Multi-domains based human activity classification in radar

Z Li, F Fioranelli, S Yang, L Zhang… - … Conference (IET IRC …, 2020 - ieeexplore.ieee.org
In human activity recognition (HAR) based on radar, significant research exists on statistical
features extracted from the spectrogram (μD), whereas the research which considers other …

A Comparative Study on Recent Progress of Machine Learning-Based Human Activity Recognition with Radar

K Papadopoulos, M Jelali - Applied Sciences, 2023 - mdpi.com
The importance of radar-based human activity recognition has increased significantly over
the last two decades in safety and smart surveillance applications due to its superiority in …

Complex field-based fusion network for human activities classification with radar

J Guo, C Shu, Y Zhou, K Wang… - … Conference (IET IRC …, 2020 - ieeexplore.ieee.org
In the context of assisted living, human activity recognition (HAR) is of increased importance
to maintain people at home living independently longer. Compared with directly using …

Improving radar human activity classification using synthetic data with image transformation

R Hernangómez, T Visentin, L Servadei… - Sensors, 2022 - mdpi.com
Machine Learning (ML) methods have become state of the art in radar signal processing,
particularly for classification tasks (eg, of different human activities). Radar classification can …

Radar-Based Continuous Human Activity Recognition with Multi-Label Classification

I Ullmann, RG Guendel, NC Kruse… - 2023 IEEE …, 2023 - ieeexplore.ieee.org
This paper presents a novel approach to radar-based human activity recognition in
continuous data streams. To date, most work in this research area has aimed at either …

Radar Feature Analysis of Human Activity Recognition Under Multi-view Scenes

T Zhang, X Qiao, X Li, C Bai - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Generally, radar-based human activity classification methods can be divided into two
categories. One is to use deep learning networks to learn features autonomously and …

On the generalization and reliability of single radar-based human activity recognition

A Gorji, A Bourdoux, H Sahli - IEEE Access, 2021 - ieeexplore.ieee.org
Identifying human activities using short-range and low-power radars has attracted much
attention among the researchers and consumer electronics industry. This paper considers …

Radar-based human activity classification with cyclostationarity

Y Du, J Li, Z Li, R Yu, A Napolitano… - … on Radar (Radar), 2021 - ieeexplore.ieee.org
Human Activity Classification with radar has made significant progress in the past few years.
In this article, we propose a cyclostationarity-based approach in this field of application …

Radar‐based human activity recognition using denoising techniques to enhance classification accuracy

R Yu, Y Du, J Li, A Napolitano… - IET Radar, Sonar & …, 2024 - Wiley Online Library
Radar‐based human activity recognition is considered as a competitive solution for the
elderly care health monitoring problem, compared to alternative techniques such as …

Benchmarking classification algorithms for radar-based human activity recognition

F Fioranelli, S Zhu, I Roldan - IEEE Aerospace and Electronic …, 2022 - ieeexplore.ieee.org
Linked to the increasing availability of datasets for radar-based human activity recognition
(HAR), in this Student Highlights contribution, we report on a classification project that a …