problem in executing,wiener program

1 次查看(过去 30 天)
Hi,
I have been working on the wiener filter for images, and have a question regarding the executing when I want to execute my program,this problem appear and I do not know how to solve it.
My Program
clc;
x = imread('lena.jpg');
[m n]=size(x);
figure(1),
imshow(x);
%%adding noise to image .
afterNoise = imnoise(x,'gaussian',0,0.025);
figure,
imshow(afterNoise);
%Implementing Wiener filter
N = size(x,1);
Yf = fft2(x);
Hf = fft2(afterNoise,m,n);
Pyf = abs(Yf).^2/N^2;
gamma=1;
alpha=1;
sigma=1;
% direct implementation of the regularized inverse filter,
% when alpha = 1, it is the Wiener filter
% Gf = conj(Hf).*Pxf./(abs(Hf.^2).*Pxf+alpha*sigma^2);
% Since we don't know Pxf, the following
% handle singular case (zero case)
sHf = Hf.*(abs(Hf)>0)+1/gamma*(abs(Hf)==0);
iHf = 1./sHf;
iHf = iHf.*(abs(Hf)*gamma>1)+gamma*abs(sHf).*iHf.*(abs (sHf)*gamma<=1);
Pyf = Pyf.*(Pyf>sigma^2)+sigma^2*(Pyf<=sigma^2);
Gf = iHf.*(Pyf-sigma^2)./(Pyf-(1-alpha)*sigma^2);
% max(max(abs(Gf).^2)) % should be equal to gamma^2
% Restorated image without denoising
eXf = Gf.*Yf;
ex = real(ifft2(eXf));
figure(3),
imshow(ex,gray(256));
Please help me, not ignore my question.
Thanks in advance

采纳的回答

Andrew Newell
Andrew Newell 2011-4-23
Your problem occurs in this line:
y = real(ifft2(Hf.*Xf))+sigma*randn(N,N); % circular convolution
Your noise term does not have the same dimensions as your image data. Try these two commands instead:
y = real(ifft2(Hf.*Xf)); % circular convolution
y = y + sigma*randn(size(y)); % add noise
I don't know if it will do what you are trying to do, but at least it doesn't produce an error.
A note on debugging scripts: You can locate the error more easily if you sprinkle the code with the occasional cell marker, e.g.,
N = 256;
x = imread('lena.jpg');
figure(1)
imshow(x)
This allows you to run small blocks of code at a time, and you can narrow down the source of the error to a single block. See Evaluating Subsections of Files Using Code Cells.
  2 个评论
reem
reem 2011-4-23
Thank you so much Andrew
I am rewrote my program again in details but there is no error here but when executed my program,the last picture appear black, I mean there is no any picture in third figure,why???
Andrew Newell
Andrew Newell 2011-4-27
One of your lines is returning an error:
Gf = iHf.*(Pyf-sigma^2)./(Pyf-(1-alpha)*sigma^2);
??? Array dimensions must match for binary array op.
It's because iHf and Pyf do not have the same dimensions.

请先登录,再进行评论。

更多回答(0 个)

类别

Help CenterFile Exchange 中查找有关 Image Processing Toolbox 的更多信息

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by