Edge-assisted lightweight region-of-interest extraction and transmission for vehicle perception

Y Cheng, P Yang, N Zhang… - GLOBECOM 2023-2023 …, 2023 - ieeexplore.ieee.org
To enhance on-road environmental perception for autonomous driving, accurate and real-
time analytics on high-resolution video frames generated from on-board cameras becomes …

End-edge coordinated joint encoding and neural enhancement for low-light video analytics

Y He, P Yang, T Qin, N Zhang - GLOBECOM 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
In this paper, we investigate video analytics in low-light environments, and propose an end-
edge coordinated system with joint video encoding and enhancement. It adaptively transmits …

Dependence-Aware Multi-Task Scheduling for Edge Video Analytics With Accuracy Guarantee

C Wang, P Yang, J Hou, Z Liu… - IEEE Internet of Things …, 2024 - ieeexplore.ieee.org
In this paper, we investigate the optimal configuration and dependence-aware task
assignment for multi-task edge video analytics. Multi-task video analytics involves multiple …

Adaptive Network Configuration for Efficient and Accurate Neural Video Inference

P Yang, Y Cheng, N Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Cameras are widely used in many fields, eg, intelligent transportation, autonomous driving,
surveillance, etc. It is thus vital to conduct video analytics in an efficient and accurate …