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| Presentation | 2011-10-14 16:05 Unicursal Gesture Recognition with Support Vector Machines Using Distance to Borders Bessie Chan, Ryosuke Aoki, Masayuki Ihara, Minoru Kobayashi, Toru Kobayashi (NTT), Shingo Kagami (Tohoku Univ.)  MVE2011-54 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Vision-based recognition systems using hand gestures to control applications like TV menus are gaining popularity in the market. To improve gesture recognition, we propose a combination of Support Vector Machines (SVM) and Distance to Border features (DtB) to recognize unicursal shapes drawn by finger motion or hand shapes such as peace sign. Two SVM models are trained and combined to classify each gesture. Our algorithm is simple, easily implemented but proper image processing for hand gestures is required before classification using the algorithm. The performance of our proposed recognition algorithm is evaluated on eight unicursal shapes and results are reported. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Gesture Recognition / Support Vector Machine / Distance to Border / Unicursal figure / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 235, MVE2011-54, pp. 127-132, Oct. 2011. | |
| Paper # | MVE2011-54 | |
| Date of Issue | 2011-10-06 (MVE) | |
| ISSN | Print edition: ISSN 0913-5685 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 | MVE2011-54 |
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| Conference Information | |
| Committee | MVE HI-SIG-VR |
| Conference Date | 2011-10-13 - 2011-10-14 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | MVE |
| Conference Code | 2011-10-MVE-SIG-VR |
| Language | English |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Unicursal Gesture Recognition with Support Vector Machines Using Distance to Borders |
| Sub Title (in English) | |
| Keyword(1) | Gesture Recognition |
| Keyword(2) | Support Vector Machine |
| Keyword(3) | Distance to Border |
| Keyword(4) | Unicursal figure |
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| 1st Author's Name | Bessie Chan |
| 1st Author's Affiliation | NTT Cyber Solutions Laboratories (NTT) |
| 2nd Author's Name | Ryosuke Aoki |
| 2nd Author's Affiliation | NTT Cyber Solutions Laboratories (NTT) |
| 3rd Author's Name | Masayuki Ihara |
| 3rd Author's Affiliation | NTT Cyber Solutions Laboratories (NTT) |
| 4th Author's Name | Minoru Kobayashi |
| 4th Author's Affiliation | NTT Cyber Solutions Laboratories (NTT) |
| 5th Author's Name | Toru Kobayashi |
| 5th Author's Affiliation | NTT Cyber Solutions Laboratories (NTT) |
| 6th Author's Name | Shingo Kagami |
| 6th Author's Affiliation | Tohoku University (Tohoku Univ.) |
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| Speaker | Author-1 |
| Date Time | 2011-10-14 16:05:00 |
| Presentation Time | 25 minutes |
| Registration for | MVE |
| Paper # | MVE2011-54 |
| Volume (vol) | vol.111 |
| Number (no) | no.235 |
| Page | pp.127-132 |
| #Pages | 6 |
| Date of Issue | 2011-10-06 (MVE) |
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