Title :
Flux-based 3D segmentation of keratin intermediate filaments in confocal laser scanning microscopy
Author :
Herberich, G. ; Friedrich, A. ; Aach, T. ; Windoffer, R. ; Leube, R.E.
Author_Institution :
Inst. of Imaging & Comput. Vision, RWTH Aachen Univ., Aachen, Germany
Abstract :
We propose an optimally oriented flux-based method for the 3D segmentation of keratin intermediate filaments (KFs) in images acquired using fluorescence confocal laser scanning microscopy (CLSM). KFs are elastic cables forming a complex scaffolding within epithelial cells that is involved in many basic cell functions. Segmentation of KFs to generate a graph representation of the KF network therefore is a key component for analyzing the KFs´ dynamic and biomechanical properties. Our segmentation method follows the principle of line enhancement, thresholding and centerline extraction to yield a one-voxel-wide centerline as result. The method is quantitatively evaluated using synthetic data generated by simulating the imaging process in CLSM. It is compared to segmentation results achieved with well-known vesselness measures. The results show that despite limited image quality in CLSM a high degree of precision is achieved.
Keywords :
biological tissues; biomechanics; biomedical measurement; biomedical optical imaging; fluorescence; image segmentation; laser applications in medicine; medical image processing; neurophysiology; optical microscopy; 3D segmentation; KF network; biomechanical properties; fluorescence confocal laser scanning microscopy; flux-based 3D segmentation; keratin intermediate filaments; line enhancement principle; one-voxel-wide centerline; optimally oriented flux-based method; vesselness measurement; Accuracy; Euclidean distance; Image segmentation; Microscopy; Noise; Spatial resolution; Confocal Laser Scanning Microscopy; Cytoskeleton; Fluorescence Microscopy; Flux; Segmentation;
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
Print_ISBN :
978-1-4577-1857-1
DOI :
10.1109/ISBI.2012.6235510