Deep gait recognition: A survey

A Sepas-Moghaddam, A Etemad - IEEE transactions on pattern …, 2022 - ieeexplore.ieee.org
Gait recognition is an appealing biometric modality which aims to identify individuals based
on the way they walk. Deep learning has reshaped the research landscape in this area …

Deep learning pipelines for recognition of gait biometrics with covariates: a comprehensive review

A Parashar, A Parashar, W Ding, RS Shekhawat… - Artificial Intelligence …, 2023 - Springer
This paper presents a comprehensive exposition of deep learning architectures and
pipelines for biometric applications using complex characteristics of human gait. The variety …

Gait recognition in the wild: A benchmark

Z Zhu, X Guo, T Yang, J Huang… - Proceedings of the …, 2021 - openaccess.thecvf.com
Gait benchmarks empower the research community to train and evaluate high-performance
gait recognition systems. Even though growing efforts have been devoted to cross-view …

Gait recognition via effective global-local feature representation and local temporal aggregation

B Lin, S Zhang, X Yu - Proceedings of the IEEE/CVF …, 2021 - openaccess.thecvf.com
Gait recognition is one of the most important biometric technologies and has been applied in
many fields. Recent gait recognition frameworks represent each gait frame by descriptors …

Gaitset: Regarding gait as a set for cross-view gait recognition

H Chao, Y He, J Zhang, J Feng - Proceedings of the AAAI conference on …, 2019 - aaai.org
As a unique biometric feature that can be recognized at a distance, gait has broad
applications in crime prevention, forensic identification and social security. To portray a gait …

A model-based gait recognition method with body pose and human prior knowledge

R Liao, S Yu, W An, Y Huang - Pattern Recognition, 2020 - Elsevier
We propose in this paper a novel model-based gait recognition method, PoseGait. Gait
recognition is a challenging and attractive task in biometrics. Early approaches to gait …

GaitSet: Cross-view gait recognition through utilizing gait as a deep set

H Chao, K Wang, Y He, J Zhang… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
Gait is a unique biometric feature that can be recognized at a distance; thus, it has broad
applications in crime prevention, forensic identification, and social security. To portray a gait …

Gait recognition with multiple-temporal-scale 3d convolutional neural network

B Lin, S Zhang, F Bao - Proceedings of the 28th ACM international …, 2020 - dl.acm.org
Gait recognition which is one of the most important and effective biometric technologies has
a significant advantage in long-distance recognition systems. For existing gait recognition …

Multi-task GANs for view-specific feature learning in gait recognition

Y He, J Zhang, H Shan, L Wang - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Gait recognition is of great importance in the fields of surveillance and forensics to identify
human beings since gait is the unique biometric feature that can be perceived efficiently at a …

Gaitgan: Invariant gait feature extraction using generative adversarial networks

S Yu, H Chen, EB Garcia Reyes… - Proceedings of the …, 2017 - openaccess.thecvf.com
The performance of gait recognition can be adversely affected by many sources of variation
such as view angle, clothing, presence of and type of bag, posture, and occlusion, among …