S Zhang, C Wang, Y Jin, J Wu, Z Qian… - … /ACM Transactions on …, 2021 - ieeexplore.ieee.org
Major cities worldwide have millions of cameras deployed for surveillance, business intelligence, traffic control, crime prevention, etc. Real-time analytics on video data demands …
C Wang, S Zhang, Y Chen, Z Qian… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
Real-time analytics on video data demands intensive computation resources and high energy consumption. Traditional cloud-based video analytics relies on large centralized …
P Liu, B Qi, S Banerjee - Proceedings of the 1st international workshop …, 2018 - dl.acm.org
Deep learning with Deep Neural Networks (DNNs) can achieve much higher accuracy on many computer vision tasks than classic machine learning algorithms. Because of the high …
Video analytics will drive a wide range of applications with great potential to impact society. A geographically distributed architecture of public clouds and edges that extend down to the …
K Bilal, A Erbad - … Second International Conference on Fog and …, 2017 - ieeexplore.ieee.org
Video streaming and computer games are among the most popular and highest bandwidth consuming media in the Internet. Video contents consume around 70% of the total …
Video cameras have been deployed at scale today. Driven by the breakthrough in deep learning (DL), organizations that have deployed these cameras start to use DL-based …
PM Grulich, F Nawab - Proceedings of the VLDB Endowment, 2018 - dl.acm.org
The efficient processing of video streams is a key component in many emerging Internet of Things (IoT) and edge applications, such as Virtual and Augmented Reality (V/AR) and self …
Q Zhang, Q Zhang, W Shi… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
Now we are entering the era of the Internet of Everything (IoE) and billions of sensors and actuators are connected to the network. As one of the most sophisticated IoE applications …
Q Zhang, H Sun, X Wu, H Zhong - Proceedings of the IEEE, 2019 - ieeexplore.ieee.org
With the installation of enormous public safety and transportation infrastructure cameras, video analytics has come to play an essential part in public safety. Typically, video analytics …