[PDF][PDF] 面向实时视频流分析的边缘计算技术

杨铮, 贺骁武, 吴家行, 王需, 赵毅 - Inform, 2022 - researchgate.net
摘要实时视频流分析在智能监控, 智慧城市, 自动驾驶等场景中具有重要价值. 然而计算负载高,
带宽需求大, 延迟要求严等特点使得实时视频流分析难以通过传统的云计算范式进行部署 …

Live traffic data analysis using stream processing

M Weißbach - 2018 IEEE/ACM International Conference on …, 2018 - ieeexplore.ieee.org
The increasing digitalization in the traffic infrastructure offers a great potential to optimize
traffic flows, to save costs, and to improve the CO2 balance. Achieving this requires the use …

Edge-Based Video Analytics: A Survey

M Hu, Z Luo, A Pasdar, YC Lee, Y Zhou… - arXiv preprint arXiv …, 2023 - arxiv.org
Edge computing has been getting a momentum with ever-increasing data at the edge of the
network. In particular, huge amounts of video data and their real-time processing …

Quality-Aware Video Analytics in Edge Computing Environments

MN Sadat, E Vargas-Alfonso… - 2022 IEEE 19th Annual …, 2022 - ieeexplore.ieee.org
Edge computing has opened new doors for real-time video analytics applications due to its
ability to offer significantly faster response times by processing videos near the source …

[PDF][PDF] 边缘计算: 新型计算范式综述与应用研究

郑逢斌, 朱东伟, 臧文乾, 杨劲林, 朱光辉 - 计算机科学与探索, 2020 - scholar.archive.org
科学技术的快速发展, 使万物互联设想不再仅仅停留在人们的概念中. 随着接入无线网的智能
设备数量的快速增长, 边缘数据量已达到ZB 级别, 给核心网络带宽造成巨大压力; 与此同时 …

Lavea: Latency-aware video analytics on edge computing platform

S Yi, Z Hao, Q Zhang, Q Zhang, W Shi… - Proceedings of the Second …, 2017 - dl.acm.org
Along the trend pushing computation from the network core to the edge where the most of
data are generated, edge computing has shown its potential in reducing response time …

Two parameter workload characterization for improved dataflow analysis accuracy

JPHM Hausmans, SJ Geuns… - 2013 IEEE 19th Real …, 2013 - ieeexplore.ieee.org
Real-time stream processing applications, such as radios, can often be modeled intuitively
with dataflow models. Given the Worst-Case Execution Times (WCETs) of the tasks, which …

Real-time video analytics: The killer app for edge computing

G Ananthanarayanan, P Bahl, P Bodík… - …, 2017 - ieeexplore.ieee.org
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 …

A generic framework for deploying video analytic services on the edge

V Tsakanikas, T Dagiuklas - IEEE Transactions on Cloud …, 2022 - ieeexplore.ieee.org
This article introduces a novel distributed model for handling in real-time, edge-based
Artificial Intelligence analytics, such as the ones required for smart video surveillance. The …

Decentralized modular architecture for live video analytics at the edge

SP Rachuri, F Bronzino, S Jain - Proceedings of the 3rd ACM Workshop …, 2021 - dl.acm.org
Live video analytics have become a key technology to support surveillance, security, traffic
control, and even consumer multimedia applications in real time. The continuous growth in …