Review on human action recognition in smart living: Sensing technology, multimodality, real-time processing, interoperability, and resource-constrained processing

G Diraco, G Rescio, P Siciliano, A Leone - Sensors, 2023 - mdpi.com
Smart living, a concept that has gained increasing attention in recent years, revolves around
integrating advanced technologies in homes and cities to enhance the quality of life for …

A review of vision-based indoor HAR: state-of-the-art, challenges, and future prospects

G Bhola, DK Vishwakarma - Multimedia Tools and Applications, 2024 - Springer
With the advent of technology, we are getting more comfortable with the use of gadgets,
cameras, etc., and find Artificial Intelligence as an integral part of most of the tasks we …

STC-NLSTMNet: an improved human activity recognition method using convolutional neural network with NLSTM from WiFi CSI

MS Islam, MKA Jannat, MN Hossain, WS Kim, SW Lee… - Sensors, 2022 - mdpi.com
Human activity recognition (HAR) has emerged as a significant area of research due to its
numerous possible applications, including ambient assisted living, healthcare, abnormal …

Wimans: A benchmark dataset for wifi-based multi-user activity sensing

S Huang, K Li, D You, Y Chen, A Lin, S Liu, X Li… - … on Computer Vision, 2025 - Springer
WiFi-based human sensing has exhibited remarkable potential to analyze user behaviors in
a non-intrusive and device-free manner, benefiting applications as diverse as smart homes …

The Human Activity Radar Challenge: Benchmarking Based on the 'Radar Signatures of Human Activities' Dataset From Glasgow University

S Yang, J Le Kernec, O Romain… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Radar is an extremely valuable sensing technology for detecting moving targets and
measuring their range, velocity, and angular positions. When people are monitored at home …

Driving activity recognition using UWB radar and deep neural networks

I Brishtel, S Krauss, M Chamseddine, JR Rambach… - Sensors, 2023 - mdpi.com
In-car activity monitoring is a key enabler of various automotive safety functions. Existing
approaches are largely based on vision systems. Radar, however, can provide a low-cost …

Multimodal sensor fusion in the latent representation space

RJ Piechocki, X Wang, MJ Bocus - Scientific Reports, 2023 - nature.com
A new method for multimodal sensor fusion is introduced. The technique relies on a two-
stage process. In the first stage, a multimodal generative model is constructed from …

Self‐supervised multimodal fusion transformer for passive activity recognition

AK Koupai, MJ Bocus… - IET Wireless Sensor …, 2022 - Wiley Online Library
Abstract The pervasiveness of Wi‐Fi signals provides significant opportunities for human
sensing and activity recognition in fields such as healthcare. The sensors most commonly …

A simulation-based framework for the design of human activity recognition systems using radar sensors

S Waqar, M Pätzold - IEEE Internet of Things Journal, 2023 - ieeexplore.ieee.org
Modern human activity recognition (HAR) systems are designed using large amounts of
experimental data. So far, real-data-driven or experimental-based HAR systems using Wi-Fi …

A comprehensive ultra-wideband dataset for non-cooperative contextual sensing

MJ Bocus, R Piechocki - Scientific Data, 2022 - nature.com
Nowadays, an increasing amount of attention is being devoted towards passive and non-
intrusive sensing methods. The prime example is healthcare applications, where on-body …