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Medical image denoising on field programmable gate array using finite Radon transform

机译:基于有限Radon变换的现场可编程门阵列医学图像去噪

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摘要

This study presents the design and implementation of efficient architectures for finite Radon transform (FRAT) on a field programmable gate array (FPGA). FPGA-based architectures with two design strategies have been proposed: direct implementation of pseudo-code with a sequential or pipelined description, and a block random access memory-based approach. Various medical images modalities have been deployed for both software evaluation and hardware implementation. Xilinx DSP tool has been used to improve the implementation time and reduce the design cycle and the Xilinx software has been used for generating a hardware description language from a high-level MATLAB description. Objective evaluation of image denoising using FRAT is carried out and demonstrates promising results. Moreover, the impact of different block sizes on image reconstruction has been analysed. Performance analysis in terms of area, maximum frequency and throughput is presented and reveals significant achievements.
机译:这项研究提出了现场可编程门阵列(FPGA)上有限Radon变换(FRAT)的高效架构的设计和实现。已经提出了具有两种设计策略的基于FPGA的体系结构:具有顺序或流水线描述的伪代码的直接实现,以及基于块随机访问存储器的方法。各种医学图像模态已经被部署用于软件评估和硬件实施。 Xilinx DSP工具已被用于缩短实施时间并缩短设计周期,Xilinx软件已被用于从高级MATLAB描述生成硬件描述语言。进行了使用FRAT的图像去噪的客观评估,并证明了令人鼓舞的结果。此外,已经分析了不同块大小对图像重建的影响。提出了在面积,最大频率和吞吐量方面的性能分析,并揭示了重大成就。

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  • 来源
    《Signal Processing, IET 》 |2012年第9期| p.862-870| 共9页
  • 作者单位

    Department of Computer Engineering, Facutly of Electrical & Electronic Engineering, Universiti Tun Hussein Onn Malaysia (UTHM), Batu Pahat, Malaysia;

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