Pre-Computing Batch Normalisation Parameters for Edge Devices on a Binarized Neural Network

Binarized Neural Network (BNN) is a quantized Convolutional Neural Network (CNN), reducing the precision of network parameters for a much smaller model size. In BNNs, the Batch Normalisation (BN) layer is essential. When running BN on edge devices, floating point instructions take up a significant n...

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Autori principali:	Nicholas Phipps, Jin-Jia Shang, Tee Hui Teo, I-Chyn Wey
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	MDPI AG 2023-06-01
Serie:	Sensors
Soggetti:	batch normalisation binarized neural networks convolutional neural networks inference edge devices
Accesso online:	https://www.mdpi.com/1424-8220/23/12/5556
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