Approximate query service on autonomous IoT cameras

MobiSys '20: The 18th Annual International Conference on Mobile Systems, Applications, and Services Toronto Ontario Canada June, 2020, pp. 191-205, 2020.

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Elf is a runtime for an energy-constrained camera to continuously summarize video scenes as approximate object counts. Elf's novelty centers on planning the camera's count actions under energy constraint. (1) Elf explores the rich action space spanned by the number of sample image frames and the choice of per-frame object counters; it uni...More



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