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 …

Contactless WiFi sensing and monitoring for future healthcare-emerging trends, challenges, and opportunities

Y Ge, A Taha, SA Shah, K Dashtipour… - IEEE Reviews in …, 2022 - ieeexplore.ieee.org
WiFi sensing has received recent and significant interest from academia, industry,
healthcare professionals, and other caregivers (including family members) as a potential …

Efficient Wi-Fi-based human activity recognition using adaptive antenna elimination

MKA Jannat, MS Islam, SH Yang, H Liu - IEEE Access, 2023 - ieeexplore.ieee.org
Recently, Wi-Fi-based human activity recognition using channel state information (CSI)
signals has gained popularity due to its potential features, such as passive sensing and …

mmMesh: Towards 3D real-time dynamic human mesh construction using millimeter-wave

H Xue, Y Ju, C Miao, Y Wang, S Wang… - Proceedings of the 19th …, 2021 - dl.acm.org
In this paper, we present mmMesh, the first real-time 3D human mesh estimation system
using commercial portable millimeter-wave devices. mmMesh is built upon a novel deep …

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 …

Make skeleton-based action recognition model smaller, faster and better

F Yang, Y Wu, S Sakti, S Nakamura - Proceedings of the 1st ACM …, 2019 - dl.acm.org
Although skeleton-based action recognition has achieved great success in recent years,
most of the existing methods may suffer from a large model size and slow execution speed …

2D Human pose estimation: A survey

H Chen, R Feng, S Wu, H Xu, F Zhou, Z Liu - Multimedia systems, 2023 - Springer
Human pose estimation aims at localizing human anatomical keypoints or body parts in the
input data (eg, images, videos, or signals). It forms a crucial component in enabling …

CSITime: Privacy-preserving human activity recognition using WiFi channel state information

SK Yadav, S Sai, A Gundewar, H Rathore, K Tiwari… - Neural Networks, 2022 - Elsevier
Human activity recognition (HAR) is an important task in many applications such as smart
homes, sports analysis, healthcare services, etc. Popular modalities for human activity …

A unified framework for guiding generative ai with wireless perception in resource constrained mobile edge networks

J Wang, H Du, D Niyato, J Kang, Z Xiong… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
With the significant advancements in artificial intelligence (AI) technologies and
computational capabilities, generative AI (GAI) has become a pivotal digital content …

Towards generalized mmwave-based human pose estimation through signal augmentation

H Xue, Q Cao, C Miao, Y Ju, H Hu, A Zhang… - Proceedings of the 29th …, 2023 - dl.acm.org
The unprecedented advance of wireless human sensing is enabled by the proliferation of
the deep learning techniques, which, however, rely heavily on the completeness and …