A survey on behavior recognition using WiFi channel state information

S Yousefi, H Narui, S Dayal, S Ermon… - IEEE Communications …, 2017 - ieeexplore.ieee.org
In this article, we present a survey of recent advances in passive human behavior
recognition in indoor areas using the channel state information (CSI) of commercial WiFi …

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 …

WiFi CSI-based human activity recognition using deep recurrent neural network

J Ding, Y Wang - IEEE Access, 2019 - ieeexplore.ieee.org
Human activity recognition based on channel state information (CSI) using commercial WiFi
devices plays an increasingly important role in many applications, such as smart home and …

A survey on CSI-based human behavior recognition in through-the-wall scenario

Z Wang, K Jiang, Y Hou, Z Huang, W Dou… - IEEE …, 2019 - ieeexplore.ieee.org
Recent years have witnessed increasing research interest in human behavior recognition as
it provides attractive applications in various sensing scenarios. Among these encouraging …

Device-free human activity recognition using commercial WiFi devices

W Wang, AX Liu, M Shahzad, K Ling… - IEEE Journal on …, 2017 - ieeexplore.ieee.org
Since human bodies are good reflectors of wireless signals, human activities can be
recognized by monitoring changes in WiFi signals. However, existing WiFi-based human …

Location-and person-independent activity recognition with WiFi, deep neural networks, and reinforcement learning

Y Ma, S Arshad, S Muniraju, E Torkildson… - ACM Transactions on …, 2021 - dl.acm.org
In recent years, Channel State Information (CSI) measured by WiFi is widely used for human
activity recognition. In this article, we propose a deep learning design for location-and …

Paws: Passive human activity recognition based on wifi ambient signals

Y Gu, F Ren, J Li - IEEE Internet of Things Journal, 2015 - ieeexplore.ieee.org
Indoor human activity recognition remains a hot topic and receives tremendous research
efforts during the last few decades. However, previous solutions either rely on special …

Wi-motion: A robust human activity recognition using WiFi signals

H Li, X He, X Chen, Y Fang, Q Fang - IEEE Access, 2019 - ieeexplore.ieee.org
Recent research has shown that human motions and positions can be recognized through
WiFi signals. The key intuition is that different motions and positions introduce different …

Channel selective activity recognition with WiFi: A deep learning approach exploring wideband information

F Wang, W Gong, J Liu, K Wu - IEEE Transactions on Network …, 2018 - ieeexplore.ieee.org
WiFi-based human activity recognition explores the correlations between body movement
and the reflected WiFi signals to classify different activities. State-of-the-art solutions mostly …

Attention-based hybrid deep learning network for human activity recognition using WiFi channel state information

S Mekruksavanich, W Phaphan, N Hnoohom… - Applied Sciences, 2023 - mdpi.com
The recognition of human movements is a crucial aspect of AI-related research fields.
Although methods using vision and sensors provide more valuable data, they come at the …