| Presentation | 2019-10-22 Consideration of input data in person recognition by gait using Extreme Learning Machine Hayato Benitani, Masaharu Adachi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this research, we consider a method of person recognition using an Extreme Learning Machine (ELM) whose inputs are Gait Energy Images (GEI) that are images including gait features. The method using ELM can greatly reduce the computational cost compared with the conventional method, however, it has the problem that the recognition accuracy is lower than that of conventional method. Therefore, we trimmed GEIs used for training and recognition and changed the similarity calculation method when we evaluate recognition accuracy. As a result, the recognition accuracy was improved. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Extreme Learning Machine / Gait Energy Image |
| Paper # | CAS2019-34,NLP2019-74 |
| Date of Issue | 2019-10-15 (CAS, NLP) |
| Conference Information | |
| Committee | NLP / CAS |
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| Conference Date | 2019/10/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Gifu Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Mathematical modeling, numerical simulation etc. |
| Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) / Taizo Yamawaki(Hitachi) |
| Vice Chair | Kiyohisa Natsume(Kyushu Inst. of Tech.) / Yasuhiro Takashima(Univ. of Kitakyushu) |
| Secretary | Kiyohisa Natsume(Nippon Inst. of Tech.) / Yasuhiro Takashima(Kyushu Inst. of Tech.) |
| Assistant | Yutaka Shimada(Saitama Univ.) / Toshikaza Samura(Yamaguchi Univ.) / Hiroki Sato(Sony LSI Design) / Motoi Yamaguchi(Renesas Electronics) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Circuits and Systems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Consideration of input data in person recognition by gait using Extreme Learning Machine |
| Sub Title (in English) | |
| Keyword(1) | Extreme Learning Machine |
| Keyword(2) | Gait Energy Image |
| 1st Author's Name | Hayato Benitani |
| 1st Author's Affiliation | Tokyo Denki University(Tokyo Denki Univ.) |
| 2nd Author's Name | Masaharu Adachi |
| 2nd Author's Affiliation | Tokyo Denki University(Tokyo Denki Univ.) |
| Date | 2019-10-22 |
| Paper # | CAS2019-34,NLP2019-74 |
| Volume (vol) | vol.119 |
| Number (no) | CAS-237,NLP-238 |
| Page | pp.pp.55-60(CAS), pp.55-60(NLP), |
| #Pages | 6 |
| Date of Issue | 2019-10-15 (CAS, NLP) |