摘要
提出一种基于非均匀剖分和V变换相结合的图像消噪新方法。非均匀剖分逼近在空域上视像素的灰度值为拟合数据,依据最小二乘法原理,对含噪图像进行非均匀三角剖分,使图像表示为一个分片多项式,它能保持图像的边缘及细节特征,并通过对剖分精度的控制来实现图像的消噪;V系统是一类L2[0,1]空间上的完备正交系,具有多小波的多分辨特性,利用相应的V变换将图像变换到频域,通过对高频低频的系数处理来达到消噪的目的。结合非均匀剖分逼近和V变换两者的优势,将两个方法的消噪结果加权平均,得到一种新的消噪方法。实验结果表明了该方法的消噪效果比很多经典方法更好。
A new images denoising method based on non-uniform partition approximation and V-transform is proposed.The key point of non-uniform partition approximation is that the gray values of the pixels are regarded as fitting data,which are fitted with the least squares method,and then the digital image is expressed as a piecewise polynomial.It can retain the edge as well as detailed characteristics of image.The non-uniform partition approximation can realize image denoising by controlling partition precision value.V-system is a class of complete orthogonal function system on L 2 [0,1],with the characteristics of the multi-resolution of multi-wavelet.It can transform a digital image from spatial space to frequency domain,and by processing the coefficients in high frequency and low frequency to realize image denoising.This paper combines the advantages of these two methods to process image deniosing.The experimental results show that the proposed method is efficient to improve the quality of denoising images.
出处
《计算机工程与应用》
CSCD
北大核心
2011年第34期184-186,211,共4页
Computer Engineering and Applications
基金
国家自然科学基金(No.10631080
No.10771002)
北京市自然科学基金(No.1102017)
澳门科学技术发展基金(No.008/2008/A1)~~
关键词
非均匀剖分
V系统
离散V变换
图像消噪
空域
频域
non-uniformly partition
V-system
discrete V-transform
image denoising
spatial space
frequency domain
