Presentation 2023-01-19
[Short Paper] Hand Written Digit Recognition by Ensemble Learning using Leap Motion
Noriaki Kaneko, Masakatsu Ogawa,
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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
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
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)