DocumentCode
1316885
Title
Health Care Improvement: Comparative Analysis of Two CAD Systems in Mammographic Screening
Author
Rizzi, Maria ; D´Aloia, Matteo ; Guaragnella, Cataldo ; Castagnolo, Beniamino
Author_Institution
Dipt. di Elettrotec. ed Elettron., Politec. di Bari, Bari, Italy
Volume
42
Issue
6
fYear
2012
Firstpage
1385
Lastpage
1395
Abstract
Technological innovations have produced remarkable results in the health care sector. In particular, computer-aided detection (CAD) systems are becoming very useful and helpful in supporting physicians for early detection and control of some diseases such as neoplastic pathologies. In this paper, two different CAD systems able to detect and to localize microcalcification clusters in mammographic images are implemented. The two methods utilize an artificial neural network and a support vector machine, respectively, as classifier. Adopting the MIAS database as procedure testing, the performance of the two implemented systems are compared in terms of sensitivity, specificity, accuracy, free-response operating characteristic curves, and Cohen´s kappa coefficient. The obtained values for the previous parameters show the efficiency of both methods to operate as “second opinion” in microcalcification cluster detection, improving the screening process efficiency.
Keywords
CAD; diseases; health care; image classification; innovation management; mammography; medical image processing; neural nets; pattern clustering; support vector machines; CAD systems; Cohen kappa coefficient; MIAS database; artificial neural network; computer-aided detection systems; early diseases control; early diseases detection; free-response operating characteristic curves; health care improvement; mammographic images; mammographic screening; microcalcification cluster detection; microcalcification clusters localization; process efficiency screening; support vector machine; technological innovations; Artificial neural networks; Breast cancer; Computer aided diagnosis; Mammography; Support vector machines; Artificial neural network (ANN); computer-aided detection (CAD); health care; microcalcification; support vector machine (SVM);
fLanguage
English
Journal_Title
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher
ieee
ISSN
1083-4427
Type
jour
DOI
10.1109/TSMCA.2012.2210208
Filename
6330039
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