Search Results for author: Arthi Padmanabhan

Found 2 papers, 1 papers with code

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

no code implementations19 Jan 2022 Arthi Padmanabhan, Neil Agarwal, Anand Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali

Video analytics pipelines have steadily shifted to edge deployments to reduce bandwidth overheads and privacy violations, but in doing so, face an ever-growing resource tension.

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