Review of few-shot learning application in CSI human sensing

Z Wang, J Li, W Wang, Z Dong, Q Zhang… - Artificial Intelligence …, 2024 - Springer
Wi-Fi sensing has garnered increasing interest for its significant advantages, primarily
leveraging Wi-Fi signal fluctuations induced by human activities and advanced neural …

[PDF][PDF] Deep learning and its applications to WiFi human sensing: A benchmark and a tutorial

J Yang, X Chen, D Wang, H Zou, CX Lu, S Sun… - arxiv preprint arxiv …, 2022 - arxiv.org
WiFi sensing has been evolving rapidly in recent years. Empowered by propagation models
and deep learning methods, many challenging applications are realized such as WiFi-based …

SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing

J Yang, X Chen, H Zou, CX Lu, D Wang, S Sun, L **e - Patterns, 2023 - cell.com
Over the recent years, WiFi sensing has been rapidly developed for privacy-preserving,
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …

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, 2024 - 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 …

WiFE: WiFi and vision based unobtrusive emotion recognition via gesture and facial expression

Y Gu, X Zhang, H Yan, J Huang, Z Liu… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Emotion plays a critical role in making the computer more human-like. As the first and most
essential step, emotion recognition emerges recently as a hot but relatively nascent topic, ie …

A deep learning based lightweight human activity recognition system using reconstructed WiFi CSI

X Chen, Y Zou, C Li, W **ao - IEEE Transactions on Human …, 2024 - ieeexplore.ieee.org
Human activity recognition (HAR) is a key technology in the field of human–computer
interaction. Unlike systems using sensors or special devices, the WiFi channel state …

A domain-independent generative adversarial network for activity recognition using WiFi CSI data

A Zinys, B van Berlo, N Meratnia - Sensors, 2021 - mdpi.com
Over the past years, device-free sensing has received considerable attention due to its
unobtrusiveness. In this regard, context recognition using WiFi Channel State Information …

Attention-based gesture recognition using commodity wifi devices

Y Gu, H Yan, X Zhang, Y Wang, J Huang… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
The broad spectrum of applications of WiFi sensing technology, such as gait and gesture
recognition, has received widespread attention in recent years. Though most WiFi sensing …

Multidimensional information recognition algorithm based on CSI decomposition

Y Tian, C Chen, Q Zhang, Y Li, S Li… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Wireless sensing technology based on channel state information (CSI) has broad
application prospects in human–computer interaction, smart homes, and other fields due to …

CSI-DeepNet: A lightweight deep convolutional neural network based hand gesture recognition system using Wi-Fi CSI signal

MH Kabir, MA Hasan, W Shin - IEEE Access, 2022 - ieeexplore.ieee.org
Hand gesture is a visual input of human-computer interaction for providing different
applications in smart homes, healthcare, and eldercare. Most deep learning-based …