| Paper Abstract and Keywords |
| Presentation |
2023-01-19 15:55
[Short Paper]
Hand Written Digit Recognition by Ensemble Learning using Leap Motion Noriaki Kaneko, Masakatsu Ogawa (Sophia Univ.) SeMI2022-86 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (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) |
| (in English) |
Leap Motion / LSTM / Contactless / Ensemble Learning / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 341, SeMI2022-86, pp. 61-64, Jan. 2023. |
| Paper # |
SeMI2022-86 |
| Date of Issue |
2023-01-12 (SeMI) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
SeMI2022-86 |
| Conference Information |
| Committee |
SeMI SeMI |
| Conference Date |
2023-01-19 - 2023-01-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Naruto grand hotel |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
SeMI |
| Conference Code |
2023-01-SeMI-SeMI |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
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 |
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| Keyword(6) |
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| 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.) |
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| Speaker |
Author-1 |
| Date Time |
2023-01-19 15:55:00 |
| Presentation Time |
10 minutes |
| Registration for |
SeMI |
| Paper # |
SeMI2022-86 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.341 |
| Page |
pp.61-64 |
| #Pages |
4 |
| Date of Issue |
2023-01-12 (SeMI) |