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Americas, Special Report, Politics
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Moreover, we study the safety of multi-stage transactions via two proposals: multi-stage serializability (MS-SR) and multi-stage invariant confluence with Apologies (MS-IA). This is infeasible for edge applications that require real-time processing but cannot afford to place expensive hardware at the edge. This prohibits the use of faraway cloud resources. In these approaches, we notice a trade-off between accuracy and performance. The accuracy of a compressed model is typically lower compared to the full model while performance is improved dramatically. An important aspect that is overlooked in many video analytics solutions is that they are not integrated with the system’s data processing and management. Video analytics generates insights from videos that would typically be used in a data management application. For example, detecting objects in V/AR might feed into a mobile game, immersive social network, or other application. We propose Croesus, a multi-stage edge-cloud video processing framework that aims to manage the performance-accuracy trade-off in DL models.




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