Back to Search Start Over

Serverless Empowered Video Analytics for Ubiquitous Networked Cameras.

Authors :
Zhang, Miao
Wang, Fangxin
Zhu, Yifei
Liu, Jiangchuan
Li, Bo
Source :
IEEE Network. Dec2021, Vol. 35 Issue 6, p186-193. 8p.
Publication Year :
2021

Abstract

Ubiquitous deployment of networked cameras has boosted the prevalence of video analytics. Leveraging machines to automatically analyze captured videos has become the driving force behind a variety of contemporary applications. However, it is known to be resource-hungry with highly dynamic demands, which mismatches the existing monolithic cloud service deployment with coarse-grained resource allocation. Recent advances in serverless computing, which offers ultra-fast and fine-grained autoscaling, would become a game-changer. This article closely examines the potential and challenges of serverless computing in building modern video analytics applications. We accordingly present an integrated framework with geo-distributed resources, and identify the critical design issues toward its implementation. We further discuss a series of promising research directions in this field. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08908044
Volume :
35
Issue :
6
Database :
Academic Search Index
Journal :
IEEE Network
Publication Type :
Academic Journal
Accession number :
154861547
Full Text :
https://doi.org/10.1109/MNET.101.2000668