Statistical modeling for human gait analysis based on field data
Statistical modeling for human gait analysis based on field data
批准号:
23650146
负责人:
KAMAKURA Toshinari
金额:
$2.33万
依托单位:
依托单位国家:
日本
项目类别:
Grant-in-Aid for Challenging Exploratory Research
财政年份:
2011
资助国家:
日本
项目状态:
已结题
起止时间:
2011 至 2013
中文摘要
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英文摘要
In this study we studied the problem of analyzing and classifying frontal view human gait by registration and modeling on a video data. Firstly we created the statistical walking model with constant speed and succeeded in estimating parameters included in the gait models with the scale changing parameter and the speed parameter that indicates the speed of human walking. We also investigated the model and estimation accuracy with the motion capture system which gave us precise measurements of trajectories of moving objects. Our basic statistical gait model only includes two parameters of registration and speed and we can easily estimate the parameters from frontal view gait video data. Secondly, we extended this simple model to handle the speed changing and other human movement parameters. Collins et al. (2009) has reported that arm swing is an very important role in the gait motion based on the simple gait model. We considered the human gait modeling based Collins et al. (2009).
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Human gait modeling and statistical registration for the frontal view gait data with application to the normal/abnormal gait analysis
人体步态建模和正面步态数据的统计配准,并应用于正常/异常步态分析
DOI:
10.1007/978-94-007-6818-5_37
发表时间:
2013
期刊:
Lecture Notes in Electrical Engineering
影响因子:
--
作者:
[Shuhei Inui, Kosuke Okusa, Kurato Maeno and Toshinari Kamakura, Kosuke Okusa and Toshinari Kamakura]
通讯作者:
Kosuke Okusa and Toshinari Kamakura
Robust sparse regression modeling and tuning parameter selection via the efficient bootstrap information criteria. Journal of Statistical
通过有效的引导信息标准进行稳健的稀疏回归建模和调整参数选择。
DOI:
--
发表时间:
2013
期刊:
Journal of Statistical Computation and Simulation
影响因子:
1.2
作者:
[Park,H., Sakaori, F. and Konishi, S.]
通讯作者:
S.
Signal Source Classification Based on Independency
Analysis of Doppler Signals, World Cong. Eng. Comput
基于多普勒信号独立性分析的信号源分类,世界计算机工程。
DOI:
--
发表时间:
2012
期刊:
Sci 2012, International Association of Engineers
影响因子:
--
作者:
[Kouhei Yamamoto, Kurato Maeno and Toshinari Kamakura]
通讯作者:
Kurato Maeno and Toshinari Kamakura
マイクロ波ドップラーセンサーを用いた歩容解析に関する統計的研究
微波多普勒传感器步态分析的统计研究
DOI:
--
发表时间:
2012
期刊:
影响因子:
--
作者:
[大草孝介, 福本啓祐, 鎌倉稔成]
通讯作者:
鎌倉稔成
Statistical heartbeat pace estimation based on the microwave Doppler sensor data
基于微波多普勒传感器数据的统计心率估计
DOI:
--
发表时间:
2011
期刊:
影响因子:
--
作者:
[Inui, S., Okusa, K., Kamakura, T.]
通讯作者:
T.
共 62 条
Study on the theories and the applications of multivariate simultaneous statistical issues
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批准号:15300096
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项目类别:Grant-in-Aid for Scientific Research (B)
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资助金额:$7.62万
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财政年份:2003
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负责人:KAMAKURA Toshinari
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依托单位:
海外基金