OTHER
RAVAS: Interference-Aware Model Selection and Resource Allocation for Live Edge Video Analytics
Ali Rahmanian, Ahmed Ali-Eldin, Selome Kostentinos Tesfatsion, Björn Skubic, Harald Gustafsson, Prashant Shenoy, Erik Elmroth
- Year
- 2023
- Citations
- 6
Abstract
Numerous edge applications that rely on video analytics demand precise, low-latency processing of multiple video streams from cameras. When these cameras are mobile, such as when mounted on a car or a robot, the processing load on the shared edge GPU can vary considerably. Provisioning the edge with GPUs for the worst-case load can be expensive and, for many applications, not feasible.
Keywords
Computer scienceAnalyticsEnhanced Data Rates for GSM EvolutionInterference (communication)Selection (genetic algorithm)Resource allocationResource (disambiguation)Edge deviceResource management (computing)Computer network
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