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:
Online Access:http://www.chinaaet.com/article/3000129456