A survey on compressed sensing in vehicular infotainment systems
Vehicular infotainment systems have attracted great interests from both academia and
industry. A vehicular infotainment system includes two parts: 1) the information part and 2) …
industry. A vehicular infotainment system includes two parts: 1) the information part and 2) …
Efficient data collection and accurate travel time estimation in a connected vehicle environment via real-time compressive sensing
Connected vehicles (CVs) can capture and transmit detailed data such as vehicle position
and speed through vehicle-to-vehicle and vehicle-to-infrastructure communications. The …
and speed through vehicle-to-vehicle and vehicle-to-infrastructure communications. The …
Real-time and deep learning based vehicle detection and classification using pixel-wise code exposure measurements
C Kwan, D Gribben, B Chou, B Budavari, J Larkin… - Electronics, 2020 - mdpi.com
One key advantage of compressive sensing is that only a small amount of the raw video data
is transmitted or saved. This is extremely important in bandwidth constrained applications …
is transmitted or saved. This is extremely important in bandwidth constrained applications …
Vehicle-type detection based on compressed sensing and deep learning in vehicular networks
Throughout the past decade, vehicular networks have attracted a great deal of interest in
various fields. The increasing number of vehicles has led to challenges in traffic regulation …
various fields. The increasing number of vehicles has led to challenges in traffic regulation …
Influence of AVC and HEVC compression on detection of vehicles through Faster R-CNN
PH Chan, A Huggett, G Souvalioti… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Situational awareness based on the data collected by the vehicle perception sensors (ie
LiDAR, RADAR, camera and ultrasonic sensors) is key for achieving assisted and …
LiDAR, RADAR, camera and ultrasonic sensors) is key for achieving assisted and …
Efficient sampling and compressive sensing for urban monitoring vehicular sensor networks
Vehicular sensor network (VSN) using vehicle-based sensors is an emerging technology
that can provide an inexpensive solution for surveillance and urban monitoring applications …
that can provide an inexpensive solution for surveillance and urban monitoring applications …
CUR decomposition for compression and compressed sensing of large-scale traffic data
Intelligent Transportation Systems (ITS) often operate on large road networks, and typically
collect traffic data with high temporal resolution. Consequently, ITS need to handle massive …
collect traffic data with high temporal resolution. Consequently, ITS need to handle massive …
Adaptive compressed sensing for real-time video compression, transmission, and reconstruction
The real-time transmission of videos with both high resolution and high frame rate is
challenging, due to the limited storage space and significant communication overhead. To …
challenging, due to the limited storage space and significant communication overhead. To …
Compressed sensing for wireless communications: Useful tips and tricks
As a paradigm to recover the sparse signal from a small set of linear measurements,
compressed sensing (CS) has stimulated a great deal of interest in recent years. In order to …
compressed sensing (CS) has stimulated a great deal of interest in recent years. In order to …
Compressive sensing based monitoring with vehicular networks
Vehicles are becoming powerful mobile sensors, and vehicular networks provide a
promising platform to support a wide range of existing large-scale monitoring applications …
promising platform to support a wide range of existing large-scale monitoring applications …