DocumentCode :
261097
Title :
Medical image tracking of fluorescent cells using Otsu model
Author :
Radhikala, P. ; Thiyagarajan, G.
Author_Institution :
P.B. Coll. of Eng., Sriperumbudur, India
fYear :
2014
fDate :
27-28 Feb. 2014
Firstpage :
1
Lastpage :
5
Abstract :
A computer-aided diagnosis [CAD] system are proposed to segmenting and tracking of fluorescent cells in time-lapse series. We proposed tracking scheme involves two steps. First, coherence-enhancing diffusion filtering is applied on each frame to reduce the amount of noise. Second, the cell boundaries are detected by minimizing the Otsu model in the fast level setlike frameworks, while obtaining smooth contours of foreground objects. Otsu model behaves well in segmenting images of low signal-to-noise ratio. But it gives satisfactory results only when the numbers of pixels in each class are close to each other. Otherwise, it gives the improper results. Experimental results show that the proposed method performs better than the traditional Otsu model for our renal biopsy samples. Finally the tracked cells are demonstrated on time-lapse series of prostate cancer cells. The system, which was tested using a variety of cells, achieved tracking cell images is both fast and robust.
Keywords :
cellular biophysics; filtering theory; image segmentation; medical image processing; patient diagnosis; CAD system; Otsu model; cell boundaries; coherence-enhancing diffusion filtering; computer-aided diagnosis; fluorescent cell segmentation; fluorescent cell tracking; fluorescent cells; image segmentation; medical image tracking; prostate cancer cells; renal biopsy samples; signal-to-noise ratio; time-lapse series; Computational modeling; Educational institutions; Image segmentation; Level set; Lungs; Tracking; Trajectory; Cell Tracking; Fluorescence Microscopy; Image Processing; Image Segmentation; Level set framework;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Communication and Embedded Systems (ICICES), 2014 International Conference on
Conference_Location :
Chennai
Print_ISBN :
978-1-4799-3835-3
Type :
conf
DOI :
10.1109/ICICES.2014.7033983
Filename :
7033983
Link To Document :
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