Efficient Neural Networks on the Edge with FPGAs by Optimizing an Adaptive Activation Function

The implementation of neural networks (NNs) on edge devices enables local processing of wireless data, but faces challenges such as high computational complexity and memory requirements when deep neural networks (DNNs) are used. Shallow neural networks customized for specific problems are more effic...

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Bibliographic Details
Main Authors: Yiyue Jiang, Andrius Vaicaitis, John Dooley, Miriam Leeser
Format: Article
Language:English
Published: MDPI AG 2024-03-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/24/6/1829