalized regional disorder-sensitive-weighting (DSW) scheme gives greater weight to brain regions affected by the diseases than regions that are relatively spared. We used two DSW matrices; one matrix is based on the occurrence maps that highlight abnormal functional regions; the other is based on the regional Fisher discriminant ratio. Our results suggest that our DSW matrices enhance neuroimaging data retrieval and provide a flexible weighting solution for the clinical analysis of different types of neurological disorders.
Keywords
brain; content-based retrieval; data analysis; diseases; image retrieval; medical disorders; medical image processing; neurophysiology; 3D functional neuroimaging; 3D neuroimaging retrieval; DSW matrix; Fisher discriminant ratio; brain regions; clinical analysis; content-based image retrieval; diseases; generalized regional disorder-sensitive-weighting scheme; imaging datasets; neuroimaging data retrieval; neurological disorders; Educational institutions; Feature extraction; Neuroimaging; Pathology; Positron emission tomography; Three dimensional displays; Vectors; Algorithms; Alzheimer Disease; Brain; Brain Mapping; Case-Control Studies; Dementia; Diagnostic Imaging; Humans; Image Processing, Computer-Assisted; Imaging, Three-Dimensional; Lewy Body Disease; Models, Statistical; Nervous System Diseases; Positron-Emission Tomography; Programming Languages; Reproducibility of Results; Software;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location
Boston, MA
ISSN
1557-170X
Print_ISBN
978-1-4244-4121-1
Electronic_ISBN
1557-170X
Type
conf
DOI
10.1109/IEMBS.2011.6091772
Filename
6091772
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