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Serverless Empowered Video Analytics for Ubiquitous Networked Cameras.
- 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