Microcalcification detection using combination of wavelet transform and morphology

被引:0
|
作者
Song, Lixin [1 ,2 ]
Wang, Qi [1 ]
Gao, Jie [2 ]
机构
[1] Harbin Inst Technol, Dept Automat Measurement & Control, Harbin 150001, Peoples R China
[2] Harbin Univ Sci & Technol, Harbin 150001, Peoples R China
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we present a novel approach to detect microcalcifications (MCCs) in the mammograms. Microcalcification has approximately a size of several pixels in diameter on early cancer mammograms and has low contrast. So it is difficult to detection the microcalcifications. The essential idea of propose approach is to apply morphological and wavelet transform to locate the microcalcifications in digital mammograms. The presented method overcome higher true positive rate (TPR) but higher false positive (FP) problem by using single wavelet transform or morphology. The experiment results show the presented method has higher TPR and reducing FP obviously. Using the mammogram data form the Mammographic Image Analysis Society (MIAS) database the TPR is 80.2% at the cost of average 2.5 false microcalcifications per region of interest (ROI).
引用
收藏
页码:2506 / +
页数:2
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