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
Link To Document :
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