DocumentCode
1180683
Title
Harmonic cut and regularized centroid transform for localization of subcellular structures
Author
Yang, Qing ; Parvin, Bahram
Author_Institution
Imaging & Informatics Group, Lawrence Berkeley Nat. Lab., CA, USA
Volume
50
Issue
4
fYear
2003
fDate
4/1/2003 12:00:00 AM
Firstpage
469
Lastpage
475
Abstract
Two novel computational techniques, harmonic cut and regularized centroid transform, are developed for segmentation of cells and their corresponding substructures observed with an epi-fluorescence microscope. Harmonic cut detects small regions that correspond to small subcellular structures. These regions also affect the accuracy of the overall segmentation. They are detected, removed, and interpolated to ensure continuity within each region. We show that interpolation within each region (subcellular compartment) is equivalent to solving the Laplace equation on a multi-connected domain with irregular boundaries. The second technique, referred to as the regularized centroid transform, aims to separate touching compartments. This is achieved by adopting a quadratic model for the shape of the object and relaxing it for final segmentation.
Keywords
Laplace equations; biological techniques; biology computing; cellular biophysics; fluorescence; image segmentation; interpolation; optical microscopy; CCD noise; Laplace equation; cells; computational techniques; epi-fluorescence microscope; harmonic cut; interpolation; irregular boundaries; multi-connected domain; quadratic model; random noise; regularized centroid transform; segmentation; small subcellular structures; speckle noise; subcellular compartment; subcellular structure localization; touching compartments; Biological system modeling; Cells (biology); Image edge detection; Image segmentation; Interpolation; Microscopy; Noise shaping; Shape; Speckle; Working environment noise; Algorithms; Cells; Image Enhancement; Image Interpretation, Computer-Assisted; Microscopy, Confocal; Microscopy, Fluorescence; Pattern Recognition, Automated;
fLanguage
English
Journal_Title
Biomedical Engineering, IEEE Transactions on
Publisher
ieee
ISSN
0018-9294
Type
jour
DOI
10.1109/TBME.2003.809493
Filename
1193780
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