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http://dx.doi.org/10.9708/jksci/2012.17.10.035

Complex Cell Image Segmentation via Structural Feature Information  

Kim, Seong-Gon (Department of Computer Engineering, Catholic Uni. of Pusan)
Abstract
We propose a new marker driven Watershed algorithm for automated segmentation of clustered cell from microscopy image with less over segmentation. The Watershed Transform is able to segment extremely complex objects which are highly touched and overlapped each other. The success of the Watershed Transform depends essentially on the finding markers for each of the objects of interest. For extracting of markers positioning around center of each cell we used radial symmetry and iterative voting algorithms. With synthetic and real images, we quantitatively demonstrate the performance of our method and achieved better results than the other compared methods.
Keywords
Watershed Algorithms; Radial Symmetry; Iterative Voting; Marker;
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  • Reference
1 Jierong Cheng and Jagath C.Rajapakse, "Segmentation of Clustered Nuclei With Shape Markers and Marking Function", IEEE Transaction on Biomedical Engineering, 56(3), pp. 741-748, March 2009.   DOI   ScienceOn
2 Mohammad Ibrahim Khan, Muhammad Kamal Hossen and Md.Sabbir Ali, "Cell Segmentation from Cellular Image", Global Journal of Computer Science and Technology,10(13), pp. 55-60, October 2010.
3 Qing Yang, Bahram Parvin, "Perceptual Organization of Radial Symmetries," IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp. 320-325, 2004.
4 M. Kass, A. Witkin, and D.Terzopoulos, "Snakes: active contour models",Int. J. Computer Vision, vol. 1, pp. 321-331, 1987.
5 이승태, 한영준, 한헌수, "컬러 분산 에너지를 이용한 확장 스네이크 알고리즘", 한국컴퓨터정보학회 논문집, 제 14권 10호, pp. 83-92, 2009.
6 R. Malladi, J. A. Sethian, and B. C. Vemuri, "Shape modelling with front propagation", IEEE Trans. Pattern Anal. Machine Intell., 17, 1995.
7 J. A. Sethian, "Level Set Methods and Fast Marching Methods", Cambridge University Press, 1999.
8 L. Vincent and P. Soille, "Watersheds in digital spaces: an efficient algorithm based on immersion simulations", IEEE Transactions on Pattern Analysis and Machine Intelligence, 13(6):583-598, 1991.   DOI   ScienceOn