Hardware Platform-Aware Binarized Neural Network Model Optimization

Deep Neural Networks (DNNs) have shown superior accuracy at the expense of high memory and computation requirements. Optimizing DNN models regarding energy and hardware resource requirements is extremely important for applications with resource-constrained embedded environments. Although using binar...

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Hlavní autoři:	Quang Hieu Vo, Faaiz Asim, Batyrbek Alimkhanuly, Seunghyun Lee, Lokwon Kim
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	MDPI AG 2022-01-01
Edice:	Applied Sciences
Témata:	Binarized Neural Networks FLOPs hardware cost estimation MAC operations
On-line přístup:	https://www.mdpi.com/2076-3417/12/3/1296
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