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

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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Bibliographic Details
Main Authors: Yuanxin Su, Kah Phooi Seng, Li Minn Ang, Jeremy Smith
Format: Article
Language:English
Published: MDPI AG 2023-11-01
Series:Sensors
Subjects:
field-programmable gate array (FPGA)
binary neural network (BNN)
latency reduction
computational modeling
Online Access:https://www.mdpi.com/1424-8220/23/22/9254

Internet

https://www.mdpi.com/1424-8220/23/22/9254

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