Deep learning in human activity recognition with wearable sensors: A review on advances

S Zhang, Y Li, S Zhang, F Shahabi, S Xia, Y Deng… - Sensors, 2022 - mdpi.com
Mobile and wearable devices have enabled numerous applications, including activity
tracking, wellness monitoring, and human–computer interaction, that measure and improve …

[HTML][HTML] Deep learning and transfer learning for device-free human activity recognition: A survey

J Yang, Y Xu, H Cao, H Zou, L Xie - Journal of Automation and Intelligence, 2022 - Elsevier
Device-free activity recognition plays a crucial role in smart building, security, and human–
computer interaction, which shows its strength in its convenience and cost-efficiency …

SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing

J Yang, X Chen, H Zou, CX Lu, D Wang, S Sun, L Xie - Patterns, 2023 - cell.com
Over the recent years, WiFi sensing has been rapidly developed for privacy-preserving,
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …

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 …

CAUTION: A Robust WiFi-based human authentication system via few-shot open-set recognition

D Wang, J Yang, W Cui, L Xie… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Existing channel-state information (CSI)-based human authentication systems in the
literature require a large amount of CSI data to train deep neural network (DNN) models and …

GaitFi: Robust device-free human identification via WiFi and vision multimodal learning

L Deng, J Yang, S Yuan, H Zou… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
As an important biomarker for human identification, human gait can be collected at a
distance by passive sensors without subject cooperation, which plays an essential role in …

Intelligent wireless sensing driven metaverse: A survey

L Zhao, Q Yang, H Huang, L Guo, S Jiang - Computer Communications, 2024 - Elsevier
Metaverse seamlessly integrates the real world with the virtual world and allows avatars to
carry out rich activities including creation, display, entertainment, social, and trading. It …

Autofi: Toward automatic wi-fi human sensing via geometric self-supervised learning

J Yang, X Chen, H Zou, D Wang… - IEEE Internet of Things …, 2022 - ieeexplore.ieee.org
Wi-Fi sensing technology has shown superiority in smart homes among various sensors for
its cost-effective and privacy-preserving merits. It is empowered by channel state information …

MetaFi: Device-free pose estimation via commodity WiFi for metaverse avatar simulation

J Yang, Y Zhou, H Huang, H Zou… - 2022 IEEE 8th World …, 2022 - ieeexplore.ieee.org
Avatar refers to a representative of a physical user in the virtual world that can engage in
different activities and interact with other objects in metaverse. Simulating the avatar …

SecureSense: Defending adversarial attack for secure device-free human activity recognition

J Yang, H Zou, L Xie - IEEE Transactions on Mobile Computing, 2022 - ieeexplore.ieee.org
Deep neural networks have empowered accurate device-free human activity recognition,
which has wide applications. Deep models can extract robust features from various sensors …