Deep multi-task learning for gait-based biometrics

MJ Marín-Jiménez, FM Castro, N Guil… - … conference on image …, 2017 - ieeexplore.ieee.org
The task of identifying people by the way they walk is known asgait recognition'. Although
gait is mainly used for identification, additional tasks as gender recognition or age estimation …

Evaluation of CNN architectures for gait recognition based on optical flow maps

FM Castro, MJ Marin-Jimenez, N Guil… - … conference of the …, 2017 - ieeexplore.ieee.org
This work targets people identification in video based on the way they walk (ie gait) by using
deep learning architectures. We explore the use of convolutional neural networks (CNN) for …

Pose‐based deep gait recognition

A Sokolova, A Konushin - IET Biometrics, 2019 - Wiley Online Library
Human gait or walking manner is a biometric feature that allows identification of a person
when other biometric features such as the face or iris are not visible. In this study, the …

Multimodal feature fusion for CNN-based gait recognition: an empirical comparison

FM Castro, MJ Marin-Jimenez, N Guil… - Neural Computing and …, 2020 - Springer
People identification in video based on the way they walk (ie, gait) is a relevant task in
computer vision using a noninvasive approach. Standard and current approaches typically …

Gait identification by convolutional neural networks and optical flow

AR Hawas, HA El-Khobby, M Abd-Elnaby… - Multimedia Tools and …, 2019 - Springer
Non-interactive biometric systems have gained an enormous interest from computer vision
researchers as they provide more efficient and reliable ways of identification and …

VGR-net: A view invariant gait recognition network

D Thapar, A Nigam, D Aggarwal… - 2018 IEEE 4th …, 2018 - ieeexplore.ieee.org
Biometrie identification systems have become immensely popular and important because of
their high reliability and efficiency. However person identification at a distance, still remains …

Clothing-invariant gait recognition using convolutional neural network

TW Yeoh, HE Aguirre, K Tanaka - … International symposium on …, 2016 - ieeexplore.ieee.org
Gait recognition is recognizing human through the style in which they walk. However, the
recognition task can become complicated due to the existence of covariate factors (eg …

Gait phase classification for in-home gait assessment

M Ye, C Yang, V Stankovic… - … on Multimedia and …, 2017 - ieeexplore.ieee.org
With growing ageing population, acquiring joint measurements with sufficient accuracy for
reliable gait assessment is essential. Additionally, the quality of gait analysis relies heavily …

Towards understanding the uniqueness of gait biometric

D Gafurov, E Snekkenes - 2008 8th IEEE International …, 2008 - ieeexplore.ieee.org
In this paper, we provide some insights towards understanding the uniqueness of gait (ankle
motion) by relating the discriminativeness of gait to the shoe type, direction of the motion and …

Siamese neural network based gait recognition for human identification

C Zhang, W Liu, H Ma, H Fu - 2016 ieee international …, 2016 - ieeexplore.ieee.org
As the remarkable characteristics of remote accessed, robust and security, gait recognition
has gained significant attention in the biometrics based human identification task. However …