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 …

Artificial intelligence of things: A survey

SI Siam, H Ahn, L Liu, S Alam, H Shen, Z Cao… - ACM Transactions on …, 2025 - dl.acm.org
The integration of the Internet of Things (IoT) and modern Artificial Intelligence (AI) has given
rise to a new paradigm known as the Artificial Intelligence of Things (AIoT). In this survey, we …

[HTML][HTML] Commodity Wi-Fi-Based Wireless Sensing Advancements over the Past Five Years

H Zhu, E Dong, M Xu, H Lv, F Wu - Sensors, 2024 - mdpi.com
With the compelling popularity of integrated sensing and communication (ISAC), Wi-Fi
sensing has drawn increasing attention in recent years. Starting from 2010, Wi-Fi channel …

On-Device Training Empowered Transfer Learning For Human Activity Recognition

P Kang, J Moosmann, S Bian, M Magno - arxiv preprint arxiv:2407.03644, 2024 - arxiv.org
Human Activity Recognition (HAR) is an attractive topic to perceive human behavior and
supplying assistive services. Besides the classical inertial unit and vision-based HAR …

SigCan: Toward Reliable ToF Estimation Leveraging Multipath Signal Cancellation on Commodity WiFi Devices

Y Li, D Wu, J Chen, W Shi, L Wang, L Su… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The widespread deployment of WiFi infrastructure has facilitated the development of Time-of-
Flight (ToF) based sensing applications. ToF estimation, however, is a challenging task due …

Tapor: 3D Hand Pose Reconstruction with Fully Passive Thermal Sensing for Around-device Interactions

X Zhang, C Li, C Wu - arxiv preprint arxiv:2501.17585, 2025 - arxiv.org
This paper presents the design and implementation of Tapor, a privacy-preserving, non-
contact, and fully passive sensing system for accurate and robust 3D hand pose …

On the Generalization of WiFi-Based Person-Centric Sensing in Through-Wall Scenarios

J Strohmayer, M Kampel - International Conference on Pattern …, 2025 - Springer
In this work, the problem of cross-environment generalization in WiFi Channel State
Information (CSI)-based localization and Human Activity Recognition (HAR) models within …

Objective Gesture Recognition Based on WiFi

X Zhang, Y Feng, J Huang, H Yan, P Zhao, J Liu… - Authorea …, 2024 - techrxiv.org
In recent years, WiFi-based gesture recognition has garnered increasing attention due to its
convenience and widespread applicability. However, achieving generalized crossdomain …

[PDF][PDF] Commodity WiFi-based Wireless Sensing Advancements over the Past 5 Years

H Zhu, E Dong, M Xu, H Lv, F Wu - 2024 - preprints.org
With the compelling popularity of integrated sensing and communication (ISAC), WiFi
sensing has drawn increasing a ention in recent years. Starting from 2010, WiFi CSI-based …