Advancements in Radar Point Cloud Generation and Usage in Context of Healthcare and Assisted Living Domain: A Review

S Ahmed, S Abdullah, SH Cho - IEEE Sensors Journal, 2024‏ - ieeexplore.ieee.org
Point clouds (PCs) are ubiquitous data representation schemas in complex tasks related to
semantic segmentation and scene understanding. Contrary to vision-based approaches …

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 …

A holistic human activity recognition optimisation using AI techniques

Z Li, Y Liu, B Liu, J Le Kernec… - IET Radar, Sonar & …, 2024‏ - Wiley Online Library
Building on previous radar‐based human activity recognition (HAR), we expand the micro‐
Doppler signature to 6 domains and exploit each domain with a set of handcrafted features …

Self-attention CNN based indoor human events detection with UWB radar

K Pan, WP Zhu, M Hasannezhad - Journal of the Franklin Institute, 2024‏ - Elsevier
In the era of smart homes and healthcare automation, the ability to accurately monitor and
detect indoor human activities is paramount. Ultra-wideband (UWB) radar has emerged as a …

Corruption robustness analysis of radar micro-doppler classification for human activity recognition

Y Zhou, X Yu, M López-Benítez, L Yu… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Radar-based human activity recognition (HAR) is a popular area of research. Despite claims
of high accuracy on self-collected datasets, the robustness of these models under data …

Improving human activity classification based on micro-doppler signatures of FMCW radar with the effect of noise

NB Nguyen, MN Pham, VS Doan, VN Le - PloS one, 2024‏ - journals.plos.org
Nowadays, classifying human activities is applied in many essential fields, such as
healthcare, security monitoring, and search and rescue missions. Radar sensor-based …

[HTML][HTML] Radar gait recognition using Dual-branch Swin Transformer with Asymmetric Attention Fusion

W He, J Ren, R Bai, X Jiang - Pattern Recognition, 2025‏ - Elsevier
Video-based gait recognition suffers from potential privacy issues and performance
degradation due to dim environments, partial occlusions, or camera view changes. Radar …

Differentially private integrated decision gradients (idg-dp) for radar-based human activity recognition

I Zakariyya, L Tran, KB Sivangi, P Henderson… - arxiv preprint arxiv …, 2024‏ - arxiv.org
Human motion analysis offers significant potential for healthcare monitoring and early
detection of diseases. The advent of radar-based sensing systems has captured the …

Radar sensing in healthcare: Challenges and achievements in human activity classification & vital signs monitoring

F Fioranelli, RG Guendel, NC Kruse… - … Work-Conference on …, 2023‏ - Springer
Driven by its contactless sensing capabilities and the lack of optical images being recorded,
radar technology has been recently investigated in the context of human healthcare. This …

3M: Measuring Vital Signs with Markov-Gauss Model

C Tang, T **, Y Dai, Z Li - IEEE Journal of Biomedical and …, 2024‏ - ieeexplore.ieee.org
Measuring vital signs (VS) contained in the echoes is crucial to the analyses of breathing
and heartbeat signals using medical radar. Although many advanced signal processing …