[HTML][HTML] Deep unsupervised domain adaptation with time series sensor data: A survey

Y Shi, X Ying, J Yang - Sensors, 2022 - mdpi.com
Sensors are devices that output signals for sensing physical phenomena and are widely
used in all aspects of our social production activities. The continuous recording of physical …

Target-oriented semi-supervised domain adaptation for WiFi-based HAR

Z Zhou, F Wang, J Yu, J Ren, Z Wang… - IEEE INFOCOM 2022 …, 2022 - ieeexplore.ieee.org
Incorporating domain adaptation is a promising solution to mitigate the domain shift problem
of WiFi-based human activity recognition (HAR). The state-of-the-art solutions, however, do …

Real-Time through-wall multihuman localization and behavior recognition based on MIMO radar

C Wang, D Zhu, L Sun, C Han… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Human localization and behavior recognition (HLBR) is an important research topic in
wireless sensing and computer vision. Most studies mainly use cameras and millimeter …

SAT: A Selective Adversarial Training Approach for WiFi-based Human Activity Recognition

Y Pan, Z Zhou, W Gong, Y Fang - IEEE Transactions on Mobile …, 2024 - ieeexplore.ieee.org
Recently, the continuous evolution of deep learning has opened up promising avenues to
groundbreaking advancements in wireless sensing systems, which significantly enhance the …

WiAi-ID: Wi-Fi-Based Domain Adaptation for Appearance-Independent Passive Person Identification

Y Liang, W Wu, H Li, F Han, Z Liu, P Xu… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
Wi-Fi signal-based person identification has become a hot research topic due to the
widespread deployment of Wi-Fi devices and the fact that these approaches are noncontact …

DA-HAR: Dual adversarial network for environment-independent WiFi human activity recognition

L Sheng, Y Chen, S Ning, S Wang, B Lian… - Pervasive and Mobile …, 2023 - Elsevier
As the cornerstone of the development of emerging integrated sensing and communication,
human activity recognition technology based on WiFi signals has been extensively studied …

TWLBR: Multi-Human Through-Wall Localization and Behavior Recognition Based on MIMO Radar

D Zhu, C Wang, C Han, J Guo… - GLOBECOM 2022-2022 …, 2022 - ieeexplore.ieee.org
Human localization and behavior recognition (HLBR) is an important research topic in
wireless sensing and computer vision. In existing work, most of the approaches using …

Target-oriented Few-shot Transferring via Measuring Task Similarity

Z Zhou, W Gong, H Zhou - Proceedings of the 32nd ACM International …, 2023 - dl.acm.org
Despite significant progress in recent years, few-shot learning (FSL) still faces two critical
challenges. Firstly, most FSL solutions in the training phase rely on exploiting auxiliary tasks …

Wi-Uro: Real-time Monitoring and Alarming for Urine Bags Using Commodity Wi-Fi

H Chen, Z Ye, Y Liu, Y Li, L Kong, J Yu… - … 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
A urine bag is a common medical appliance widely used in clinical treatment for patients
with urinary frequency, urgency, or incontinence problems. The real-time monitoring and …