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

Arthi Padmanabhan, Neil Agarwal, Anand P. Iyer, Ganesh Ananthanarayanan, Yuanchao Shu, Nikolaos Karianakis, Guoqing Harry Xu, Ravi Netravali. Gemel: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge. In Mahesh Balakrishnan 0001, Manya Ghobadi, editors, 20th USENIX Symposium on Networked Systems Design and Implementation, NSDI 2023, Boston, MA, April 17-19, 2023. pages 973-994, USENIX Association, 2023. [doi]

Abstract

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