• DocumentCode
    2503351
  • Title

    Regularized Nonnegative Matrix Factorization for autofluorescence removal in fluorescence optical imaging

  • Author

    Montcuquet, Anne-Sophie ; Herve, Lionel ; Navarro, Fabrice ; Dinten, Jean-Marc ; Mars, Jérôme I.

  • Author_Institution
    LETI, CEA, Grenoble, France
  • fYear
    2011
  • fDate
    28-30 June 2011
  • Firstpage
    113
  • Lastpage
    116
  • Abstract
    Fluorescence imaging in diffusive media locates cancers thanks to injected fluorescent markers specific to the tumors. The region of interest is illuminated with red light and the emitted back fluorescence is analyzed to locate the fluorescence sources. To detect accurately the markers signal and be able to explore thick media (breast, prostate), autofluores-cence emitted by biological tissues has to be removed. We propose a spectroscopic approach, based on Non-negative Matrix Factorization (NMF) method, and present interest of regularized NMF algorithms on unmixing results. In vivo autofluorescence removal and tumor detection enhancement results on mice will be presented.
  • Keywords
    biomedical optical imaging; cancer; fluorescence; tumours; autofluorescence removal; breast; cancer; diffusive media; fluorescence optical imaging; prostate; regularized nonnegative matrix factorization; tumor; Breast; Cost function; Fluorescence; In vivo; Mice; Optical imaging; Tumors; Fluorescence spectroscopy; autofluores-cence; positive source separation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Statistical Signal Processing Workshop (SSP), 2011 IEEE
  • Conference_Location
    Nice
  • ISSN
    pending
  • Print_ISBN
    978-1-4577-0569-4
  • Type

    conf

  • DOI
    10.1109/SSP.2011.5967634
  • Filename
    5967634