Paper Abstract and Keywords |
Presentation |
2024-06-07 11:20
Development of a Gait Authentication Method Robust to Differences in Clothing Using 2D Pose Estimation Shuji Awai, Takahiro Yoshioka, Takeshi Konno (Fujitsu), Daisuke Imoto, Masakatsu Honma (National Research Institute of Police Science) |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this study, we developed a gait authentication method robust to clothing differences. Existing gait recognition methods had issues with accuracy due to clothing differences. Our proposed method creates a model that masks arm posture estimation information, which is greatly affected by clothing differences and occlusion, to obtain robust gait features. Using cumulative distribution, we calculated the probability of the same person and found that the average accuracy improved by 5.7% compared to unmasked cases. In the future, we aim to automatically select the masked parts according to conditions and apply it under various conditions. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Gait authentication / Pose estimation / / / / / / |
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 |
ME IST IEICE-BioX IEICE-SIP IEICE-MI IEICE-IE |
Conference Date |
2024-06-06 - 2024-06-07 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Nigata University (Ekinan-Campus "TOKIMATE") |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
IEICE-BioX |
Conference Code |
2024-06-ME-IST-BioX-SIP-MI-IE |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Development of a Gait Authentication Method Robust to Differences in Clothing Using 2D Pose Estimation |
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Gait authentication |
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Pose estimation |
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1st Author's Name |
Shuji Awai |
1st Author's Affiliation |
Fujitsu Limited (Fujitsu) |
2nd Author's Name |
Takahiro Yoshioka |
2nd Author's Affiliation |
Fujitsu Limited (Fujitsu) |
3rd Author's Name |
Takeshi Konno |
3rd Author's Affiliation |
Fujitsu Limited (Fujitsu) |
4th Author's Name |
Daisuke Imoto |
4th Author's Affiliation |
National Research Institute of Police Science (National Research Institute of Police Science) |
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Masakatsu Honma |
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National Research Institute of Police Science (National Research Institute of Police Science) |
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Speaker |
Author-1 |
Date Time |
2024-06-07 11:20:00 |
Presentation Time |
25 minutes |
Registration for |
IEICE-BioX |
Paper # |
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Volume (vol) |
vol.48 |
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