Research on the design and optimization method of CNN accelerator based on HLS tools

Research on the design and optimization method of CNN accelerator based on HLS tools

Based on the idea of software and hardware co-design, this article uses HLS tools to design and implement a convolutional neural network accelerator on the PYNQ-Z2 platform, and uses the matrix cutting optimization method for convolution operations to balance resource consumption and computing resou...

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Bibliographic Details
Main Authors: Cheng Jiafeng, Wang Hongliang
Format: Article
Language:zho
Published: National Computer System Engineering Research Institute of China 2021-03-01
Series:Dianzi Jishu Yingyong
Subjects:
convolutional neural network(cnn)
pynq-z2
hls tool
accelerator
Online Access:http://www.chinaaet.com/article/3000129456

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