Title :
An integrated method for breast mass segmentation in digitized mammograms
Author :
Zhang, Ming ; Chai, Yingying ; Wang, Jianzhong
Author_Institution :
Sch. of Comput. Sci. & Inf. Technol., Northeast Normal Univ., Changchun, China
Abstract :
Breast mass segmentation is often required as a significant step for monitoring and quantifying breast cancer. In this paper, we present an efficient approach for breast mass segmentation. The proposed method is composed of two steps. Firstly, the marker controlled watershed algorithm is applied to mammograms as an initial segmentation. Then, the contour line obtained by watershed is regarded as the initial curve and a level set evolution without re-initialization is utilized for the further segmentation. This integrated approach yields a robust and precise segmentation. The effectiveness of the proposed approach is validated using extensive experiments on the MIAS and DDSM databases.
Keywords :
image segmentation; mammography; medical image processing; visual databases; MIAS-DDSM databases; breast mass segmentation; contour line; digitized mammograms; marker controlled watershed algorithm; monitoring; Databases; Image segmentation; Breast mass segmentation; Level set evolution without reinitialization; Mammograms; Marker controlled watershed;
Conference_Titel :
Advanced Computer Control (ICACC), 2011 3rd International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-8809-4
Electronic_ISBN :
978-1-4244-8810-0
DOI :
10.1109/ICACC.2011.6016400