• 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