• DocumentCode
    3131337
  • Title

    Cellular Wall Segmentation of A. Thaliana Epidermal Tissue in DIC Images

  • Author

    Ochoa, D. ; D´Vylder, J. ; Philips, Wilfried

  • Author_Institution
    Fac. de Ing. en Electr. y Comput., Escuela Super. Politec. del Litoral, Guayaquil, Ecuador
  • fYear
    2012
  • fDate
    7-9 Nov. 2012
  • Firstpage
    219
  • Lastpage
    219
  • Abstract
    In this work, we discuss the problems of automatic segmentation of Arabidopsis thaliana epidermal cell patterning in images captured using a Differential Interference Contrast (DIC) microscope. These images are difficult to analyze due to the non-linear nature of DIC optics. The border of objects appear as a combination of bright and dark shadows with variable thickens and contrast levels. Our segmentation approach exploits prior knowledge on the optical properties of A. thaliana cell walls. A set of matching filters and a scale space line detector are used to generate an enhanced image that shows a single response at the location of cellular walls. To reduce the uncertainty in low contrast cellular walls several images are captured at different orientations. After image fusion, we obtain a single image that can be segmented using well established algorithms. Experiments on a manually annotated DIC image data set demonstrated the effectiveness of the proposed scheme.
  • Keywords
    biology computing; botany; cellular biophysics; edge detection; image enhancement; image fusion; image segmentation; matched filters; optical microscopy; A. Thaliana epidermal tissue; Arabidopsis thaliana epidermal cell patterning; DIC image; DIC microscope; DIC optics of; automatic segmentation; bright shadow; cellular wall location; cellular wall segmentation; contrast level; dark shadow; differential interference contrast microscope; image enhancement; image fusion; low contrast cellular wall; matching filter; object border; optical property; scale space line detector; uncertainty redcution; Abstracts; Detectors; Image segmentation; Matched filters; Uncertainty;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Andean Region International Conference (ANDESCON), 2012 VI
  • Conference_Location
    Cuenca
  • Print_ISBN
    978-1-4673-4427-2
  • Type

    conf

  • DOI
    10.1109/Andescon.2012.67
  • Filename
    6424172