自适应中值滤波器的可重构结构——一种基于FPGA的脉冲噪声抑制方法

M. Mukherjee, Kamarujjaman, Mausumi Maitra
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引用次数: 10

摘要

本文提出了一种低复杂度可重构的自适应中值滤波器硬件架构,并对基于硬件的中值滤波器和自适应中值滤波器进行了比较研究。针对数字图像中以椒盐噪声为主的脉冲噪声,提出了一种有效的中值滤波和自适应中值滤波方法。通过均方误差(MSE)和峰值信噪比(PSNR)对两种滤波器的性能进行了比较。本文提出了对实时执行要求很高的硬件实现方案。现场可编程门阵列(fpga)被广泛应用于对时间、速度、面积、功率要求越来越严格的实时处理中。详细讨论了这两种滤波器的算法,然后给出了基于FPGA的解决方案。仿真采用Xilinx平台的Xilinx ISE 14.5软件,在XC5VLX50T器件系列的Genesys VERTEX V FPGA板上实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reconfigurable architecture of adaptive median filter — An FPGA based approach for impulse noise suppression
In this paper, low complexity reconfigurable hardware architecture for adaptive median filter is proposed and a comparative study of hardware based median and adaptive median filter is presented. An efficient development of median & adaptive median filter is presented for removal of impulse noise mainly salt & pepper noise from digital Images. Performance measurement of mean square error (MSE) and peak signal-to-noise ratio (PSNR) is done to compare these two filters. This paper proposes hardware implementation which is highly required for real time execution. Field Programmable Gate Arrays (FPGAs) are widely used for real time processing where the requirements of time, speed, area, power become strict. The algorithms of these two filters are discussed in detail which is followed by FPGA based solutions. Simulation is done using Xilinx ISE 14.5 software of XILINX platform where the implementations utilize on Genesys VERTEX V FPGA Board of XC5VLX50T device family.
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