Few-shot Cross-domain Based WiFi Sensing System for Online Learning in IoT

B Yang, H Wang, L Hu, H Zhu, CT Lam… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
WiFi-based sensing technology has become a popular research direction in the Internet of
Things (IoT) field. However, the accuracy of action sensing across different environmental …

Cross-domain wifi sensing with channel state information: A survey

C Chen, G Zhou, Y Lin - ACM Computing Surveys, 2023 - dl.acm.org
The past years have witnessed the rapid conceptualization and development of wireless
sensing based on Channel State Information (CSI) with commodity WiFi devices. Recent …

WiFederated: Scalable WiFi sensing using edge-based federated learning

SM Hernandez, E Bulut - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
WiFi sensing using channel state information (CSI) offers a device-free and nonintrusive
method for human activity monitoring. However, the data-hungry and location-specific …

TransferSense: towards environment independent and one-shot wifi sensing

Q Bu, X Ming, J Hu, T Zhang, J Feng… - Personal and Ubiquitous …, 2022 - Springer
WiFi has recently established itself as a powerful medium for radio frequency (RF) sensing
due to its low cost and convenience. Many tasks, such as gesture recognition, activity …

WiFi based multi-task sensing via selective sharing module

B Yang, T Jiang - 2023 IEEE 97th Vehicular Technology …, 2023 - ieeexplore.ieee.org
WiFi-based sensing technology has become a very popular research area. However, the
current major research focuses on single-task sensing, and the very few studies on WiFi …

Performance Assessment of Deep Neural Network on Activity Recognition in WiFi Sensing

J Song, C Qian, X Liu, H Liang, C Lu… - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
WiFi sensing technology has received growing attention because of its widely available
infrastructure and capability to support Internet of Things (IoT) driven smart-world …

Wiimg: Pushing the limit of wifi sensing with low transmission rates

K Yang, X Zheng, J Xiong, L Liu… - 2022 19th Annual IEEE …, 2022 - ieeexplore.ieee.org
WiFi has achieved great success in data communication in the past two decades and WiFi
signals are recently further exploited for sensing purposes. Promising progress has been …

Solving the WiFi sensing dilemma in reality leveraging conformal prediction

K Wang, C Shi, J Cheng, Y Wang, M Xie… - Proceedings of the 20th …, 2022 - dl.acm.org
With the wide deployment of smart environments and IoT devices, WiFi sensing has
demonstrated its great convenience and contactless sensing capabilities in supporting a …

CDFi: Cross-Domain Action Recognition using WiFi Signals

B Sheng, R Han, H Cai, F Xiao, L Gui… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Contactless WiFi based human action recognition exhibits remarkable prospects in the fields
such as human-computer interaction and smart home. However, domain dependency …

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 …