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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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Detalles Bibliográficos
Autores principales: Phipps, Nicholas, Shang, Jin-Jia, Teo, Tee Hui, Wey, I-Chyn
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10302467/
https://www.ncbi.nlm.nih.gov/pubmed/37420727
http://dx.doi.org/10.3390/s23125556