• DocumentCode
    3379852
  • Title

    PCA, DWT based fusion as Band Expansion for Blind Source Separation in magnetic resonance images

  • Author

    Kaustubh, Vartak ; Kamathe, R.S. ; Joshi, K.R.

  • Author_Institution
    BE (ENTC), MCOE, Pune, India
  • fYear
    2011
  • fDate
    21-22 July 2011
  • Firstpage
    581
  • Lastpage
    586
  • Abstract
    This report describes work done on Principal Component Analysis (PCA) and Discrete Wavelet Transform (DWT) based Image Fusion techniques for additional band generation of Brain MR Images and their Blind Source Separation. A technique widely adopted for source separation is Independent Component Analysis (ICA). One of the issues that have been overlooked and not investigated is lack of MR Images to be used to unmix signal sources of interest. Two new methods for generating more images were tried and their impact on the soft tissue contrast were recorded. This paper introduces PCA & DWT based image fusion techniques to generate an additional new set of images from the original MR images. These newly generated images are then combined with the original MR images to provide sufficient MR images for ICA analysis.
  • Keywords
    biological tissues; biomedical MRI; blind source separation; brain; discrete wavelet transforms; medical image processing; principal component analysis; DWT; ICA analysis; PCA; band expansion; blind source separation; brain MR image; discrete wavelet transform; image fusion; magnetic resonance image; principal component analysis; signal source unmixing; soft tissue contrast; Discrete wavelet transforms; Image fusion; Magnetic resonance imaging; Principal component analysis; Source separation; Blind Source Separation; Discrete Wavelet Transform; Image Analysis; Image Fusion; Image Processing; Independent Component Analysis; Latent Variable Analysis; Magnetic Resonance Imaging; Medical Diagnosis; Principal Component Analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing, Communication, Computing and Networking Technologies (ICSCCN), 2011 International Conference on
  • Conference_Location
    Thuckafay
  • Print_ISBN
    978-1-61284-654-5
  • Type

    conf

  • DOI
    10.1109/ICSCCN.2011.6024618
  • Filename
    6024618