IR@PKUHSC  > 北京大学第二临床医学院  > 乳腺外科
学科主题临床医学
A bilateral analysis scheme for false positive reduction in mammogram mass detection
Li, Yanfeng1; Chen, Houjin1; Yang, Yongyi2; Cheng, Lin3; Cao, Lin1
关键词Bilateral analysis Mammogram Mass detection Similarity measurement Region matching
刊名COMPUTERS IN BIOLOGY AND MEDICINE
2015-02-01
DOI10.1016/j.compbiomed.2014.12.007
57页:84-95
收录类别SCI
文章类型Article
WOS标题词Science & Technology
类目[WOS]Biology ; Computer Science, Interdisciplinary Applications ; Engineering, Biomedical ; Mathematical & Computational Biology
研究领域[WOS]Life Sciences & Biomedicine - Other Topics ; Computer Science ; Engineering ; Mathematical & Computational Biology
关键词[WOS]LOCAL BINARY PATTERNS ; PREDICTION ; ASYMMETRY ; RISK
英文摘要

In this paper, a bilateral image analysis scheme is developed for the purpose of reducing false positives (FPs) in the detection of masses in dense mammograms. It consists of two steps: a region matching step for determining the correspondence between a pair of mammograms, and a bilateral similarity analysis step for discarding FPs in the detection. For the first step, a matching cost is defined to quantify the credibility of the corresponding region in a pair of bilateral mammograms. For the second step, a similarity measurement is introduced to discriminate between mass and normal for a pair of bilateral regions based on both global and local image appearances. The proposed scheme is tested on a set of 332 mammograms. The results show that the proposed scheme could obtain better performance when compared with several existing bilateral analysis schemes. With detection sensitivity at 85%, the proposed bilateral scheme could reduce the FP rate of a unilateral scheme from 3.64 to 239 per image, a 34% reduction. (C) 2014 Elsevier Ltd. All rights reserved.

语种英语
WOS记录号WOS:000349571200010
项目编号61271305 ; 61201363 ; 20110009110001
资助机构National Natural Science Foundation of China ; National Research Foundation for the Doctoral Program of Ministry of Education of China
引用统计
被引频次:5[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.bjmu.edu.cn/handle/400002259/62207
专题北京大学第二临床医学院_乳腺外科
作者单位1.IIT, Dept Elect & Comp Engn, Chicago, IL 60616 USA
2.Beijing Jiaotong Univ, Sch Elect & Informat Engn, Beijing, Peoples R China
3.Peking Univ, Breast Ctr, Peoples Hosp, Beijing 100871, Peoples R China
推荐引用方式
GB/T 7714
Li, Yanfeng,Chen, Houjin,Yang, Yongyi,et al. A bilateral analysis scheme for false positive reduction in mammogram mass detection[J]. COMPUTERS IN BIOLOGY AND MEDICINE,2015,57:84-95.
APA Li, Yanfeng,Chen, Houjin,Yang, Yongyi,Cheng, Lin,&Cao, Lin.(2015).A bilateral analysis scheme for false positive reduction in mammogram mass detection.COMPUTERS IN BIOLOGY AND MEDICINE,57,84-95.
MLA Li, Yanfeng,et al."A bilateral analysis scheme for false positive reduction in mammogram mass detection".COMPUTERS IN BIOLOGY AND MEDICINE 57(2015):84-95.
条目包含的文件
条目无相关文件。
个性服务
推荐该条目
保存到收藏夹
查看访问统计
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Li, Yanfeng]的文章
[Chen, Houjin]的文章
[Yang, Yongyi]的文章
百度学术
百度学术中相似的文章
[Li, Yanfeng]的文章
[Chen, Houjin]的文章
[Yang, Yongyi]的文章
必应学术
必应学术中相似的文章
[Li, Yanfeng]的文章
[Chen, Houjin]的文章
[Yang, Yongyi]的文章
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。