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Turbo: Opportunistic Enhancement for Edge Video Analytics


Jun 29, 2022
Yan Lu, Shiqi Jiang, Ting Cao, Yuanchao Shu


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GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge


Jan 19, 2022
Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali


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Custom Object Detection via Multi-Camera Self-Supervised Learning


Feb 05, 2021
Yan Lu, Yuanchao Shu

* 7 pages, 12 figures 

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Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers


Dec 19, 2020
Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan, Junchen Jiang, Nikolaos Karianakis, Yuanchao Shu, Kevin Hsieh, Victor Bahl, Ion Stoica


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Deep Learning in the Era of Edge Computing: Challenges and Opportunities


Oct 17, 2020
Mi Zhang, Faen Zhang, Nicholas D. Lane, Yuanchao Shu, Xiao Zeng, Biyi Fang, Shen Yan, Hui Xu


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Scaling Video Analytics Systems to Large Camera Deployments


Nov 03, 2018
Samvit Jain, Ganesh Ananthanarayanan, Junchen Jiang, Yuanchao Shu, Joseph E. Gonzalez

* 7 pages 

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ReXCam: Resource-Efficient, Cross-Camera Video Analytics at Enterprise Scale


Nov 03, 2018
Samvit Jain, Junchen Jiang, Yuanchao Shu, Ganesh Ananthanarayanan, Joseph Gonzalez

* 14 pages 

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