| Paper Abstract and Keywords |
| Presentation |
2024-01-18 12:30
Comparison of Two Methods for Person Identification Using Radar-Extracted Heartbeat Signals Kai Liu, Zelin Xing, Mondher Bouazizi, Tomoaki Ohtsuki (Keio Univ.) SeMI2023-49 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Non-contact biometric identification has gained significant attention in recent years due to its flexibility and ability to ensure privacy and confidentiality. Previous research has primarily focused on utilizing cardiac radar signals detected by radars. This paper aims to perform a comparison of two methods for person identification using heartbeat signals extracted from radar data. In the first method, we directly use the heartbeat time series data as the input of a deep learning model for person identification. The second method explores the feasibility of using the spectrogram generated from cardiac radar heartbeat signals combined with another deep learning model to achieve the same object. Furthermore, we examined the robustness of both methods by introducing noise into the signals and assessing their performance under these conditions. Experimental results show that the accuracy of person identification using spectrograms is 98.82%, which is higher than that of the method based on spectrograms. After introducing noise, the accuracy of both methods decreases. However, the method based on spectrograms experiences a more pronounced decline in accuracy than the method using time series data directly. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Doppler radar / heartbeat / spectrogram / person identification / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 123, no. 345, SeMI2023-49, pp. 1-5, Jan. 2024. |
| Paper # |
SeMI2023-49 |
| Date of Issue |
2024-01-11 (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 |
SeMI2023-49 |
| Conference Information |
| Committee |
SeMI |
| Conference Date |
2024-01-18 - 2024-01-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Raki House Kaiji |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
SeMI |
| Conference Code |
2024-01-SeMI |
| Language |
English |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Comparison of Two Methods for Person Identification Using Radar-Extracted Heartbeat Signals |
| Sub Title (in English) |
|
| Keyword(1) |
Doppler radar |
| Keyword(2) |
heartbeat |
| Keyword(3) |
spectrogram |
| Keyword(4) |
person identification |
| Keyword(5) |
|
| Keyword(6) |
|
| Keyword(7) |
|
| Keyword(8) |
|
| 1st Author's Name |
Kai Liu |
| 1st Author's Affiliation |
Keio University (Keio Univ.) |
| 2nd Author's Name |
Zelin Xing |
| 2nd Author's Affiliation |
Keio University (Keio Univ.) |
| 3rd Author's Name |
Mondher Bouazizi |
| 3rd Author's Affiliation |
Keio University (Keio Univ.) |
| 4th Author's Name |
Tomoaki Ohtsuki |
| 4th Author's Affiliation |
Keio University (Keio Univ.) |
| 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 |
() |
| 19th Author's Name |
|
| 19th Author's Affiliation |
() |
| 20th Author's Name |
|
| 20th Author's Affiliation |
() |
| 21st Author's Name |
|
| 21st Author's Affiliation |
() |
| 22nd Author's Name |
|
| 22nd Author's Affiliation |
() |
| 23rd Author's Name |
|
| 23rd Author's Affiliation |
() |
| 24th Author's Name |
|
| 24th Author's Affiliation |
() |
| 25th Author's Name |
|
| 25th Author's Affiliation |
() |
| 26th Author's Name |
/ / |
| 26th Author's Affiliation |
()
() |
| 27th Author's Name |
/ / |
| 27th Author's Affiliation |
()
() |
| 28th Author's Name |
/ / |
| 28th Author's Affiliation |
()
() |
| 29th Author's Name |
/ / |
| 29th Author's Affiliation |
()
() |
| 30th Author's Name |
/ / |
| 30th Author's Affiliation |
()
() |
| 31st Author's Name |
/ / |
| 31st Author's Affiliation |
()
() |
| 32nd Author's Name |
/ / |
| 32nd Author's Affiliation |
()
() |
| 33rd Author's Name |
/ / |
| 33rd Author's Affiliation |
()
() |
| 34th Author's Name |
/ / |
| 34th Author's Affiliation |
()
() |
| 35th Author's Name |
/ / |
| 35th Author's Affiliation |
()
() |
| 36th Author's Name |
/ / |
| 36th Author's Affiliation |
()
() |
| Speaker |
Author-1 |
| Date Time |
2024-01-18 12:30:00 |
| Presentation Time |
20 minutes |
| Registration for |
SeMI |
| Paper # |
SeMI2023-49 |
| Volume (vol) |
vol.123 |
| Number (no) |
no.345 |
| Page |
pp.1-5 |
| #Pages |
5 |
| Date of Issue |
2024-01-11 (SeMI) |