An adaptive wavelet-based method for mammographic image enhancement

被引:3
|
作者
Sakellaropoulos, P [1 ]
Costaridou, L [1 ]
Panayiotakis, G [1 ]
机构
[1] Univ Patras, Sch Med, Dept Phys Med, Patras 26500, Greece
关键词
D O I
10.1109/ICDSP.2002.1027916
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper presents a method for mammographic image denoising and contrast enhancement based on an overcomplete dyadic wavelet transform. The method is aimed at improving the performance of a previous method as well as minimizing user input. The method is based on local non-linear modification of multiscale gradient magnitudes provided by the wavelet transform. Denoising is accomplished by adaptive soft-thresholding and contrast enhancement by a local non-linear gain operator (clipped local range transformation). The processed mammogram is derived by reconstruction from the modified wavelet coefficients. To demonstrate the operation of the algorithm a simulated mammographic phantom with added noise is used. Results of processing a real mammogram are also presented, indicating the potential value of the presented method.
引用
收藏
页码:453 / 456
页数:4
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