Multi-view gait recognition system using spatio-temporal features and deep learning

S Gul, MI Malik, GM Khan, F Shafait - Expert Systems with Applications, 2021 - Elsevier
Abstract Systems based on physiological biometrics are ubiquitous but requires subject
cooperation or high resolution to capture. Gait recognition is a great avenue for identification …

Human gait recognition based on frame-by-frame gait energy images and convolutional long short-term memory

X Wang, WQ Yan - International journal of neural systems, 2020 - World Scientific
Human gait recognition is one of the most promising biometric technologies, especially for
unobtrusive video surveillance and human identification from a distance. Aiming at …

SpiderNet: A spiderweb graph neural network for multi-view gait recognition

A Zhao, J Li, M Ahmed - Knowledge-Based Systems, 2020 - Elsevier
Human gait is a proven biometric trait with applications in security for authentication and
disease diagnosis. However, it is one-sided to express and interpret gait data from a single …

A comprehensive survey on deep gait recognition: algorithms, datasets and challenges

C Shen, S Yu, J Wang, GQ Huang, L Wang - arXiv preprint arXiv …, 2022 - arxiv.org
Gait recognition aims at identifying a person at a distance through visual cameras. With the
emergence of deep learning, significant advancements in gait recognition have achieved …

Prosperous human gait recognition: An end-to-end system based on pre-trained CNN features selection

A Mehmood, MA Khan, M Sharif, SA Khan… - Multimedia Tools and …, 2024 - Springer
Abstract Human Gait Recognition (HGR) is a biometric approach, widely used for security
purposes from the past few decades. In HGR, the change in an individual walk along with …

Robust gait recognition based on deep cnns with camera and radar sensor fusion

Y Shi, L Du, X Chen, X Liao, Z Yu, Z Li… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
In recent years, gait recognition has emerged as an important and promising solution for
human identification. Generally, gait recognition is based on a single type of sensor, such as …

Multi-view gait recognition based on a spatial-temporal deep neural network

S Tong, Y Fu, X Yue, H Ling - IEEE Access, 2018 - ieeexplore.ieee.org
This paper proposes a novel spatial-temporal deep neural network (STDNN) that is applied
to multi-view gait recognition. The STDNN comprises a temporal feature network (TFN) and …

Gait feature extraction and gait classification using two-branch CNN

X Wang, J Zhang - Multimedia Tools and Applications, 2020 - Springer
As a promising biometric identification method, gait recognition has many advantages, such
as suitable for human identification at a long distance, requiring no contact and hard to …

Human gait recognition based on sequential deep learning and best features selection

CA Hanif, MA Mughal, MA Khan… - CMC-COMPUTERS …, 2023 - scholarworks.bwise.kr
Gait recognition is an active research area that uses a walking theme to identify the subject
correctly. Human Gait Recognition (HGR) is performed without any cooperation from the …

Gait recognition using multichannel convolution neural networks

X Wang, J Zhang, WQ Yan - Neural computing and applications, 2020 - Springer
Human gait recognition has a wide range of applications in multiple fields, such as video
surveillance, digital security, and forensics. In this paper, we investigate the challenging …