| Paper Abstract and Keywords |
| Presentation |
2025-06-05 10:50
Investigation of A Personal Authentication Method Using Insole-Type Gait Sensors Based on Deep Learning
Etsushi Kumamoto, Kyosuke Fukamachi, Susumu Sato, Takashi Kawanami (KIT) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Gait is a subconscious and difficult-to-forge behavior, making it suitable for biometric authentication. However, many existing studies rely on data collected over short periods, and the robustness of authentication models against temporal gait variation remains an issue. Focusing on an insole-type gait sensor developed by NEC that allows for long-term data collection and use, this study proposes a personal authentication method based on deep learning and conducts a comparative evaluation using short-term and long-term gait data. The model achieved a high accuracy with an equal error rate (EER) of 0.71% when trained and evaluated using only short-term data. Furthermore, by incorporating long-term gait data into the training set, the EER decreased to 0.28%. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Gait / Biometric Authentication / Continuous Authentication / Long-term Data / / / / |
| Reference Info. |
ITE Tech. Rep. |
| Paper # |
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| Date of Issue |
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| ISSN |
Online edition: ISSN 2424-1970 |
| Download PDF |
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| Conference Information |
| Committee |
IST ME IEICE-IE IEICE-BioX IEICE-SIP IEICE-MI |
| Conference Date |
2025-06-05 - 2025-06-06 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
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| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
IEICE-BioX |
| Conference Code |
2025-06-IST-ME-IE-BioX-SIP-MI |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Investigation of A Personal Authentication Method Using Insole-Type Gait Sensors Based on Deep Learning |
| Sub Title (in English) |
* |
| Keyword(1) |
Gait |
| Keyword(2) |
Biometric Authentication |
| Keyword(3) |
Continuous Authentication |
| Keyword(4) |
Long-term Data |
| Keyword(5) |
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| Keyword(6) |
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| 1st Author's Name |
Etsushi Kumamoto |
| 1st Author's Affiliation |
Kanazawa Institute of Technology (KIT) |
| 2nd Author's Name |
Kyosuke Fukamachi |
| 2nd Author's Affiliation |
Kanazawa Institute of Technology (KIT) |
| 3rd Author's Name |
Susumu Sato |
| 3rd Author's Affiliation |
Kanazawa Institute of Technology (KIT) |
| 4th Author's Name |
Takashi Kawanami |
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Kanazawa Institute of Technology (KIT) |
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| Speaker |
Author-1 |
| Date Time |
2025-06-05 10:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
IEICE-BioX |
| Paper # |
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| Volume (vol) |
vol.49 |
| Number (no) |
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| Page |
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