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| Presentation | 2019-03-14 10:20 Time-wise QoE Estimation of Video Quality using Multimodal Bio-signals Akio Oishi, Mutsumi Suganuma, Wataru Kameyama (Waseda Univ.)  CQ2018-94 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In various communication services such as video streaming, QoE (Quality of Experience) as the degree of user’s satisfaction to communication service is becoming more important than QoS (Quality of Service) as the conventional measurement of service quality. In this paper, we aim to estimate the time-wise QoE by using multi-modal bio-signals and user’s interest in the video. We estimate the time-wise QoE by several machine learning algorithms, where QoE is measured by user with a slider during watching videos in several different bitrates. By comparing the results, gradient boosting regression tree gives the highest accuracy. It suggests that the time-wise QoE could be estimated by using gradient boosting regression tree from bio-signals. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | QoS / QoE / Bio-signals / Subjective Quality Assessment of Video / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 503, CQ2018-94, pp. 13-18, March 2019. | |
| Paper # | CQ2018-94 | |
| Date of Issue | 2019-03-07 (CQ) | |
| 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 | CQ2018-94 |
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| Conference Information | |
| Committee | IMQ IE MVE CQ |
| Conference Date | 2019-03-14 - 2019-03-15 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kagoshima University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | media of five senses, multimedia, media experience, picture codinge, image media quality, network,quality and reliability, etc |
| Paper Information | |
| Registration To | CQ |
| Conference Code | 2019-03-IMQ-IE-MVE-CQ |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Time-wise QoE Estimation of Video Quality using Multimodal Bio-signals |
| Sub Title (in English) | |
| Keyword(1) | QoS |
| Keyword(2) | QoE |
| Keyword(3) | Bio-signals |
| Keyword(4) | Subjective Quality Assessment of Video |
| Keyword(5) | |
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| Keyword(8) | |
| 1st Author's Name | Akio Oishi |
| 1st Author's Affiliation | Waseda University (Waseda Univ.) |
| 2nd Author's Name | Mutsumi Suganuma |
| 2nd Author's Affiliation | Waseda University (Waseda Univ.) |
| 3rd Author's Name | Wataru Kameyama |
| 3rd Author's Affiliation | Waseda University (Waseda Univ.) |
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| Speaker | Author-1 |
| Date Time | 2019-03-14 10:20:00 |
| Presentation Time | 25 minutes |
| Registration for | CQ |
| Paper # | CQ2018-94 |
| Volume (vol) | vol.118 |
| Number (no) | no.503 |
| Page | pp.13-18 |
| #Pages | 6 |
| Date of Issue | 2019-03-07 (CQ) |
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