DocumentCode :
1925074
Title :
BICAD: Breast image computer aided diagnosis for standard BIRADS 1 and 2 in calcifications
Author :
Lopez-Melendez, Elizabeth ; -Rodríguez, Eduardo Tepichin ; Lopez-Olazagastí, Estela ; Sanchez-Rinza, Barbara ; Tepichin-Rodriguez, E.
Author_Institution :
Fac. de Cienc. de la Comput., Benemerita Univ. Autonoma de Puebla, San Manuel, Mexico
fYear :
2012
fDate :
27-29 Feb. 2012
Firstpage :
190
Lastpage :
195
Abstract :
The Breast Imaging Reporting and Data System (BIRADS) was developed by the American College of Radiologists as a standard of comparison for rating mammograms and breast ultrasound images. It sets up a classification for the Level of Suspicion (LOS) of the possibility of a breast cancer. In this paper we present an automated image analyzing system that finds calcifications based on the standard BIRADS 1 and 2. For our goal, we studied the digital mammography database in DICOM format provided by the Department of Radiology of the Hospital Universitario de Puebla. We used The Difference of Gaussian (DOG) filter to find edges of the forms of the different calcifications and a back-propagation Artificial Neural Network (ANN) for the pattern recognition of the BIRADS 1 and 2 cases. This method allowed us to automate the segmentation of the calcifications with a low computational cost. We achieved the pattern recognition with a high level of sensitivity of 0.9629 and specificity of 0.9920.
Keywords :
backpropagation; biological organs; cancer; filtering theory; gynaecology; image segmentation; mammography; medical image processing; neural nets; American College of Radiologists; BICAD; DICOM format; DOG filter; Department of Radiology; automated image analyzing system; backpropagation artificial neural network; breast image computer aided diagnosis; breast imaging reporting and data system; breast ultrasound images; calcifications segmentation; difference of Gaussian filter; digital mammography database; level of suspicion classification; pattern recognition; standard BIRADS 1; standard BIRADS 2; Flowcharts; Hospitals; Pattern recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical Communications and Computers (CONIELECOMP), 2012 22nd International Conference on
Conference_Location :
Cholula, Puebla
Print_ISBN :
978-1-4577-1326-2
Type :
conf
DOI :
10.1109/CONIELECOMP.2012.6189907
Filename :
6189907
Link To Document :
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