Arid
DOI10.1109/ISBI.2016.7493202
ANALYSIS OF PHOW REPRESENTATIONS FOR ALZHEIMER DISEASE CLASSIFICATION ON BRAIN STRUCTURAL MRI
Mendoza-Leon, Ricardo1,2; Gonzalez, Fabio A.3; Arbelaez, Pablo4; Puentes, John2; Hernandez Hoyos, Marcela1
通讯作者Mendoza-Leon, Ricardo
会议名称13th IEEE International Symposium on Biomedical Imaging (ISBI)
会议日期APR 13-16, 2016
会议地点Prague, CZECH REPUBLIC
英文摘要

Alzheimer's Disease (AD) is a neurodegenerative pathology characterized by progressive atrophy of brain and impairment of memory and cognitive functions. Physicians frequently use structural brain imaging to identify abnormal patterns in brain structure that may indicate probable AD. Thus, shape information is central for brain imaging analysis and AD diagnosis. This paper examines how three variants of Pyramid Histograms Of visual Words (PHOW) descriptions, a data-driven approach, handle the complex task of AD classification. 87 pathological cases and 87 controls from OASIS dataset were used to study the impact of shape and surface information. Best performance was 89.3%, a current mark for AD classification, and an increase (27.1%) in contrast to a naive approach. Additionally, controls were better classified than demented subjects (94.5% and 84.0%, respectively), while young, early-onset AD subjects, and elderly controls were the most difficult. Finally, dictionary word analysis revealed discriminative surface features. Also, local patterns induced by global word distribution appear to be more significant for classification than word location.


英文关键词Alzheimer' s classification PHOW support vector machine bag of words structural MRI
来源出版物2016 IEEE 13TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI)
ISSN1945-7928
出版年2016
页码24-27
ISBN978-1-4799-2350-2
EISBN978-1-4799-2349-6
出版者IEEE
类型Proceedings Paper
语种英语
国家Colombia;France
收录类别CPCI-S
WOS记录号WOS:000386377400006
WOS关键词DIAGNOSIS
WOS类目Engineering, Biomedical ; Radiology, Nuclear Medicine & Medical Imaging
WOS研究方向Engineering ; Radiology, Nuclear Medicine & Medical Imaging
资源类型会议论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/304781
作者单位1.Univ Los Andes, Sch Engn, Dept Syst & Comp Engn, Bogota, Colombia;
2.Inst Mines Telecom, Telecom Bretagne, Dept Image & Traitement Informat, Lab STICC UMR CNRS Equipe DECIDE 6285, Brest, France;
3.Univ Nacl Colombia, MindLab Res Grp, Bogota, Colombia;
4.Univ Los Andes, Sch Engn, Dept Biomed Engn, Bogota, Colombia
推荐引用方式
GB/T 7714
Mendoza-Leon, Ricardo,Gonzalez, Fabio A.,Arbelaez, Pablo,et al. ANALYSIS OF PHOW REPRESENTATIONS FOR ALZHEIMER DISEASE CLASSIFICATION ON BRAIN STRUCTURAL MRI[C]:IEEE,2016:24-27.
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
导出为Endnote文件
谷歌学术
谷歌学术中相似的文章
[Mendoza-Leon, Ricardo]的文章
[Gonzalez, Fabio A.]的文章
[Arbelaez, Pablo]的文章
百度学术
百度学术中相似的文章
[Mendoza-Leon, Ricardo]的文章
[Gonzalez, Fabio A.]的文章
[Arbelaez, Pablo]的文章
必应学术
必应学术中相似的文章
[Mendoza-Leon, Ricardo]的文章
[Gonzalez, Fabio A.]的文章
[Arbelaez, Pablo]的文章
相关权益政策
暂无数据
收藏/分享

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。