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Binary Neural Networks in FPGAs: Architectures, Tool Flows and Hardware Comparisons

Binary neural networks (BNNs) are variations of artificial/deep neural network (ANN/DNN) architectures that constrain the real values of weights to the binary set of numbers {−1,1}. By using binary values, BNNs can convert matrix multiplications into bitwise operations, which accelerates both traini...

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Detalles Bibliográficos
Autores principales: Su, Yuanxin, Seng, Kah Phooi, Ang, Li Minn, Smith, Jeremy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10675041/
https://www.ncbi.nlm.nih.gov/pubmed/38005640
http://dx.doi.org/10.3390/s23229254