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 …

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 …

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 …

Airfi: empowering wifi-based passive human gesture recognition to unseen environment via domain generalization

D Wang, J Yang, W Cui, L Xie… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
WiFi-based smart human sensing technology enabled by Channel State Information (CSI)
has received great attention in recent years. However, CSI-based sensing systems suffer …

Autodlar: a semi-supervised cross-modal contact-free human activity recognition system

X Lu, L Wang, C Lin, X Fan, B Han, X Han… - ACM Transactions on …, 2024 - dl.acm.org
WiFi-based human activity recognition (HAR) plays an essential role in various applications
such as security surveillance, health monitoring, and smart home. Existing HAR methods …

TFSemantic: A Time–Frequency Semantic GAN Framework for Imbalanced Classification Using Radio Signals

P Liao, X Wang, L An, S Mao, T Zhao… - ACM Transactions on …, 2024 - dl.acm.org
Recently, wireless sensing techniques have been widely used for Internet of Things (IoT)
applications. Unlike traditional device-based sensing, wireless sensing is contactless …

Self-supervised learning for wifi csi-based human activity recognition: A systematic study

K Xu, J Wang, H Zhu, D Zheng - arXiv preprint arXiv:2308.02412, 2023 - arxiv.org
Recently, with the advancement of the Internet of Things (IoT), WiFi CSI-based HAR has
gained increasing attention from academic and industry communities. By integrating the …

[HTML][HTML] Non-contact multimodal indoor human monitoring systems: A survey

P Susarla, A Mukherjee, ML Cañellas, CÁ Casado… - Information …, 2024 - Elsevier
Indoor human monitoring systems are integral in various applications. They leverage a wide
range of sensors, including cameras, radio devices, and inertial measurement units, to …

Adapose: Towards cross-site device-free human pose estimation with commodity wifi

Y Zhou, J Yang, H Huang, L Xie - arXiv preprint arXiv:2309.16964, 2023 - arxiv.org
WiFi-based pose estimation is a technology with great potential for the development of smart
homes and metaverse avatar generation. However, current WiFi-based pose estimation …

Cma: Cross-modal association between wearable and structural vibration signal segments for indoor occupant sensing

Y Zhang, Z Hu, U Berger, S Pan - Proceedings of the 22nd International …, 2023 - dl.acm.org
Indoor occupant sensing enables many smart home applications, and various sensing
systems have been explored. Based on their installation requirements, we consider two …