Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

Deep Learning Based Mass Detection in Mammograms

Abstract: 

Mammogram is the primary imaging technique for breast cancer screening, the leading type of cancer in women worldwide. While the clinical effectiveness of mammogram has been well demonstrated, the mammographic characteristics of breast masses are quite complex. As a result, radiologists certified for reading mammography are lacking, which limits the accessibility of mammography for more population. In this paper, we propose a Computer Aided Detection (CADe) method to automatically detect masses in mammography. Our method combines Faster R-CNN with Feature Pyramid Network, Focal Loss, Non-Local Neural Network to achieve the optimal mass detection performance. We comprehensively evaluated our method and baseline methods on three public datasets combined, namely the Digital Database for Screening Mammography (DDSM), INbreast, and Breast Cancer Digital repository (BCD). Our results demonstrate that our method outperforms the baselines by a large margin, reporting an Average Precision of 0.805, and a recall of 0.977, respectively.

up
1 user has voted: Zhicheng Yang

Paper Details

Authors:
Zhenjie Cao, Zhicheng Yang, Yanbo Zhang, Ruei-Sung Lin, Shibin Wu, Lingyun Huang, Mei Han, Jie Ma
Submitted On:
7 November 2019 - 8:29pm
Short Link:
Type:
Presentation Slides
Event:
Presenter's Name:
Yanbo Zhang
Paper Code:
1570576807
Document Year:
2019
Cite

Document Files

Presentation Slides

(5)

Subscribe

[1] Zhenjie Cao, Zhicheng Yang, Yanbo Zhang, Ruei-Sung Lin, Shibin Wu, Lingyun Huang, Mei Han, Jie Ma, "Deep Learning Based Mass Detection in Mammograms", IEEE SigPort, 2019. [Online]. Available: http://sigport.org/4928. Accessed: Nov. 11, 2019.
@article{4928-19,
url = {http://sigport.org/4928},
author = {Zhenjie Cao; Zhicheng Yang; Yanbo Zhang; Ruei-Sung Lin; Shibin Wu; Lingyun Huang; Mei Han; Jie Ma },
publisher = {IEEE SigPort},
title = {Deep Learning Based Mass Detection in Mammograms},
year = {2019} }
TY - EJOUR
T1 - Deep Learning Based Mass Detection in Mammograms
AU - Zhenjie Cao; Zhicheng Yang; Yanbo Zhang; Ruei-Sung Lin; Shibin Wu; Lingyun Huang; Mei Han; Jie Ma
PY - 2019
PB - IEEE SigPort
UR - http://sigport.org/4928
ER -
Zhenjie Cao, Zhicheng Yang, Yanbo Zhang, Ruei-Sung Lin, Shibin Wu, Lingyun Huang, Mei Han, Jie Ma. (2019). Deep Learning Based Mass Detection in Mammograms. IEEE SigPort. http://sigport.org/4928
Zhenjie Cao, Zhicheng Yang, Yanbo Zhang, Ruei-Sung Lin, Shibin Wu, Lingyun Huang, Mei Han, Jie Ma, 2019. Deep Learning Based Mass Detection in Mammograms. Available at: http://sigport.org/4928.
Zhenjie Cao, Zhicheng Yang, Yanbo Zhang, Ruei-Sung Lin, Shibin Wu, Lingyun Huang, Mei Han, Jie Ma. (2019). "Deep Learning Based Mass Detection in Mammograms." Web.
1. Zhenjie Cao, Zhicheng Yang, Yanbo Zhang, Ruei-Sung Lin, Shibin Wu, Lingyun Huang, Mei Han, Jie Ma. Deep Learning Based Mass Detection in Mammograms [Internet]. IEEE SigPort; 2019. Available from : http://sigport.org/4928