Simultaneous detection and classification of breast masses in digital mammograms via a deep learning YOLO-based CAD system

Computer Methods and Programs in Biomedicine
M A Al-MasniTae-Seong Kim

Abstract

Automatic detection and classification of the masses in mammograms are still a big challenge and play a crucial role to assist radiologists for accurate diagnosis. In this paper, we propose a novel Computer-Aided Diagnosis (CAD) system based on one of the regional deep learning techniques, a ROI-based Convolutional Neural Network (CNN) which is called You Only Look Once (YOLO). Although most previous studies only deal with classification of masses, our proposed YOLO-based CAD system can handle detection and classification simultaneously in one framework. The proposed CAD system contains four main stages: preprocessing of mammograms, feature extraction utilizing deep convolutional networks, mass detection with confidence, and finally mass classification using Fully Connected Neural Networks (FC-NNs). In this study, we utilized original 600 mammograms from Digital Database for Screening Mammography (DDSM) and their augmented mammograms of 2,400 with the information of the masses and their types in training and testing our CAD. The trained YOLO-based CAD system detects the masses and then classifies their types into benign or malignant. Our results with five-fold cross validation tests show that the proposed CAD system detects the...Continue Reading

Citations

Jan 23, 2019·AJR. American Journal of Roentgenology·Yiming GaoLinda Moy
Feb 20, 2019·AJR. American Journal of Roentgenology·Chen CuiAnthony E Samir
Mar 30, 2019·Critical Reviews in Clinical Laboratory Sciences·Christopher Naugler, Deirdre L Church
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May 14, 2020·Journal of Biomolecular Structure & Dynamics·Khalid El Asnaoui, Youness Chawki
Jun 18, 2020·Journal of Clinical Medicine·Hyunwoo YangDongwook Kim
Apr 26, 2019·Computational and Mathematical Methods in Medicine·Lian ZouYaoqin Xie
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Jan 11, 2021·Computer Methods and Programs in Biomedicine·Lazaros TsochatzidisIoannis Pratikakis
Nov 12, 2020·Journal of Personalized Medicine·Yong Joon SuhBum-Joo Cho
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Jun 20, 2020·Computer Methods and Programs in Biomedicine·Mugahed A Al-AntariTae-Seong Kim
Dec 4, 2021·NPJ Breast Cancer·Asma BaccoucheAdel S Elmaghraby

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