Proceedings of the 2022 International Conference on Computer Science, Information Engineering and Digital Economy (CSIEDE 2022)

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Cloud-Edge Joint Inference Algorithm for Target Recognition in Cloud-Edge Collaborative Intelligence

Authors
Gongyi Xiao1, Jing Chen1, *, Wen Li1, Hao Sun1, Chuanfu Zhang1, Yudong Geng1
1Shandong Provincial Key Laboratory of Computer Networks, Shandong Computer Science Center (National Supercomputer Center in Jinan), Qilu University of Technology (Shandong Academy of Sciences), China
*Corresponding author. Email: jingchen94@163.com
Corresponding Author
Jing Chen
Available Online 30 December 2022.
DOI
10.2991/978-94-6463-108-1_49How to use a DOI?
Keywords
cloud-edge computing; joint reasoning; image detection
Abstract

Cloud-edge co-computing has been widely used for real-time processing of image detection scenarios in IoT. The functional limitations of edge devices and how to effectively determine whether an edge device initiates cloud mode is a new challenge. By proposing a joint inference algorithm. The goal of this algorithm is to automatically determine the trigger conditions for activating cloud mode and improve the effectiveness of cloud-edge collaborative reasoning. The algorithm considers the resource utilization of the edge device, the image recognition accuracy of the edge device, and the network conditions between the edge device and the cloud platform to decide whether to trigger the cloud-edge collaborative inference. Experiments are also conducted on a pathology image recognition project, and the results show that the edge devices show significant improvements in end-to-end reliability and workload reduction.

Copyright
© 2022 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of the 2022 International Conference on Computer Science, Information Engineering and Digital Economy (CSIEDE 2022)
Series
Advances in Computer Science Research
Publication Date
30 December 2022
ISBN
10.2991/978-94-6463-108-1_49
ISSN
2352-538X
DOI
10.2991/978-94-6463-108-1_49How to use a DOI?
Copyright
© 2022 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - Gongyi Xiao
AU  - Jing Chen
AU  - Wen Li
AU  - Hao Sun
AU  - Chuanfu Zhang
AU  - Yudong Geng
PY  - 2022
DA  - 2022/12/30
TI  - Cloud-Edge Joint Inference Algorithm for Target Recognition in Cloud-Edge Collaborative Intelligence
BT  - Proceedings of the 2022 International Conference on Computer Science, Information Engineering and Digital Economy (CSIEDE 2022)
PB  - Atlantis Press
SP  - 429
EP  - 435
SN  - 2352-538X
UR  - https://doi.org/10.2991/978-94-6463-108-1_49
DO  - 10.2991/978-94-6463-108-1_49
ID  - Xiao2022
ER  -