Edge-Assisted On-Device Model Update for Video Analytics in Adverse Environments

Author:

Kong Yuxin1ORCID,Yang Peng2ORCID,Cheng Yan2ORCID

Affiliation:

1. Huazhong University of Science and Technology, Wuhan, Chile

2. Huazhong University of Science and Technology, Wuhan, China

Funder

Natural Science Foundation of Hubei Province of China

Young Elite Scientists Sponsorship Program by CAST

Natural Science Foundation of China

Fundamental Research Funds for the Central Universities, HUST

Publisher

ACM

Reference58 articles.

1. Ganesh Ananthanarayanan , Paramvir Bahl , Peter Bodík , Krishna Chintalapudi , Matthai Philipose , Lenin Ravindranath , and Sudipta Sinha . 2017. Real-time video analytics: The killer app for edge computing. computer 50, 10 ( 2017 ), 58--67. Ganesh Ananthanarayanan, Paramvir Bahl, Peter Bodík, Krishna Chintalapudi, Matthai Philipose, Lenin Ravindranath, and Sudipta Sinha. 2017. Real-time video analytics: The killer app for edge computing. computer 50, 10 (2017), 58--67.

2. Romil Bhardwaj , Zhengxu Xia , Ganesh Ananthanarayanan , Junchen Jiang , Yuanchao Shu , Nikolaos Karianakis , Kevin Hsieh , Paramvir Bahl , and Ion Stoica . 2022 . Ekya: Continuous learning of video analytics models on edge compute servers . In 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22) . 119--135. Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Yuanchao Shu, Nikolaos Karianakis, Kevin Hsieh, Paramvir Bahl, and Ion Stoica. 2022. Ekya: Continuous learning of video analytics models on edge compute servers. In 19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22). 119--135.

3. Scaling video analytics on constrained edge nodes;Canel Christopher;Proceedings of Machine Learning and Systems,2019

4. Deep Learning With Edge Computing: A Review

5. Tiffany Yu-Han Chen , Lenin Ravindranath , Shuo Deng , Paramvir Bahl , and Hari Balakrishnan . 2015 . Glimpse: Continuous, real-time object recognition on mobile devices . In Proceedings of the 13th ACM Conference on Embedded Networked Sensor Systems. 155--168 . Tiffany Yu-Han Chen, Lenin Ravindranath, Shuo Deng, Paramvir Bahl, and Hari Balakrishnan. 2015. Glimpse: Continuous, real-time object recognition on mobile devices. In Proceedings of the 13th ACM Conference on Embedded Networked Sensor Systems. 155--168.

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