An evaluation of contrast enhancement techniques for mammographic breast masses

被引:68
作者
Singh, S [1 ]
Bovis, K
机构
[1] Univ Exeter, Dept Comp Sci, Exeter EX4 4QF, Devon, England
[2] MET Off, Exeter EX1 3PB, Devon, England
来源
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE | 2005年 / 9卷 / 01期
关键词
active contour models; contrast enhancement; mammograms; quantitative measures;
D O I
10.1109/TITB.2004.837851
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The main aim of this paper is to propose a novel set of metrics that measure the quality of the image enhancement of mammographic images in a computer-aided detection framework aimed at automatically finding masses using machine learning techniques. Our methodology includes a novel mechanism for the combination of the metrics proposed into a single quantitative measure. We have evaluated our methodology on 200 images from the publicly available digital database for screening mammograms. We show that the quantitative measures help us select the best suited image enhancement on a per mammogram basis, which improves the quality of subsequent image segmentation much better than using the same enhancement method for all mammograms.
引用
收藏
页码:109 / 119
页数:11
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