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
fDate :
Aug. 30 2011-Sept. 3 2011
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;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091772