Computer-aided diagnosis of breast cancer in digital mammograms

被引:3
|
作者
Singh, Laxman [1 ]
Jaffery, Zainul Abdin [2 ]
机构
[1] Noida Inst Engn & Technol, Dept Elect & Commun Engn, Greater Noida 201306, India
[2] Jamia Millia Islamia, Dept Elect Engn, New Delhi 110025, India
关键词
breast cancer; mammograms; artificial neural network; principal component analysis;
D O I
10.1504/IJBET.2018.094125
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Breast cancer continues to be a major health problem in the world. Detection of breast cancer at an early stage can reduce the mortality rate in women. Calcifications and masses are treated as the early sign of breast cancer. However, it is difficult to distinguish mass regions from surrounding tissues due to their low contrast and ambiguous margins and their classification is even more challenging. This paper presents a computer-aided diagnosis (CAD) system to classify the masses into benign and malignant using artificial neural network (ANN). The gray level and texture features are used as an input to the ANN. The proposed system achieved the sensitivity of 92.6% and specificity of 93.3% with a classification accuracy of 92.9%.
引用
收藏
页码:233 / 246
页数:14
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