Croesus: Multi-Stage Processing and Transactions for Video-Analytics in Edge-Cloud Systems. (arXiv:2201.00063v1 [eess.SY])

Emerging edge applications require both a fast response latency and complex
processing. This is infeasible without expensive hardware that can process
complex operations -- such as object detection -- within a short time. Many
approach this problem by addressing the complexity of the models -- via model
compression, pruning and quantization -- or compressing the input. In this
paper, we propose a different perspective when addressing the performance
challenges. Croesus is a multi-stage approach to edge-cloud systems that
provides the …

analytics arxiv cloud edge processing stage systems video