Presentation | 2023-01-19 [Short Paper] Hand Written Digit Recognition by Ensemble Learning using Leap Motion Noriaki Kaneko, Masakatsu Ogawa, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In recent years, contactless input technologies have been attracting attention due to the spread of the new coronavirus (COVID-19). To propose an information input method, we focus on hand written digit recognition using Leap Motion. In our conventional studies, we measured the subject’s finger coordinate and vector data and recognized it by the single-input learning model and the integrated learning model. In the former recognition, we analyzed data without discrimination. In the latter recognition, we divided data according to the finger type and analyzed it with multiple input layers. In this study, we clarify that the ensemble learning model composed of multiple machine learning models effectively recognizes hand written digits. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Leap Motion / LSTM / Contactless / Ensemble Learning |
Paper # | SeMI2022-86 |
Date of Issue | 2023-01-12 (SeMI) |
Conference Information | |
Committee | SeMI |
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Conference Date | 2023/1/19(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Naruto grand hotel |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Koji Yamamoto(Kyoto Univ.) |
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 |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | [Short Paper] Hand Written Digit Recognition by Ensemble Learning using Leap Motion |
Sub Title (in English) | |
Keyword(1) | Leap Motion |
Keyword(2) | LSTM |
Keyword(3) | Contactless |
Keyword(4) | Ensemble Learning |
1st Author's Name | Noriaki Kaneko |
1st Author's Affiliation | Sophia University(Sophia Univ.) |
2nd Author's Name | Masakatsu Ogawa |
2nd Author's Affiliation | Sophia University(Sophia Univ.) |
Date | 2023-01-19 |
Paper # | SeMI2022-86 |
Volume (vol) | vol.122 |
Number (no) | SeMI-341 |
Page | pp.pp.61-64(SeMI), |
#Pages | 4 |
Date of Issue | 2023-01-12 (SeMI) |