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Gait has been considered as a promising and unique biometric for person identification. Traditionally, gait data are collected using either color sensors, such as a CCD camera, depth sensors, such as a Microsoft Kinect, or inertial sensors,…

计算机视觉与模式识别 · 计算机科学 2018-11-02 Qin Zou , Lihao Ni , Qian Wang , Qingquan Li , Song Wang

During the preceding decades, human gait analysis has been the center of attention for the scientific community, while the association between gait analysis and overall health monitoring has been extensively reported. Technological advances…

A typical gait analysis requires the examination of the motion of nine joint angles on the left-hand side and six joint angles on the right-hand side across multiple subjects. Due to the quantity and complexity of the data, it is useful to…

应用统计 · 统计学 2024-09-02 Sajal Kaur Minhas , Morgan Sangeux , Julia Polak , Michelle Carey

Gait is one of the most promising biometrics to identify individuals at a long distance. Although most previous methods have focused on recognizing the silhouettes, several end-to-end methods that extract gait features directly from RGB…

计算机视觉与模式识别 · 计算机科学 2022-07-19 Junhao Liang , Chao Fan , Saihui Hou , Chuanfu Shen , Yongzhen Huang , Shiqi Yu

Gait recognition has emerged as a compelling biometric modality for surveillance and security applications, offering inherent advantages such as non-intrusiveness, resistance to disguise, and long-range identification capability. However,…

计算机视觉与模式识别 · 计算机科学 2026-05-01 Yabo Luo , Xiaoyun Wang , Cunrong Li

Gait recognition aims to identify individual-specific walking patterns by observing the different periodic movements of each body part. However, most existing methods treat each part equally and fail to account for the data redundancy…

计算机视觉与模式识别 · 计算机科学 2023-06-27 Lei Wang , Bo Liu , Bincheng Wang , Fuqiang Yu

Accurate estimation of spatial gait characteristics is critical to assess motor impairments resulting from neurological or musculoskeletal disease. Currently, however, methodological constraints limit clinical applicability of…

Based on recent health statistics, there are several thousands of people with limb disability and gait disorders that require a medical assistance. A robot assisted rehabilitation therapy can help them recover and return to a normal life.…

信号处理 · 电气工程与系统科学 2023-01-04 Anish C. Turlapaty , Balakrishna Gokaraju

A fall is an abnormal activity that occurs rarely; however, missing to identify falls can have serious health and safety implications on an individual. Due to the rarity of occurrence of falls, there may be insufficient or no training data…

机器学习 · 计算机科学 2018-02-05 Shehroz S. Khan , Jesse Hoey

Hybrid systems, such as bipedal walkers, are challenging to control because of discontinuities in their nonlinear dynamics. Little can be predicted about the systems' evolution without modeling the guard conditions that govern transitions…

机器人学 · 计算机科学 2019-03-04 Aleksandra Kalinowska , Thomas A. Berrueta , Adam Zoss , Todd Murphey

Gait recognition is an important AI task, which has been progressed rapidly with the development of deep learning. However, existing learning based gait recognition methods mainly focus on the single domain, especially the constrained…

计算机视觉与模式识别 · 计算机科学 2025-11-19 Likai Wang , Ruize Han , Wei Feng , Song Wang

Many gait recognition methods first partition the human gait into N-parts and then combine them to establish part-based feature representations. Their gait recognition performance is often affected by partitioning strategies, which are…

计算机视觉与模式识别 · 计算机科学 2022-10-11 Ming Wang , Beibei Lin , Xianda Guo , Lincheng Li , Zheng Zhu , Jiande Sun , Shunli Zhang , Xin Yu

The study of biomechanics during locomotion provides valuable insights into the effects of varying conditions on specific movement patterns. This research focuses on examining the influence of different shoe parameters on walking…

This study focuses on the velocity patterns of various body parts during walking and proposes a method for evaluating gait symmetry. Traditional motion analysis studies have assessed gait symmetry based on differences in electromyographic…

计算机视觉与模式识别 · 计算机科学 2025-05-19 Go Fukino , Kanta Tachibana

Freezing of gait is a Parkinson's Disease symptom that episodically inflicts a patient with the inability to step or turn while walking. While medical experts have discovered various triggers and alleviating actions for freezing of gait,…

机器学习 · 计算机科学 2023-10-11 Wen Tao Mo , Jonathan H. Chan

This paper presents an initial work on assessment of gait normality in which the human body motion is represented by a sequence of enhanced depth maps. The input data is provided by a system consisting of a Time-of-Flight (ToF) depth camera…

计算机视觉与模式识别 · 计算机科学 2019-08-21 Trong Nguyen Nguyen , Huu Hung Huynh , Jean Meunier

Human gait is a widely used biometric trait for user identification and recognition. Given the wide-spreading, steady diffusion of ear-worn wearables (Earables) as the new frontier of wearable devices, we investigate the feasibility of…

人机交互 · 计算机科学 2021-08-30 Andrea Ferlini , Dong Ma , Robert Harle , Cecilia Mascolo

Current exoskeleton control methods often face challenges in delivering personalized treatment. Standardized walking gaits can lead to patient discomfort or even injury. Therefore, personalized gait is essential for the effectiveness of…

机器人学 · 计算机科学 2025-05-26 Lijiang Liu , Junyu Shi , Yong Sun , Zhiyuan Zhang , Jinni Zhou , Shugen Ma , Qiang Nie

In this paper, we introduce a new gait segmentation method based on accelerometer data and develop a new distance function between two time series, showing novel and effectiveness in simultaneously identifying user and adversary. Comparing…

信号处理 · 电气工程与系统科学 2019-10-15 Yujia Ding , Weiqing Gu

Gait recognition aims at identifying the pedestrians at a long distance by their biometric gait patterns. It is inherently challenging due to the various covariates and the properties of silhouettes (textureless and colorless), which result…

计算机视觉与模式识别 · 计算机科学 2023-06-09 Huanzhang Dou , Pengyi Zhang , Yuhan Zhao , Lin Dong , Zequn Qin , Xi Li