Research on gait recognition by using 1DCNN based on lower limb kinematic posture data

Gait recognition refers to the process of realizing the detection of human identity or health status and other information according to the characteristics of human plantar pressure, video images or human dynamics indicators. With the advantages of non-contact, non-aggression, no need for cooperation and easy to collect, gait recognition technology has been widely used in recent years in the field of public security criminal investigation, medical care, intelligent transportation and other fields. In this study, to meet the needs of gait recognition, IMU sensors are used to acquire human lower limb motion posture data and wavelet transform is used to decompose several components. Then the components were determined and the optimized

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Publication Details

Journal
IET conference proceedings.
Published
2025-01-01
DOI
https://doi.org/10.1049/icp.2024.2778
Primary Topic
Gait Recognition and Analysis
Type
article
Field-Weighted Citation Impact
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article

Research on gait recognition by using 1DCNN based on lower limb kinematic posture data

Shaohong Wang, Mu Li, Chao Ma
IET conference proceedings.
Gait Recognition and Analysis
article

Research on gait recognition by using 1DCNN based on lower limb kinematic posture data

Shaohong Wang, Mu Li, Chao Ma
article en

Abstract

Gait recognition refers to the process of realizing the detection of human identity or health status and other information according to the characteristics of human plantar pressure, video images or human dynamics indicators. With the advantages of non-contact, non-aggression, no need for cooperation and easy to collect, gait recognition technology has been widely used in recent years in the field of public security criminal investigation, medical care, intelligent transportation and other fields. In this study, to meet the needs of gait recognition, IMU sensors are used to acquire human lower limb motion posture data and wavelet transform is used to decompose several components. Then the components were determined and the optimized

IET conference proceedings.Vol. 2024(9)
Beijing Information Science & Technology University (CN)
Openalex Percentile: Top 100%
Gait Recognition and Analysis
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