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学科主题: 临床医学
题名:
Classifying Normal and Abnormal Status Based on Video Recordings of Epileptic Patients
作者: Li, Jing1; Zhen, Xiantong2; Liu, Xianzeng3,4; Ouyang, Gaoxiang5,6,7
刊名: SCIENTIFIC WORLD JOURNAL
发表日期: 2014
DOI: 10.1155/2014/459636
收录类别: SCI
文章类型: Article
WOS标题词: Science & Technology
类目[WOS]: Multidisciplinary Sciences
研究领域[WOS]: Science & Technology - Other Topics
关键词[WOS]: ROBOT INTERACTION ; ABSENCE SEIZURES ; CLASSIFICATION ; PREDICTION ; ATTENTION ; NETWORKS ; SCENE ; ILAE
英文摘要:

Based on video recordings of the movement of the patients with epilepsy, this paper proposed a human action recognition scheme to detect distinct motion patterns and to distinguish the normal status from the abnormal status of epileptic patients. The scheme first extracts local features and holistic features, which are complementary to each other. Afterwards, a support vector machine is applied to classification. Based on the experimental results, this scheme obtains a satisfactory classification result and provides a fundamental analysis towards the human-robot interaction with socially assistive robots in caring the patients with epilepsy (or other patients with brain disorders) in order to protect them from injury.

语种: 英语
所属项目编号: 61105027 ; 81341042 ; 4143063 ; RDB2010-16
项目资助者: National Natural Science Foundation of China ; Beijing Natural Science Foundation ; Peking University People&prime ; s Hospital Research and Development Funds ; Fundamental Research Funds for the Central Universities
WOS记录号: WOS:000334850400001
Citation statistics:
内容类型: 期刊论文
URI标识: http://ir.bjmu.edu.cn/handle/400002259/56992
Appears in Collections:北京大学第二临床医学院_神经内科_期刊论文

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作者单位: 1.Nanchang Univ, Sch Informat Engn, Dept Elect & Automat Engn, Nanchang 330031, Peoples R China
2.Univ Western Ontario, Dept Med Biophys, London, ON N6A 4V2, Canada
3.Peking Univ Peoples Hosp, Comprehens Epilepsy Ctr, Dept Neurol, Beijing 100044, Peoples R China
4.Peking Univ Peoples Hosp, Dept Neurosurg, Beijing 100044, Peoples R China
5.Beijing Normal Univ, State Key Lab Cognit Neurosci & Learning, Beijing 100875, Peoples R China
6.Beijing Normal Univ, IDG McGovern Inst Brain Res, Beijing 100875, Peoples R China
7.Beijing Normal Univ, Ctr Collaborat & Innovat Brain & Learning Sci, Beijing 100875, Peoples R China

Recommended Citation:
Li, Jing,Zhen, Xiantong,Liu, Xianzeng,et al. Classifying Normal and Abnormal Status Based on Video Recordings of Epileptic Patients[J]. SCIENTIFIC WORLD JOURNAL,2014.
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