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
Link To Document :
بازگشت