Integrated wavelets for enhancement of microcalcifications in digital mammography

被引:69
作者
Heinlein, P [1 ]
Drexl, J
Schneider, W
机构
[1] Tech Univ Munich, Zentrum Math, D-8000 Munich, Germany
[2] IMAGETOOL Digitale Bildverarbeitung GmbH, D-12489 Berlin, Germany
关键词
digital mammography; enhancement; integrated wavelets; microcalcification;
D O I
10.1109/TMI.2003.809632
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper presents a new algorithm for enhancement of microcalcifications in mammograms. The main novelty is the application of techniques we have developed for construction of filterbanks derived from the continuous wavelet transform. These discrete wavelet decompositions, called integrated wavelets, are optimally designed for enhancement of multiscale structures in images. Furthermore, we use a model based approach to refine existing methods for general enhancement of mammograms resulting in a more specific enhancement of microcalcifications. We present results of our method and compare them with known algorithms. Finally, we want to indicate how these techniques can also be applied to the detection of microcalcifications. Our algorithm was positively evaluated in a clinical study. It has been implemented in a mammography workstation designed for soft-copy reading of digital mammograms developed by IMAGETOOL, Germany.
引用
收藏
页码:402 / 413
页数:12
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