An empirical study on the Performance and Energy Consumption of AI Containerization Strategies for Computer-Vision Tasks on the Edge-Reference-Cited by-同舟云学术

An empirical study on the Performance and Energy Consumption of AI Containerization Strategies for Computer-Vision Tasks on the Edge

Published:2022-06-13 Issue: Volume: Page:
ISSN:
Container-title:The International Conference on Evaluation and Assessment in Software Engineering 2022
language:
Short-container-title:

Author:

Hampau Raluca Maria¹,Kaptein Maurits²,van Emden Robin³,Rost Thomas³,Malavolta Ivano¹

Affiliation:

1. Vrije Universiteit Amsterdam, Netherlands

2. Tilburg University, Netherlands

3. Scailable, Netherlands

Funder

European Union

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3530019.3530025

Reference37 articles.

1. 2016. Computer Vision Hardware and Software Market. https://www.businesswire.com/news/home/20160620005440/en/Computer-Vision-Hardware-and-Software-Market-to-Reach-48.6-Billion-by-2022-According-to-Tractica 2016. Computer Vision Hardware and Software Market. https://www.businesswire.com/news/home/20160620005440/en/Computer-Vision-Hardware-and-Software-Market-to-Reach-48.6-Billion-by-2022-According-to-Tractica

2. 2019. What Is Edge Computing?https://blogs.nvidia.com/blog/2019/10/22/what-is-edge-computing/ 2019. What Is Edge Computing?https://blogs.nvidia.com/blog/2019/10/22/what-is-edge-computing/

3. 2020. ONNX benchmarksr. http://www.xavierdupre.fr/app/_benchmarks/helpsphinx/onnx.html 2020. ONNX benchmarksr. http://www.xavierdupre.fr/app/_benchmarks/helpsphinx/onnx.html

4. 2021. Why is Docker so popular. https://www.section.io/engineering-education/why-is-docker-so-popular/ 2021. Why is Docker so popular. https://www.section.io/engineering-education/why-is-docker-so-popular/

5. OTH Amberg-Weiden. [n.d.]. Characterization of Object Detection Performance in an Edge Environment. ([n. d.]). OTH Amberg-Weiden. [n.d.]. Characterization of Object Detection Performance in an Edge Environment. ([n. d.]).

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