صورة الغلاف

A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection

Breast cancer is the leading type of cancer diagnosed in women. For years human limitations in interpreting the thermograms possessed a considerable challenge, but with the introduction of computer assisted detection/diagnosis (CAD), this problem has been addressed. This review paper compares differ...

وصف كامل

محفوظ في:
التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Moghbel, Mehrdad, Mashohor, Syamsiah
التنسيق: مقال
اللغة:English
منشور في: Springer 2013
الوصول للمادة أونلاين:http://psasir.upm.edu.my/id/eprint/40370/1/A%20review%20of%20computer%20assisted%20detectiondiagnosis%20%28CAD%29%20in%20breast%20thermography%20for%20breast%20cancer%20detection.pdf
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id oai:psasir.upm.edu.my:40370
record_format eprints
spelling oai:psasir.upm.edu.my:40370 http://psasir.upm.edu.my/id/eprint/40370/ A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection Moghbel, Mehrdad Mashohor, Syamsiah Breast cancer is the leading type of cancer diagnosed in women. For years human limitations in interpreting the thermograms possessed a considerable challenge, but with the introduction of computer assisted detection/diagnosis (CAD), this problem has been addressed. This review paper compares different approaches based on neural networks and fuzzy systems which have been implemented in different CAD designs. The greatest improvement in CAD systems was achieved with a combination of fuzzy logic and artificial neural networks in the form of FALCON-AART complementary learning fuzzy neural network (CLFNN). With a CAD design based on FALCON-AART, it was possible to achieve an overall accuracy of near 90%. This confirms that CAD systems are indeed a valuable addition to the efforts for the diagnosis of breast cancer. Lower cost and high performance of new infrared systems combined with accurate CAD designs can promote the use of thermography in many breast cancer centres worldwide. Springer 2013 Article PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/40370/1/A%20review%20of%20computer%20assisted%20detectiondiagnosis%20%28CAD%29%20in%20breast%20thermography%20for%20breast%20cancer%20detection.pdf Moghbel, Mehrdad and Mashohor, Syamsiah (2013) A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection. Artificial Intelligence Review, 39 (4). pp. 305-313. ISSN 0269-2821; ESSN: 1573-7462 http://link.springer.com/article/10.1007%2Fs10462-011-9274-2 10.1007/s10462-011-9274-2
institution UPM IR
collection UPM IR
language English
description Breast cancer is the leading type of cancer diagnosed in women. For years human limitations in interpreting the thermograms possessed a considerable challenge, but with the introduction of computer assisted detection/diagnosis (CAD), this problem has been addressed. This review paper compares different approaches based on neural networks and fuzzy systems which have been implemented in different CAD designs. The greatest improvement in CAD systems was achieved with a combination of fuzzy logic and artificial neural networks in the form of FALCON-AART complementary learning fuzzy neural network (CLFNN). With a CAD design based on FALCON-AART, it was possible to achieve an overall accuracy of near 90%. This confirms that CAD systems are indeed a valuable addition to the efforts for the diagnosis of breast cancer. Lower cost and high performance of new infrared systems combined with accurate CAD designs can promote the use of thermography in many breast cancer centres worldwide.
format Article
author Moghbel, Mehrdad
Mashohor, Syamsiah
spellingShingle Moghbel, Mehrdad
Mashohor, Syamsiah
A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection
author_facet Moghbel, Mehrdad
Mashohor, Syamsiah
author_sort Moghbel, Mehrdad
title A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection
title_short A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection
title_full A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection
title_fullStr A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection
title_full_unstemmed A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection
title_sort review of computer assisted detection/diagnosis (cad) in breast thermography for breast cancer detection
publisher Springer
publishDate 2013
url http://psasir.upm.edu.my/id/eprint/40370/1/A%20review%20of%20computer%20assisted%20detectiondiagnosis%20%28CAD%29%20in%20breast%20thermography%20for%20breast%20cancer%20detection.pdf
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score 12.933938

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