A survey on human behavior recognition using channel state information

Z Wang, K Jiang, Y Hou, W Dou, C Zhang… - Ieee …, 2019 - ieeexplore.ieee.org
Recently, device-free human behavior recognition has become a hot research topic and has
achieved significant progress in the field of ubiquitous computing. Among various …

[HTML][HTML] Human activity sensing with wireless signals: A survey

J Liu, G Teng, F Hong - Sensors, 2020 - mdpi.com
Wireless networks have been widely deployed with a high demand for wireless data traffic.
The ubiquitous availability of wireless signals brings new opportunities for non-intrusive …

Metafi++: Wifi-enabled transformer-based human pose estimation for metaverse avatar simulation

Y Zhou, H Huang, S Yuan, H Zou… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
In the metaverse, digital avatar plays an important role in representing human beings for
various interaction with virtual objects and environments, which puts a high demand on …

[HTML][HTML] 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 …

Device-free occupant activity sensing using WiFi-enabled IoT devices for smart homes

J Yang, H Zou, H Jiang, L Xie - IEEE Internet of Things Journal, 2018 - ieeexplore.ieee.org
Intelligent occupancy sensing is becoming a vital underpinning for various emerging
applications in smart homes, such as security surveillance and human behavior analysis …

Multimodal CSI-based human activity recognition using GANs

D Wang, J Yang, W Cui, L Xie… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
Channel state information (CSI)-based human activity recognition (HAR) has received great
attention in recent years due to its advantages in privacy protection, insensitivity to …

Learning gestures from WiFi: A siamese recurrent convolutional architecture

J Yang, H Zou, Y Zhou, L Xie - IEEE Internet of Things Journal, 2019 - ieeexplore.ieee.org
We propose a gesture recognition system that leverages existing WiFi infrastructures and
learns gestures from channel state information (CSI) measurements. Having developed an …

Wi-cal: Wifi sensing and machine learning based device-free crowd counting and localization

H Choi, M Fujimoto, T Matsui, S Misaki… - IEEE Access, 2022 - ieeexplore.ieee.org
Wireless sensing represented by WiFi channel state information (CSI) is now enabling
various fields of applications such as person identification, human activity recognition …

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 …

Lightweight and standalone IoT based WiFi sensing for active repositioning and mobility

SM Hernandez, E Bulut - … Symposium on" A World of Wireless …, 2020 - ieeexplore.ieee.org
Channel state information (CSI) provides rich insight into the physical characteristics of an
environment through radio subcarrier frequencies in orthogonal frequency-division …