| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2021-03-03 14:30 Emotion Estimation from EEG data by Multi-Dimensional CNN Mizuki Noda, Masayuki Kikuchi (TUT)  NC2020-49 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | This study examined the estimation of subjects' emotion from EEG data using multi-dimensional CNN. We used DEAP dataset which includes 32ch EEG data with subjective information. Two classes, “High” and “Low” are assigned to each Valence and Arousal emotion. As a pre-processing, wavelet transformation was adopted to each channel of EEG data for each subject, and the results were applied to electrode map represented in 2D lattice manner, which reflects spatial arrangement of electrodes on the skin of the brain. By such a procedure, 4D data representation, namely (electrode-x, electrode-y, time, frequency), were obtained, and we provided 3D data of (x, y, time) with multiple frequency bands into 3D-CNN simultaneously. Output of the network represents the emotion of the subject represented by binarized one-hot vector. As the result of learning, we obtained 60% and 64.5% of precisions for Valence and Arousal emotions, respectively, therefore the effectiveness of our approach was confirmed. |
|
| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | / / / / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 120, no. 403, NC2020-49, pp. 37-40, March 2021. | |
| Paper # | NC2020-49 | |
| Date of Issue | 2021-02-24 (NC) | |
| 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 | NC2020-49 |
|
| Conference Information | |
| Committee | NC MBE |
| Conference Date | 2021-03-03 - 2021-03-05 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neuro Computing, Medical Engineering, etc. |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2021-03-NC-MBE |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Emotion Estimation from EEG data by Multi-Dimensional CNN |
| Sub Title (in English) | |
| Keyword(1) | |
| Keyword(2) | |
| Keyword(3) | |
| Keyword(4) | |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Mizuki Noda |
| 1st Author's Affiliation | Tokyo University of Technology (TUT) |
| 2nd Author's Name | Masayuki Kikuchi |
| 2nd Author's Affiliation | Tokyo University of Technology (TUT) |
| 3rd Author's Name | |
| 3rd Author's Affiliation | () |
| 4th Author's Name | |
| 4th Author's Affiliation | () |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2021-03-03 14:30:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2020-49 |
| Volume (vol) | vol.120 |
| Number (no) | no.403 |
| Page | pp.37-40 |
| #Pages | 4 |
| Date of Issue | 2021-02-24 (NC) |
[Return to Top Page]