Towards Data-Efficient Continuous Learning for Edge Video Analytics via Smart Caching

Author:

Zhang Lei1,Gao Guanyu1,Zhang Huaizheng2

Affiliation:

1. Nanjing University of Science and Technology, China

2. Nanyang Technological University, Singapore

Funder

Natural Science Foundation of Jiangsu Province

Publisher

ACM

Reference36 articles.

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2. Erhan Bas A Murat Tekalp and F Sibel Salman. 2007. Automatic vehicle counting from video for traffic flow analysis. In 2007 IEEE intelligent vehicles symposium. Ieee 392--397. Erhan Bas A Murat Tekalp and F Sibel Salman. 2007. Automatic vehicle counting from video for traffic flow analysis. In 2007 IEEE intelligent vehicles symposium. Ieee 392--397.

3. 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.

4. Zalán Bodó , Zsolt Minier , and Lehel Csató . 2011 . Active learning with clustering . In Active Learning and Experimental Design workshop In conjunction with AISTATS 2010. JMLR Workshop and Conference Proceedings, 127--139 . Zalán Bodó, Zsolt Minier, and Lehel Csató. 2011. Active learning with clustering. In Active Learning and Experimental Design workshop In conjunction with AISTATS 2010. JMLR Workshop and Conference Proceedings, 127--139.

5. Rishi Bommasani Drew A Hudson Ehsan Adeli Russ Altman Simran Arora Sydney von Arx Michael S Bernstein Jeannette Bohg Antoine Bosselut Emma Brunskill etal 2021. On the opportunities and risks of foundation models. arXiv preprint arXiv:2108.07258 (2021). Rishi Bommasani Drew A Hudson Ehsan Adeli Russ Altman Simran Arora Sydney von Arx Michael S Bernstein Jeannette Bohg Antoine Bosselut Emma Brunskill et al. 2021. On the opportunities and risks of foundation models. arXiv preprint arXiv:2108.07258 (2021).

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