• DocumentCode
    3340396
  • Title

    3D neurological image retrieval with localized pathology-centric CMRGlc patterns

  • Author

    Cai, Weidong ; Liu, Sidong ; Wen, Lingfeng ; Eberl, Stefan ; Fulham, Michael J. ; Feng, Dagan

  • Author_Institution
    Biomed. & Multimedia Inf. Technol. (BMIT) Res. Group, Univ. of Sydney, Sydney, NSW, Australia
  • fYear
    2010
  • fDate
    26-29 Sept. 2010
  • Firstpage
    3201
  • Lastpage
    3204
  • Abstract
    Functional neuroimaging has an important role in non-invasive diagnosis of neurodegenerative disorders. There are now large volumes of imaging data generated by functional imaging technologies and so there is a need to efficiently manage and retrieve these data. In this paper, we propose a new scheme for efficient 3D content-based neurological image retrieval. 3D pathology-centric masks were adaptively designed and applied for extracting CMRGlc (cerebral metabolic rate of glucose consumption) texture features with volumetric co-occurrence matrices from neurological FDG PET images. Our results, using 93 clinical dementia studies, show that our approach offers a robust and efficient retrieval mechanism for relevant clinical cases and provides advantages in image data analysis and management.
  • Keywords
    brain; data analysis; diseases; feature extraction; image retrieval; image texture; medical image processing; neurophysiology; positron emission tomography; 3D content-based neurological image retrieval; 3D pathology-centric mask; cerebral metabolic rate of glucose consumption; functional neuroimaging; image data analysis; image data management; localized pathology-centric CMRGLC pattern; neurodegenerative disorder; neurological FDG PET image; noninvasive diagnosis; positron emission tomography; texture feature extraction; volumetric co-occurrence matrices; Dementia; Feature extraction; Image retrieval; Phase change materials; Positron emission tomography; Three dimensional displays; 3D neurological image; brain PET image; dementia; image retrieval; localized retrieval;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2010 17th IEEE International Conference on
  • Conference_Location
    Hong Kong
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-7992-4
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2010.5651869
  • Filename
    5651869