Edge Video Analytics: A Survey on Applications, Systems and Enabling Techniques
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 …
benefits for human society. Governments and enterprises are deploying innumerable …
Post-Deployment Fine-Tunable Semantic Communication
Semantic communication (SemCom) is an emerging way that aims to improve
communication efficiency based on the semantics of content, which relies on the knowledge …
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
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 …
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
Communication is supposed to improve multi-agent collaboration and overall performance
in cooperative Multi-agent reinforcement learning (MARL). However, such improvements are …
in cooperative Multi-agent reinforcement learning (MARL). However, such improvements are …
AI-Powered Urban Transportation Digital Twin: Methods and Applications
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 …
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
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 …
of content enhancement in video analytics offer significant benefits for the bandwidth saving …
BiSwift: Bandwidth orchestrator for multi-stream video analytics on edge
High-definition (HD) cameras for surveillance and road traffic have experienced tremendous
growth, demanding intensive computation resources for real-time analytics. Recently …
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 …
provide immersive experiences. However, the adoption of 360-degree videos substantially …
Accelerated Neural Enhancement for Video Analytics With Video Quality Adaptation
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 …
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
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 …
centric live video streaming, where endpoint-collected videos are transmitted over networks …