Wireless sensing for human activity: A survey
With the advancement of wireless technologies and sensing methodologies, many studies
have shown the success of re-using wireless signals (eg, WiFi) to sense human activities …
have shown the success of re-using wireless signals (eg, WiFi) to sense human activities …
Driver emotion recognition for intelligent vehicles: A survey
Driving can occupy a large portion of daily life and often can elicit negative emotional states
like anger or stress, which can significantly impact road safety and long-term human health …
like anger or stress, which can significantly impact road safety and long-term human health …
Through-wall human pose estimation using radio signals
This paper demonstrates accurate human pose estimation through walls and occlusions. We
leverage the fact that wireless signals in the WiFi frequencies traverse walls and reflect off …
leverage the fact that wireless signals in the WiFi frequencies traverse walls and reflect off …
An introduction to deep learning for the physical layer
We present and discuss several novel applications of deep learning for the physical layer.
By interpreting a communications system as an autoencoder, we develop a fundamental …
By interpreting a communications system as an autoencoder, we develop a fundamental …
FarSense: Pushing the range limit of WiFi-based respiration sensing with CSI ratio of two antennas
The past few years have witnessed the great potential of exploiting channel state information
retrieved from commodity WiFi devices for respiration monitoring. However, existing …
retrieved from commodity WiFi devices for respiration monitoring. However, existing …
RF-based 3D skeletons
This paper introduces RF-Pose3D, the first system that infers 3D human skeletons from RF
signals. It requires no sensors on the body, and works with multiple people and across walls …
signals. It requires no sensors on the body, and works with multiple people and across walls …
MoVi-Fi: Motion-robust vital signs waveform recovery via deep interpreted RF sensing
Vital signs are crucial indicators for human health, and researchers are studying contact-free
alternatives to existing wearable vital signs sensors. Unfortunately, most of these designs …
alternatives to existing wearable vital signs sensors. Unfortunately, most of these designs …
Device-free human activity recognition using commercial WiFi devices
Since human bodies are good reflectors of wireless signals, human activities can be
recognized by monitoring changes in WiFi signals. However, existing WiFi-based human …
recognized by monitoring changes in WiFi signals. However, existing WiFi-based human …
Towards 3D human pose construction using WiFi
This paper presents WiPose, the first 3D human pose construction framework using
commercial WiFi devices. From the pervasive WiFi signals, WiPose can reconstruct 3D …
commercial WiFi devices. From the pervasive WiFi signals, WiPose can reconstruct 3D …
Human emotion recognition using deep belief network architecture
Recently, deep learning methodologies have become popular to analyse physiological
signals in multiple modalities via hierarchical architectures for human emotion recognition …
signals in multiple modalities via hierarchical architectures for human emotion recognition …