Bayesian Optimization for Efficient Heterogeneous MPSoC Based DNN Accelerator Runtime Tuning
Xuqi Zhu,
Cong Gao,
Sangeet Saha
et al.
Abstract:With the explosive growth of Internet of Things (IoT) devices and applications, deploying Deep Neural Networks (DNNs) on resource-constrained embedded edge devices has become a popular research trend. Because such systems have limited resources, they need to rely on optimising resource utilisation to meet performance requirements. However, for scenarios where the DNN application and workloads are dynamically changing, the offline system optimisation technique cannot achieve optimal runtime performance in pract… Show more
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