Wi-Fi CSI based Behavior Recognition: From Signals, Actions to Activities

12/01/2017
by   Zhu Wang, et al.
0

Human behavior recognition has been considered as a core technology that can facilitate variety of applications. However, accurate detection and recognition of human behavior is still a big challenge that attracts a lot of research efforts. Recent advances in the wireless technology (e.g., Wi-Fi Channel State Information, i.e., CSI) enable a new behavior recognition paradigm, which is able to recognize behaviors in a device-free and non-intrusive manner. In this article, we first provide an overview of the basics of Wi-Fi CSI based behavior recognition. Afterwards, we classify related applications into three-granularity: signals, actions and activities, and then provide some insights for designing new schemes. Finally, we conclude by discussing the challenges, possible solutions to these challenges and some open issues involved in CSI based behavior recognition.

READ FULL TEXT
research
11/21/2019

Simultaneous Implementation Features Extraction and Recognition Using C3D Network for WiFi-based Human Activity Recognition

Human actions recognition has attracted more and more people's attention...
research
07/13/2019

BeSense: Leveraging WiFi Channel Data and Computational Intelligence for Behavior

The ever evolving informatics technology has gradually bounded human and...
research
10/07/2018

CSI-Net: Unified Human Body Characterization and Action Recognition

Channel State Information (CSI) of WiFi signals becomes increasingly att...
research
08/16/2019

Wi-Fringe: Leveraging Text Semantics in WiFi CSI-Based Device-Free Named Gesture Recognition

The lack of adequate training data is one of the major hurdles in WiFi-b...
research
08/02/2021

Leveraging Multiple Legacy Wi-Fi Links for Human Behavior Sensing

Taking advantage of the rich information provided by Wi-Fi measurement s...
research
04/25/2023

Time-Selective RNN for Device-Free Multi-Room Human Presence Detection Using WiFi CSI

Human presence detection is a crucial technology for various application...
research
08/19/2016

We Can "See" You via Wi-Fi - WiFi Action Recognition via Vision-based Methods

Recently, Wi-Fi has caught tremendous attention for its ubiquity, and, m...

Please sign up or login with your details

Forgot password? Click here to reset