Adversarial examples: A survey of attacks and defenses in deep learning-enabled cybersecurity systems

M Macas, C Wu, W Fuertes - Expert Systems with Applications, 2024 - Elsevier
Over the last few years, the adoption of machine learning in a wide range of domains has
been remarkable. Deep learning, in particular, has been extensively used to drive …

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 …

Deep learning for radio-based human sensing: Recent advances and future directions

I Nirmal, A Khamis, M Hassan, W Hu… - … Surveys & Tutorials, 2021 - ieeexplore.ieee.org
While decade-long research has clearly demonstrated the vast potential of radio frequency
(RF) for many human sensing tasks, scaling this technology to large scenarios remained …

CAUTION: A Robust WiFi-based human authentication system via few-shot open-set recognition

D Wang, J Yang, W Cui, L **e… - 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 …

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 …

Wi-learner: Towards one-shot learning for cross-domain wi-fi based gesture recognition

C Feng, N Wang, Y Jiang, X Zheng, K Li… - Proceedings of the …, 2022 - dl.acm.org
Contactless RF-based sensing techniques are emerging as a viable means for building
gesture recognition systems. While promising, existing RF-based gesture solutions have …

A survey on wireless device-free human sensing: Application scenarios, current solutions, and open issues

J **ao, H Li, M Wu, H **, MJ Deen, J Cao - ACM Computing Surveys, 2022 - dl.acm.org
In the last decade, many studies have significantly pushed the limits of wireless device-free
human sensing (WDHS) technology and facilitated various applications, ranging from …

Wione: one-shot learning for environment-robust device-free user authentication via commodity wi-fi in man–machine system

Y Gu, H Yan, M Dong, M Wang, X Zhang… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
User authentication is the first and most critical step in protecting a man-machine system
from a malicious spoofer. However, security and privacy are just like the two sides of one …

Autodlar: a semi-supervised cross-modal contact-free human activity recognition system

X Lu, L Wang, C Lin, X Fan, B Han, X Han… - ACM Transactions on …, 2024 - dl.acm.org
WiFi-based human activity recognition (HAR) plays an essential role in various applications
such as security surveillance, health monitoring, and smart home. Existing HAR methods …

WiFi-enabled user authentication through deep learning in daily activities

C Shi, J Liu, H Liu, Y Chen - ACM Transactions on Internet of Things, 2021 - dl.acm.org
User authentication is a critical process in both corporate and home environments due to the
ever-growing security and privacy concerns. With the advancement of smart cities and home …