GaitRA: triple-branch multimodal gait recognition with larger effective receptive fields and mixed attention

L Xue, Z Tao - Multimedia Tools and Applications, 2024 - Springer
Gait Recognition, as a long-distance biometric technique for identity recognition, has
attracted widespread attention in recent years. Previous academia typically employs minor …

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 …

DFGait: Decomposition Fusion Representation Learning for Multimodal Gait Recognition

J Xiong, S Zou, J Tang - International Conference on Multimedia Modeling, 2024 - Springer
Multimodal gait recognition aims to utilize various gait modalities for identity recognition.
Previous methods have focused on designing complex fusion techniques. However, the …

GaitMA: Pose-guided Multi-modal Feature Fusion for Gait Recognition

F Min, S Guo, F Hao, J Dong - arXiv preprint arXiv:2407.14812, 2024 - arxiv.org
Gait recognition is a biometric technology that recognizes the identity of humans through
their walking patterns. Existing appearance-based methods utilize CNN or Transformer to …

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 …

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 …

Trigait: Aligning and fusing skeleton and silhouette gait data via a tri-branch network

Y Sun, X Feng, L Ma, L Hu… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Gait recognition is a promising biometric technology for identification due to its non-
invasiveness and long-distance. However, external variations such as clothing changes and …

Transgait: Multimodal-based gait recognition with set transformer

G Li, L Guo, R Zhang, J Qian, S Gao - Applied Intelligence, 2023 - Springer
As a biological feature that can be recognized from a distance, gait has a wide range of
applications such as crime prevention, judicial identification, and social security. However …

GaitSTR: Gait Recognition With Sequential Two-Stream Refinement

W Zheng, H Zhu, Z Zheng… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Gait recognition aims to identify a person based on their walking sequences, serving as a
useful biometric modality as it can be observed from long distances without requiring …

Reinforcing Spatiotemporal Correlation: Learning Comprehensive Feature Representations for Gait Recognition

J Chen, K Zeng, Q Zou, C Liang, Z Xu, G Wu - Kangli and Zou, Qin and … - papers.ssrn.com
Gait recognition attracts extensive attention as biotechnology for identifying subjects from a
distance without their cooperation. Since gait is not easily camouflaged and successive …