| Presentation | 2023-03-01 Classification of human posture from 3D point-cloud data in office environment Junpei Watanabe, Ryoichi Shinkuma, Gabriele Trovato, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This report presents an edge computing system that can classify people’s postures in an office usinga Light Detection and Ranging (LIDAR) sensor network. The proposed system uses a deep learning model onpoint data for classification. Several classification models are generated by combining the location and number ofLIDARs, feature types, and clustering methods. Each model performs classification for the test data. We evaluatethe accuracy of the classification. Note: this report is not a reviewed paper. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | physical activity in officelight detection and rangingdeep learning |
| Paper # | SeMI2022-110 |
| Date of Issue | 2023-02-21 (SeMI) |
| Conference Information | |
| Committee | SeMI / IPSJ-UBI / IPSJ-MBL |
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| Conference Date | 2023/2/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Koji Yamamoto(Kyoto Univ.) / Jin Nakazawa(Keio University) / Hirozumi Yamaguchi(Osaka University) |
| Vice Chair | Kazuya Monden(Hitachi) / Yasunori Owada(NICT) / Shunsuke Saruwatari(Osaka Univ.) |
| Secretary | Kazuya Monden(NTT DOCOMO) / Yasunori Owada(Tokyo Univ. of Agri. and Tech.) / Shunsuke Saruwatari(Osaka Univ.) |
| Assistant | Yuki Matsuda(NAIST) / Akihito Taya(Aoyama Gakuin Univ.) / Takeshi Hirai(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Sensor Network and Mobile Intelligence / Special Interest Group on Ubiquitous Computing System / Special Interest Group on Mobile Computing and Smart Society System |
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| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Classification of human posture from 3D point-cloud data in office environment |
| Sub Title (in English) | |
| Keyword(1) | physical activity in officelight detection and rangingdeep learning |
| 1st Author's Name | Junpei Watanabe |
| 1st Author's Affiliation | Shibaura Institute of Technology(SIT) |
| 2nd Author's Name | Ryoichi Shinkuma |
| 2nd Author's Affiliation | Shibaura Institute of Technology(SIT) |
| 3rd Author's Name | Gabriele Trovato |
| 3rd Author's Affiliation | Shibaura Institute of Technology(SIT) |
| Date | 2023-03-01 |
| Paper # | SeMI2022-110 |
| Volume (vol) | vol.122 |
| Number (no) | SeMI-390 |
| Page | pp.pp.19-24(SeMI), |
| #Pages | 6 |
| Date of Issue | 2023-02-21 (SeMI) |