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| Presentation | 2023-03-16 16:05 Estimation of impression assessment using subjective evaluation of images and BERT Yuzuki Omote (Seikei Grad.), Kenji Sugiyama, Takashi Yamazoe (Seikei Univ.)  IMQ2022-58 IE2022-135 MVE2022-88 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Human impression is based on subjective interpretation which clue on several physical stimuli and our memory. Therefore, impression assessment includes many items and questionaries. Basically, subjective evaluation executes by combination of magnitude estimation and evaluation scale of Likert scale or seven-point scale. Thus, subjective evaluation is constructed from difference stimulus intensity with several physical factors. This construction become participant must evaluated similar trial and repeated large numbers of frequency. It caused that participant should spend long time to evaluate. Moreover, long time evaluation influence to worse accuracy of answers. In this paper, Authors tried to save evaluation spending time and high accuracy evaluation using short describe evaluation with BERT of unsupervised learning. | |
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Impression evaluation / Machine learning / Natural languageprocessing / BERT / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 122, no. 437, IMQ2022-58, pp. 188-191, March 2023. | |
| Paper # | IMQ2022-58 | |
| Date of Issue | 2023-03-08 (IMQ, IE, MVE) | |
| 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 | IMQ2022-58 IE2022-135 MVE2022-88 |
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| Conference Information | |
| Committee | IMQ IE MVE CQ |
| Conference Date | 2023-03-15 - 2023-03-17 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawaken Seinenkaikan (Naha-shi) |
| 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（AC） |
| Paper Information | |
| Registration To | IMQ |
| Conference Code | 2023-03-IMQ-IE-MVE-CQ |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimation of impression assessment using subjective evaluation of images and BERT |
| Sub Title (in English) | |
| Keyword(1) | Impression evaluation |
| Keyword(2) | Machine learning |
| Keyword(3) | Natural languageprocessing |
| Keyword(4) | BERT |
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| 1st Author's Name | Yuzuki Omote |
| 1st Author's Affiliation | Graduation School, Seikei University (Seikei Grad.) |
| 2nd Author's Name | Kenji Sugiyama |
| 2nd Author's Affiliation | Seikei University (Seikei Univ.) |
| 3rd Author's Name | Takashi Yamazoe |
| 3rd Author's Affiliation | Seikei University (Seikei Univ.) |
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| Speaker | Author-1 |
| Date Time | 2023-03-16 16:05:00 |
| Presentation Time | 25 minutes |
| Registration for | IMQ |
| Paper # | IMQ2022-58, IE2022-135, MVE2022-88 |
| Volume (vol) | vol.122 |
| Number (no) | no.437(IMQ), no.439(IE), no.440(MVE) |
| Page | pp.188-191 |
| #Pages | 4 |
| Date of Issue | 2023-03-08 (IMQ, IE, MVE) |
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