Configurable CNN SoC Co-Processor Architecture

Joshua Adiel Wijaya, T. Adiono
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引用次数: 2

Abstract

In this paper we proposed a configurable CNN architecture design for use in a SoC co-processor. The co-processor is configured and generated by the proposed design tools utilizing folding architecture and multiple processing elements working in parallel. The proposed system utilized a configurable system designer that can automatically generate the verilog source file that defines a CNN processor that can process various image and kernel sizes. The system designer also able to generate the program code to be run on the SoC platform. The system design has been verified using a ZYNQTM 7000 SoC platform and shows the processing result is similar to the simulation results. The system can reach the processing speed of 72.727 MHz.
可配置CNN SoC协处理器架构
本文提出了一种用于SoC协处理器的可配置CNN架构设计。所提出的设计工具利用折叠架构和并行工作的多个处理元素来配置和生成协处理器。所提出的系统利用了一个可配置的系统设计器,该设计器可以自动生成verilog源文件,该文件定义了一个可以处理各种图像和内核大小的CNN处理器。系统设计人员还能够生成在SoC平台上运行的程序代码。在ZYNQTM 7000 SoC平台上对系统设计进行了验证,结果表明处理结果与仿真结果相似。系统的处理速度可达72.727 MHz。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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