Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques

R Xu, S Razavi, R Zheng - IEEE Communications Surveys & …, 2023 - ieeexplore.ieee.org
Video, as a key driver in the global explosion of digital information, can create tremendous
benefits for human society. Governments and enterprises are deploying innumerable …

Post-Deployment Fine-Tunable Semantic Communication

P Si, R Liu, L Qian, J Zhao… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Semantic communication (SemCom) is an emerging way that aims to improve
communication efficiency based on the semantics of content, which relies on the knowledge …

Ilcas: Imitation learning-based configuration-adaptive streaming for live video analytics with cross-camera collaboration

D Wu, D Zhang, M Zhang, R Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The high-accuracy and resource-intensive deep neural networks (DNNs) have been widely
adopted by live video analytics (VA), where camera videos are streamed over the network to …

DACOM: Learning delay-aware communication for multi-agent reinforcement learning

T Yuan, HM Chung, J Yuan, X Fu - … of the AAAI Conference on Artificial …, 2023 - ojs.aaai.org
Communication is supposed to improve multi-agent collaboration and overall performance
in cooperative Multi-agent reinforcement learning (MARL). However, such improvements are …

AI-Powered Urban Transportation Digital Twin: Methods and Applications

X Di, Y Fu, MK Turkcan, M Ghasemi, Z Mo… - arxiv preprint arxiv …, 2024 - arxiv.org
We present a survey paper on methods and applications of digital twins (DT) for urban traffic
management. While the majority of studies on the DT focus on its" eyes," which is the …

Region-based content enhancement for efficient video analytics at the edge

W Wang, L Mi, S Cen, H Dai, Y Li, X Fu… - arxiv preprint arxiv …, 2024 - arxiv.org
Video analytics is widespread in various applications serving our society. Recent advances
of content enhancement in video analytics offer significant benefits for the bandwidth saving …

BiSwift: Bandwidth orchestrator for multi-stream video analytics on edge

L Sun, W Wang, T Yuan, L Mi, H Dai… - IEEE INFOCOM 2024 …, 2024 - ieeexplore.ieee.org
High-definition (HD) cameras for surveillance and road traffic have experienced tremendous
growth, demanding intensive computation resources for real-time analytics. Recently …

HVASR: Enhancing 360-degree video delivery with viewport-aware super resolution

P Dong, S Li, X Gong, L Zhang - Information Sciences, 2025 - Elsevier
In recent years, 360-degree videos have gained significant traction due to their capacity to
provide immersive experiences. However, the adoption of 360-degree videos substantially …

Accelerated Neural Enhancement for Video Analytics With Video Quality Adaptation

L Mi, T Yuan, W Wang, H Dai, L Sun… - IEEE/ACM …, 2024 - ieeexplore.ieee.org
The quality of the video stream is the key to neural network-based video analytics. However,
low-quality video is inevitably collected by existing surveillance systems because of poor …

FHVAC: Feature-level Hybrid Video Adaptive Configuration for Machine-centric Live Streaming

Y Zhang, W Zhang, H Du, C Yan, L Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the widespread deployment of edge computing, the focus has shifted to machine-
centric live video streaming, where endpoint-collected videos are transmitted over networks …