Breast Cancer Diagnosis With Mammography: Recent Advances on CBMR-Based CAD Systems

Breast Cancer Diagnosis With Mammography: Recent Advances on CBMR-Based CAD Systems

Abir Baâzaoui, Walid Barhoumi
ISBN13: 9781668471364|ISBN10: 1668471361|EISBN13: 9781668471371
DOI: 10.4018/978-1-6684-7136-4.ch037
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MLA

Baâzaoui, Abir, and Walid Barhoumi. "Breast Cancer Diagnosis With Mammography: Recent Advances on CBMR-Based CAD Systems." Research Anthology on Medical Informatics in Breast and Cervical Cancer, edited by Information Resources Management Association, IGI Global, 2023, pp. 701-721. https://doi.org/10.4018/978-1-6684-7136-4.ch037

APA

Baâzaoui, A. & Barhoumi, W. (2023). Breast Cancer Diagnosis With Mammography: Recent Advances on CBMR-Based CAD Systems. In I. Management Association (Ed.), Research Anthology on Medical Informatics in Breast and Cervical Cancer (pp. 701-721). IGI Global. https://doi.org/10.4018/978-1-6684-7136-4.ch037

Chicago

Baâzaoui, Abir, and Walid Barhoumi. "Breast Cancer Diagnosis With Mammography: Recent Advances on CBMR-Based CAD Systems." In Research Anthology on Medical Informatics in Breast and Cervical Cancer, edited by Information Resources Management Association, 701-721. Hershey, PA: IGI Global, 2023. https://doi.org/10.4018/978-1-6684-7136-4.ch037

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Abstract

Breast cancer, which is the second-most common and leading cause of cancer death among women, has witnessed growing interest in the two last decades. Fortunately, its early detection is the most effective way to detect and diagnose breast cancer. Although mammography is the gold standard for screening, its difficult interpretation leads to an increase in missed cancers and misinterpreted non-cancerous lesion rates. Therefore, computer-aided diagnosis (CAD) systems can be a great helpful tool for assisting radiologists in mammogram interpretation. Nonetheless, these systems are limited by their black-box outputs, which decreases the radiologists' confidence. To circumvent this limit, content-based mammogram retrieval (CBMR) is used as an alternative to traditional CAD systems. Herein, authors systematically review the state-of-the-art on mammography-based breast cancer CAD methods, while focusing on recent advances in CBMR methods. In order to have a complete review, mammography imaging principles and its correlation with breast anatomy are also discussed.

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