[HTML][HTML] Wi-AM: Enabling Cross-Domain Gesture Recognition with Commodity Wi-Fi

J Xie, Z Li, C Feng, J Lin, X Meng - Sensors, 2024 - mdpi.com
RF-based gesture recognition systems outperform computer vision-based systems in terms
of user privacy. The integration of Wi-Fi sensing and deep learning has opened new …

Wi-learner: Towards one-shot learning for cross-domain wi-fi based gesture recognition

C Feng, N Wang, Y Jiang, X Zheng, K Li… - Proceedings of the …, 2022 - dl.acm.org
Contactless RF-based sensing techniques are emerging as a viable means for building
gesture recognition systems. While promising, existing RF-based gesture solutions have …

Zero-effort cross-domain gesture recognition with Wi-Fi

Y Zheng, Y Zhang, K Qian, G Zhang, Y Liu… - Proceedings of the 17th …, 2019 - dl.acm.org
Wi-Fi based sensing systems, although sound as being deployed almost everywhere there
is Wi-Fi, are still practically difficult to be used without explicit adaptation efforts to new data …

WiGRUNT: WiFi-enabled gesture recognition using dual-attention network

Y Gu, X Zhang, Y Wang, M Wang, H Yan… - … on Human-Machine …, 2022 - ieeexplore.ieee.org
Gestures constitute an important form of nonverbal communication where bodily actions are
used for delivering messages alone or in parallel with spoken words. Recently, there exists …

UniFi: A Unified Framework for Generalizable Gesture Recognition with Wi-Fi Signals Using Consistency-guided Multi-View Networks

Y Liu, A Yu, L Wang, B Guo, Y Li, E Yi… - Proceedings of the ACM …, 2024 - dl.acm.org
In recent years, considerable endeavors have been devoted to exploring Wi-Fi-based
sensing technologies by modeling the intricate mapping between received signals and …

Context-aware wireless-based cross-domain gesture recognition

H Kang, Q Zhang, Q Huang - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Recently, significant efforts have been made to enable WiFi-based gesture recognition.
However, models trained with data collected from specific domain suffer from significant …

Widar3. 0: Zero-effort cross-domain gesture recognition with wi-fi

Y Zhang, Y Zheng, K Qian, G Zhang… - … on Pattern Analysis …, 2021 - ieeexplore.ieee.org
With the development of signal processing technology, the ubiquitous Wi-Fi devices open an
unprecedented opportunity to solve the challenging human gesture recognition problem by …

[PDF][PDF] One is Enough: Enabling One-shot Device-free Gesture Recognition with COTS WiFi

L Zhao, R Xiao, J Liu, J Han - ruixiao24.github.io
In recent years, WiFi-based gesture recognition (WGR) has gained popularity due to its
privacy-preserving nature and the wide availability of WiFi infrastructure. However, existing …

WiFi-based cross-domain gesture recognition via modified prototypical networks

X Zhang, C Tang, K Yin, Q Ni - IEEE Internet of Things Journal, 2021 - ieeexplore.ieee.org
Numerous deep learning studies have achieved remarkable advances in WiFi-based
human gesture recognition (HGR) using channel state information (CSI). However, since the …

Cross-Scenario Device-Free Gesture Recognition Based On Parallel Adversarial Network

J Wang, S Zhao, Y Lv, X Liu, Q Gao… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Wireless sensing has garnered significant attention as a key technique for 6G, as it
empowers wireless networks with sensing capabilities. One emerging technology in this …