用于图像处理应用的中值滤波的可重构硬件

Tripti Jain, P. Bansod, C. Kushwah, Mayenk Mewara
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引用次数: 18

摘要

中值滤波器是一种用于图像处理的非线性滤波器,用于在形态学操作、图像增强等图像处理操作中去除脉冲噪声。它的典型应用是在边缘需要保留的情况下进行更高级的操作,如分割,对象识别等。实时应用,如视频和高速采集摄像机通常需要快速算法进行处理。可重构硬件滤波器可以嵌入到图像采集系统中来实现这一目标。在本文中,我们提出了一个中值滤波器的硬件实现,其可编程窗口大小从3x3到7x7不等。该中值滤波器是在Xilinx系列fpga (Spartan-3E中的XC3S500E)上设计、仿真和合成的。对不同图像的性能进行了评估。对于3x3窗口大小,实现的最大工作频率约为89 MHz,对于5x5窗口大小,实现的最大工作频率约为89 MHz。VHDL使用ISE (Xilinx)工具设计上述二维中值滤波器。提议的硬件实现平均为0.00246 m秒。对于大小为4x4的帧(窗口大小为3x3),大小为16x16的帧(窗口大小为5x5)平均为0.22472 m秒,大小为16x16的帧(窗口大小为7x7)平均为0.468 m秒。提出的中值滤波算法是基于对像素样本进行分类并提取它们的中值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reconfigurable Hardware for Median Filtering for Image Processing Applications
Median filter is a non-linear filter used in image processing for impulse noise removal during morphological operations, image enhancement and other image processing operations. It finds its typical application in the situations where edges are to be preserved for higher level operations like segmentation, object recognition etc. Real-time applications, such as video and high speed acquisition cameras often require fast algorithms for processing. Reconfigurable hardware filters can be embedded with image acquisition system to achieve this goal. In this paper we propose a hardware implementation of a median filter with programmable window sizes ranging from 3x3 to 7x7. This median filter was designed, simulated and synthesized on the Xilinx family of FPGAs (XC3S500E of Spartan-3E). The performance of the same was evaluated for variety of images. For 3x3 window size, the maximum operating frequency achieved was approximately 89 MHz and for 5x5 window sizes, the maximum operating frequency achieved was approximately 89 MHz. The VHDL was used to design the above 2-D median filter using ISE (Xilinx) tool. The proposed hardware implementation took on an average 0.00246 m sec. For a frame of size 4x4 (for window size 3x3), 0.22472 m sec on for a frame of size 16x16 (for window size 5x5) and 0.468 m sec on a average for a frame of size 16x16 (for window size 7x7). The algorithm proposed for the median filter is based on sorting pixel samples and extracting their median values.
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