Articles with "full integer" as a keyword



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LSFQ: A Low-Bit Full Integer Quantization for High-Performance FPGA-Based CNN Acceleration

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Published in 2022 at "IEEE Micro"

DOI: 10.1109/mm.2021.3134968

Abstract: The effective implementation of quantization depends not only on the specific task but also on the hardware resources. This article presents a hardware-aware customized quantization method for convolutional neural networks. We propose a learnable parameter… read more here.

Keywords: quantization; low bit; integer quantization; lsfq low ... See more keywords