Computer aided detection of clustered microcalcifications in digitized mammograms using Gabor functions

被引:11
作者
Catanzariti, E [1 ]
Ciminello, M [1 ]
Prevete, R [1 ]
机构
[1] Univ Naples Federico II, Dept Phys Sci, Naples, Italy
来源
12TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS | 2003年
关键词
D O I
10.1109/ICIAP.2003.1234061
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a multiresolution approach to the computer aided detection of clustered microcalcifications in digitized mammograms based on Gabor elementary functions. A bank of Gabor functions with varying spatial extent and tuned to different spatial frequencies is used for the extraction of microcalcifications characteristics. Classification is performed by an Artificial Neural Network with supervised learning. First results show that most microcalcifications, isolated or clustered, are detected by our algorithm with a 95% value both for sensibility and specificity as measured on a test data set.
引用
收藏
页码:266 / 270
页数:5
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