Metafi++: Wifi-enabled transformer-based human pose estimation for metaverse avatar simulation
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 …
various interaction with virtual objects and environments, which puts a high demand on …
[PDF][PDF] Deep learning and its applications to WiFi human sensing: A benchmark and a tutorial
WiFi sensing has been evolving rapidly in recent years. Empowered by propagation models
and deep learning methods, many challenging applications are realized such as WiFi-based …
and deep learning methods, many challenging applications are realized such as WiFi-based …
Review of few-shot learning application in CSI human sensing
Z Wang, J Li, W Wang, Z Dong, Q Zhang… - Artificial Intelligence …, 2024 - Springer
Wi-Fi sensing has garnered increasing interest for its significant advantages, primarily
leveraging Wi-Fi signal fluctuations induced by human activities and advanced neural …
leveraging Wi-Fi signal fluctuations induced by human activities and advanced neural …
SenseFi: A library and benchmark on deep-learning-empowered WiFi human sensing
Over the recent years, WiFi sensing has been rapidly developed for privacy-preserving,
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
ubiquitous human-sensing applications, enabled by signal processing and deep-learning …
GaitFi: Robust device-free human identification via WiFi and vision multimodal learning
As an important biomarker for human identification, human gait can be collected at a
distance by passive sensors without subject cooperation, which plays an essential role in …
distance by passive sensors without subject cooperation, which plays an essential role in …
Wimans: A benchmark dataset for wifi-based multi-user activity sensing
WiFi-based human sensing has exhibited remarkable potential to analyze user behaviors in
a non-intrusive and device-free manner, benefiting applications as diverse as smart homes …
a non-intrusive and device-free manner, benefiting applications as diverse as smart homes …
MetaFi: Device-free pose estimation via commodity WiFi for metaverse avatar simulation
Avatar refers to a representative of a physical user in the virtual world that can engage in
different activities and interact with other objects in metaverse. Simulating the avatar …
different activities and interact with other objects in metaverse. Simulating the avatar …
SecureSense: Defending adversarial attack for secure device-free human activity recognition
Deep neural networks have empowered accurate device-free human activity recognition,
which has wide applications. Deep models can extract robust features from various sensors …
which has wide applications. Deep models can extract robust features from various sensors …
Diffusion model-based contrastive learning for human activity recognition
C Xiao, Y Han, W Yang, Y Hou, F Shi… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
WiFi channel state information (CSI)-based activity recognition has sparked numerous
studies due to its widespread availability and privacy protection. However, when applied in …
studies due to its widespread availability and privacy protection. However, when applied in …
Airfi: empowering wifi-based passive human gesture recognition to unseen environment via domain generalization
WiFi-based smart human sensing technology enabled by Channel State Information (CSI)
has received great attention in recent years. However, CSI-based sensing systems suffer …
has received great attention in recent years. However, CSI-based sensing systems suffer …