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

作者:

Highlights:

• Gait analysis is great avenue for person identification in an un-intrusive manner.

• The spatio-temporal aspects of a human gait can be captured through a 3D CNN.

• Bayesian optimization is used to tweak the hyperparameters of the architecture.

摘要

•Gait analysis is great avenue for person identification in an un-intrusive manner.•The spatio-temporal aspects of a human gait can be captured through a 3D CNN.•Bayesian optimization is used to tweak the hyperparameters of the architecture.

论文关键词:3D convolutional deep neural network (3D CNN),Gait bio-metric,Gait energy image,Person identification,Optimization

论文评审过程:Received 18 January 2021, Revised 10 March 2021, Accepted 15 April 2021, Available online 21 April 2021, Version of Record 4 May 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.115057