TriGait: Hybrid Fusion Strategy for Multimodal Alignment and Integration in Gait Recognition

Y Sun, X Feng, X Liu, L Ma, L Hu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Due to the inherent limitations of single modalities, multimodal fusion has become
increasingly popular in many computer vision fields, leveraging the complementary …

A multi-stage adaptive feature fusion neural network for multimodal gait recognition

S Zou, J Xiong, C Fan, C Shen, S Yu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Gait recognition is a biometric technology that has received extensive attention. Most
existing gait recognition algorithms are unimodal, and a few multimodal gait recognition …

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 …

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 …

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 …

Multimodal gait recognition under missing modalities

R Delgado-Escano, FM Castro, N Guil… - … on Image Processing …, 2021 - ieeexplore.ieee.org
Multimodal systems for gait recognition have gained a lot of attention. However, there is a
clear gap in the study of missing modalities, which represents real-life scenarios where …

LiCAF: LiDAR-Camera Asymmetric Fusion for Gait Recognition

Y Deng, H Xiong, B Feng - arXiv preprint arXiv:2406.12355, 2024 - arxiv.org
Gait recognition is a biometric technology that identifies individuals by using walking
patterns. Due to the significant achievements of multimodal fusion in gait recognition, we …

UGaitNet: multimodal gait recognition with missing input modalities

MJ Marín-Jiménez, FM Castro… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Gait recognition systems typically rely solely on silhouettes for extracting gait signatures.
Nevertheless, these approaches struggle with changes in body shape and dynamic …

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 …

QAGait: Revisit Gait Recognition from a Quality Perspective

Z Wang, S Hou, M Zhang, X Liu, C Cao… - Proceedings of the …, 2024 - ojs.aaai.org
Gait recognition is a promising biometric method that aims to identify pedestrians from their
unique walking patterns. Silhouette modality, renowned for its easy acquisition, simple …