Feasibility Analysis of Machine Learning Optimization on GPU-based Low-cost Edges

Jiashun Suo,Xingzhou Zhang,Shilei Zhang,Wei Zhou,Weisong Shi

2021 IEEE SmartWorld, Ubiquitous Intelligence & Computing, Advanced & Trusted Computing, Scalable Computing & Communications, Internet of People and Smart City Innovation (SmartWorld/SCALCOM/UIC/ATC/IOP/SCI)（2021）

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摘要

Many AI algorithms have been deployed on edge devices as edge computing has the advantages of reducing latency, saving network bandwidth, and protecting data privacy. Whether edge devices can run AI algorithms is an important challenge due to the low-power and low-cost characteristics of edge devices. Therefore, this paper analyzed the performance of optimization techniques by running YOLOv3 on a ...

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Edge computing,Edge intelligence,YOLOv3,NVIDIA Jetson Nano,NVIDIA Jetson NX,Quantification

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