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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...
Autores principales: | Su, Yuanxin, Seng, Kah Phooi, Ang, Li Minn, Smith, Jeremy |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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 |
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