DocumentCode :
2304485
Title :
Application of Fast-Marching method on mammograms for breast skin-line estimation
Author :
Yapa, R.D. ; Harada, Koichi
Author_Institution :
Grad. Sch. of Eng., Hiroshima Univ., Higashi-Hiroshima
fYear :
2007
fDate :
9-11 Aug. 2007
Firstpage :
59
Lastpage :
62
Abstract :
Breast skin-line estimation and breast segmentation from its background is an important pre-process in mammogram image processing and computer-aided diagnosis of breast cancer. Ultimate goal of this pre-processing task is to recognize the breast tissue region on a mammogram and limit the area to be processed into a specific target region. This will increase the efficiency and accuracy of computer-aided diagnosis of breast cancer using mammograms. Also, the Fast-Marching is a method developed by J.A. Sethian. Fast-marching is a partial differential equation based numerical technique to track evolution of interfaces. This method has a higher potential of handling topological changes of evolving fronts naturally. In this paper we are discussing possibility of using fast-marching method for estimating breast skin-line and segmenting breast tissue region from its background. We have introduced some modifications to the traditional fast-marching method, specifically to improve the accuracy of skin-line estimation and breast tissue segmentation. In this experiment we have used 30 mammogram images from mini-MIAS mammogram image database to evaluate the results.
Keywords :
biological tissues; image segmentation; mammography; medical image processing; partial differential equations; breast cancer; breast segmentation; breast skin-line estimation; breast tissue; computer-aided diagnosis; fast-marching method; mammogram image processing; mammograms; numerical technique; partial differential equation; Application software; Breast cancer; Breast tissue; Computer aided diagnosis; Image databases; Image processing; Image segmentation; Partial differential equations; Target recognition; Target tracking;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial and Information Systems, 2007. ICIIS 2007. International Conference on
Conference_Location :
Penadeniya
Print_ISBN :
978-1-4244-1151-1
Electronic_ISBN :
978-1-4244-1152-8
Type :
conf
DOI :
10.1109/ICIINFS.2007.4579148
Filename :
4579148
Link To Document :
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