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 …
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
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 …
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
Over the recent years, WiFi sensing has been rapidly developed for privacy-preserving,
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
Wimans: A benchmark dataset for wifi-based multi-user activity sensing
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 …
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
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 …
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 …
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 …
unobtrusiveness. In this regard, context recognition using WiFi Channel State Information …
Attention-based gesture recognition using commodity wifi devices
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 …
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 …
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
Hand gesture is a visual input of human-computer interaction for providing different
applications in smart homes, healthcare, and eldercare. Most deep learning-based …
applications in smart homes, healthcare, and eldercare. Most deep learning-based …