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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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Visor: Privacy-Preserving Video Analytics as a Cloud Service

Jun 23, 2020
Rishabh Poddar, Ganesh Ananthanarayanan, Srinath Setty, Stavros Volos, Raluca Ada Popa

* USENIX Security 2020 

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Machine Learning at the Network Edge: A Survey

Jul 31, 2019
M. G. Sarwar Murshed, Christopher Murphy, Daqing Hou, Nazar Khan, Ganesh Ananthanarayanan, Faraz Hussain

* 28 pages, 4 figures 

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Collage Inference: Achieving low tail latency during distributed image classification using coded redundancy models

Jun 05, 2019
Krishna Narra, Zhifeng Lin, Ganesh Ananthanarayanan, Salman Avestimehr, Murali Annavaram

* 4 pages, CodML workshop at International Conference on Machine Learning (ICML 2019). arXiv admin note: text overlap with arXiv:1904.12222 

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Collage Inference: Tolerating Stragglers in Distributed Neural Network Inference using Coding

Apr 27, 2019
Krishna Giri Narra, Zhifeng Lin, Ganesh Ananthanarayanan, Salman Avestimehr, Murali Annavaram

* 13 pages, 13 figures, Under submission 

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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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Focus: Querying Large Video Datasets with Low Latency and Low Cost

Jan 10, 2018
Kevin Hsieh, Ganesh Ananthanarayanan, Peter Bodik, Paramvir Bahl, Matthai Philipose, Phillip B. Gibbons, Onur Mutlu


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