DocumentCode :
481734
Title :
Image Completion for Overlapping Chromosomes
Author :
Zhou, Xiuzhuang ; Lu, Yao ; Yan, Ziye
Author_Institution :
Sch. of Comput. Sci., Beijing Inst. of Technol., Beijing
Volume :
1
fYear :
2008
fDate :
19-20 Dec. 2008
Firstpage :
413
Lastpage :
417
Abstract :
In this paper, we proposed a novel approach to image completion for overlapping chromosomes. In our system, only given missing regions, the task can be performed automatically without human intervention. We address the problem of image completion for overlapping chromosomes in the context of a discrete global optimization problem. In order to reconstruct the original chromosome image as faithfully as possible, the objective cost function of this problem is defined under constraint conditions of band patterns in chromosomes image, and corresponds to the energy of a discrete Markov random fields. For efficiently optimizing this MRF, a loopy Belief Propagation algorithm is utilized to perform it. Experiment results on input overlapping chromosomes images are presented, which demonstrate the effectiveness of our approach.
Keywords :
Markov processes; belief networks; cellular biophysics; image processing; medical image processing; optimisation; discrete Markov random fields; discrete global optimization problem; image completion; loopy belief propagation algorithm; objective cost function; overlapping chromosomes; Belief propagation; Biological cells; Computational intelligence; Conferences; Cost function; Humans; Image reconstruction; Image segmentation; Markov random fields; Skeleton; Belief propagation; Chromosome; Image completion; Markov random fields;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Industrial Application, 2008. PACIIA '08. Pacific-Asia Workshop on
Conference_Location :
Wuhan
Print_ISBN :
978-0-7695-3490-9
Type :
conf
DOI :
10.1109/PACIIA.2008.271
Filename :
4756593
Link To Document :
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