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Computer-aided detection/diagnosis of breast cancer in mammography and ultrasound: a review.


Citation

Mashohor, Syamsiah and Ramli, Abdul Rahman and Saripan, M. Iqbal and Mahmud, Rozi and Jalalian, Afsaneh and Karasfi, Babak (2013) Computer-aided detection/diagnosis of breast cancer in mammography and ultrasound: a review. Clinical Imaging, 37 (3). pp. 420-426. ISSN 0899-7071

Abstract

Breast cancer is the most common form of cancer among women worldwide. Early detection of breast cancer can increase treatment options and patients' survivability. Mammography is the gold standard for breast imaging and cancer detection. However, due to some limitations of this modality such as low sensitivity especially in dense breasts, other modalities like ultrasound and magnetic resonance imaging are often suggested to achieve additional information. Recently, computer-aided detection or diagnosis (CAD) systems have been developed to help radiologists in order to increase diagnosis accuracy. Generally, a CAD system consists of four stages: (a) preprocessing, (b) segmentation of regions of interest, (c) feature extraction and selection, and finally (d) classification. This paper presents the approaches which are applied to develop CAD systems on mammography and ultrasound images. The performance evaluation metrics of CAD systems are also reviewed.


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Additional Metadata

Item Type: Article
Divisions: Faculty of Engineering
DOI Number: https://doi.org/10.1016/j.clinimag.2012.09.024
Keywords: Computer-aided detection; Computer-aided diagnosis; Breast cancer; Mammography; Ultrasound
Depositing User: Muizzudin Kaspol
Date Deposited: 03 Jul 2014 01:24
Last Modified: 08 Oct 2015 00:25
Altmetrics: http://www.altmetric.com/details.php?domain=psasir.upm.edu.my&doi=10.1016/j.clinimag.2012.09.024
URI: http://psasir.upm.edu.my/id/eprint/28449
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