Presentation 2007-03-15
Prediction of a path of pedestrian using Eigenspace and correction with the null space
Yuji SHINOMURA, Toru TAMAKI, Toshiyuki AMANO, Kazufumi KANEDA,
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Abstract(in English) This paper proposes a method for Eigenspace-based prediction of a person's path in future with current path. This method uses BPLP proposed by Amano et. al.: projection and backprojection of the current path onto Eigenspace. However, the prediction does not take the nature of a path of pedestrian and results in non-smooth path. The proposed method modify the prediction by using null vectors in the orthocomplement of the learned Eigenspace and adding linear combinations of the null vectors to the prediction so that the path becomes smooth. Coefficients of the linear combinations are computed by decent gradient method. Some experimental results on actual pathes are shown.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Person tracking / Path of pedestrian / Prediction / Eigenspace / BPLP / null Space / null vector / decent gradient method
Paper # PRMU2006-239
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Conference Information
Committee PRMU
Conference Date 2007/3/8(1days)
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Paper Information
Registration To Pattern Recognition and Media Understanding (PRMU)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Prediction of a path of pedestrian using Eigenspace and correction with the null space
Sub Title (in English)
Keyword(1) Person tracking
Keyword(2) Path of pedestrian
Keyword(3) Prediction
Keyword(4) Eigenspace
Keyword(5) BPLP
Keyword(6) null Space
Keyword(7) null vector
Keyword(8) decent gradient method
1st Author's Name Yuji SHINOMURA
1st Author's Affiliation Faculty of Engineering, Hiroshima University()
2nd Author's Name Toru TAMAKI
2nd Author's Affiliation Department of Information Engineering, Graduate School of Engineering, Hiroshima University
3rd Author's Name Toshiyuki AMANO
3rd Author's Affiliation Omohi College, Graduate School of Engineering, Nagoya Institute of Technology
4th Author's Name Kazufumi KANEDA
4th Author's Affiliation Department of Information Engineering, Graduate School of Engineering, Hiroshima University
Date 2007-03-15
Paper # PRMU2006-239
Volume (vol) vol.106
Number (no) 605
Page pp.pp.-
#Pages 6
Date of Issue