Human action recognition from various data modalities: A review

Z Sun, Q Ke, H Rahmani, M Bennamoun… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Human Action Recognition (HAR) aims to understand human behavior and assign a label to
each action. It has a wide range of applications, and therefore has been attracting increasing …

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 …

Gesture recognition in robotic surgery with multimodal attention

B Van Amsterdam, I Funke, E Edwards… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Automatically recognising surgical gestures from surgical data is an important building block
of automated activity recognition and analytics, technical skill assessment, intra-operative …

Densepose from wifi

J Geng, D Huang, F De la Torre - arXiv preprint arXiv:2301.00250, 2022 - arxiv.org
Advances in computer vision and machine learning techniques have led to significant
development in 2D and 3D human pose estimation from RGB cameras, LiDAR, and radars …

Wildar: Wifi signal-based lightweight deep learning model for human activity recognition

F Deng, E Jovanov, H Song, W Shi… - IEEE Internet of …, 2023 - ieeexplore.ieee.org
In recent years, the WiFi channel state information (CSI) has been increasingly used for
human activity recognition (HAR) during activities of daily living, because of …

Towards CSI-based diversity activity recognition via LSTM-CNN encoder-decoder neural network

L Guo, H Zhang, C Wang, W Guo, G Diao, B Lu, C Lin… - Neurocomputing, 2021 - Elsevier
Human activity recognition using WiFi signals is widespread for smart-environment sensing
domain in recent years. Existing researches use learning-based methods to obtain several …

A Survey on Human Action Recognition

Z Shuchang - arXiv preprint arXiv:2301.06082, 2022 - arxiv.org
Human Action Recognition (HAR), one of the most important tasks in computer vision, has
developed rapidly in the past decade and has a wide range of applications in health …

Deep learning of CSI for efficient device-free human activity recognition

D Khan, IWH Ho - 2021 IEEE 7th World Forum on Internet of …, 2021 - ieeexplore.ieee.org
Over the years, wireless sensing is gaining popularity in the applications of indoor
localization and human activity recognition (HAR). As wireless signals are sensitive to …

[HTML][HTML] Exposing Data Leakage in Wi-Fi CSI-Based Human Action Recognition: A Critical Analysis

D Varga - Inventions, 2024 - mdpi.com
Wi-Fi channel state information (CSI)-based human action recognition systems have
garnered significant interest for their non-intrusive monitoring capabilities. However, the …

LiteWiSys: A Lightweight System for WiFi-based Dual-task Action Perception

B Sheng, J Li, L Gui, Z Guo, F Xiao - ACM Transactions on Sensor …, 2024 - dl.acm.org
As two important contents in WiFi-based action perception, detection and recognition require
localizing motion regions from the entire temporal sequences and classifying the …