Learning rich features for gait recognition by integrating skeletons and silhouettes

Y Peng, K Ma, Y Zhang, Z He - Multimedia Tools and Applications, 2024 - Springer
Gait recognition captures gait patterns from the walking sequence of an individual for
identification. Most existing gait recognition methods learn features from silhouettes or …

Frame-level refinement networks for skeleton-based gait recognition

L Wang, J Chen, Y Liu - Computer Vision and Image Understanding, 2022 - Elsevier
Gait is considered as a promising biometric feature due to its support for long-distance and
non-contact recognition. Most existing skeleton-based gait recognition methods deliver the …

Combining the silhouette and skeleton data for gait recognition

L Wang, R Han, W Feng - ICASSP 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
Gait recognition, a long-distance biometric technology, has aroused intense interest
recently. Currently, the two dominant gait recognition works are appearance-based and …

Gaitmixer: skeleton-based gait representation learning via wide-spectrum multi-axial mixer

E Pinyoanuntapong, A Ali, P Wang… - ICASSP 2023-2023 …, 2023 - ieeexplore.ieee.org
Most existing gait recognition methods are appearance-based, which rely on the silhouettes
extracted from the video data of human walking activities. The less-investigated skeleton …

Gaitgraph: Graph convolutional network for skeleton-based gait recognition

T Teepe, A Khan, J Gilg, F Herzog… - … conference on image …, 2021 - ieeexplore.ieee.org
Gait recognition is a promising video-based biometric for identifying individual walking
patterns from a long distance. At present, most gait recognition methods use silhouette …

Multi-modal gait recognition via effective spatial-temporal feature fusion

Y Cui, Y Kang - Proceedings of the IEEE/CVF Conference …, 2023 - openaccess.thecvf.com
Gait recognition is a biometric technology that identifies people by their walking patterns.
The silhouettes-based method and the skeletons-based method are the two most popular …

Gpgait: Generalized pose-based gait recognition

Y Fu, S Meng, S Hou, X Hu… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Recent works on pose-based gait recognition have demonstrated the potential of using such
simple information to achieve results comparable to silhouette-based methods. However …

Towards a deeper understanding of skeleton-based gait recognition

T Teepe, J Gilg, F Herzog… - Proceedings of the …, 2022 - openaccess.thecvf.com
Gait recognition is a promising biometric with unique properties for identifying individuals
from a long distance by their walking patterns. In recent years, most gait recognition methods …

Gait pyramid attention network: toward silhouette semantic relation learning for gait recognition

J Chen, Z Wang, P Yi, K Zeng, Z He… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Gait recognition refers to video-based biometric techniques for recognizing subjects by
walking patterns under a long-distance situation. Despite the progress of existing 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 …