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 Japanese) | (See Japanese page) |
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 |
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Conference Date | 2007/3/8(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Pattern Recognition and Media Understanding (PRMU) |
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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 |