Random phase generator inside a iteration loop

Question

Soong Wei Kang 2020-7-7

0
链接

此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/560885-random-phase-generator-inside-a-iteration-loop

回答： Deepak 2024-10-18

I am writing a phase retrieval codes, I need a random phase generator inside an iteration loop, but i don't really know how to code it inside my codes. The criteria to exit the loop is that the retrieved phase from source image is equal to the phase of the target image. May I get some help on this? Thank you.

These are my codes:

clear all; close all; clc; workspace;
%Read and import images
imgA = imread('image1.jpg');
imgB = imread('image2.jpg');
%-------------------Make both images the same size-----------------------%
%Get the size of image A
[rowsimgA colsimgA numberOfColorChannelsimgA] = size(imgA);
%Get the size of image B
[rowsimgB colsimgB numberOfColorChannelsimgB] = size(imgB);
%Check if lateral sizes match 
if rowsimgB ~= rowsimgA || colsimgA ~= colsimgB
    imgB = imresize(imgB, [rowsimgA colsimgA]); 
end
%Display images
figure, imshow(imgA)
title('First Image')
figure, imshow(imgB)
title('Second Image')
%Convert images to double
imgA = im2double(imgA);
imgB = im2double(imgB);
%2D FFT
fftA = fft2(imgA);
fftB = fft2(imgB);
%Decompose images into amplitude only
imgA_amp = abs(fftA);
imgB_amp = abs(fftB);
%Decompose images into phase only
imgA_phase = angle(fftA);
imgB_phase = angle(fftB);
%Display images with amplitude only
figure, imshow(abs(fftA));
title('Amplitude of first image')
figure, imshow(abs(fftB));
title('Amplitude of second image')
%Display images with phase only
figure, imshow(angle(fftA));
title('Phase of first image')
figure, imshow(angle(fftB));
title('Phase of second image')
%Switch the amplitude and phase of both images
out1 = imgA_amp .* exp(imgB_phase);
out2 = imgB_amp .* exp(imgA_phase);
%Inverse FFT
out1 = real(ifft2(out1));
out2 = real(ifft2(out2));
%Display the images
figure;
imshow(out1, []);
figure;
imshow(out2, []);

0 个评论
显示 -2更早的评论隐藏 -2更早的评论

请先登录，再进行评论。

请先登录，再回答此问题。

Answer 1

Deepak 2024-10-18

0
链接

此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/560885-random-phase-generator-inside-a-iteration-loop#answer_1533850

在 MATLAB Online 中打开

Hi @Soong Wei Kang,

From my understanding, you are working on a phase retrieval algorithm in MATLAB, which involves manipulating the phase of images to match a target image’s phase.

You want to incorporate a random phase generator within an iterative loop. The loop should continue running until the phase derived from your source image matches the phase of the target image closely enough.

To achieve this, we can add a while loop to iteratively generate random phases until the retrieved phase matches the target phase within a specified tolerance. Each iteration produces a new random phase using “rand(size(imgA_phase))”, and the code checks the phase difference between the retrieved and target images. The loop exists when this difference is within the desired tolerance.

Please find below the MATLAB code to accomplish this task:

clear all; close all; clc; workspace;
imgA = imread('image1.jpg');
imgB = imread('image2.jpg');
% Make both images the same size
[rowsimgA, colsimgA, ~] = size(imgA);
[rowsimgB, colsimgB, ~] = size(imgB);
if rowsimgB ~= rowsimgA || colsimgA ~= colsimgB
    imgB = imresize(imgB, [rowsimgA colsimgA]);
end
% Convert images to double
imgA = im2double(imgA);
imgB = im2double(imgB);
% 2D FFT
fftA = fft2(imgA);
fftB = fft2(imgB);
% Decompose images into amplitude and phase
imgA_amp = abs(fftA);
imgB_amp = abs(fftB);
imgA_phase = angle(fftA);
imgB_phase = angle(fftB);
maxIter = 1000;
tolerance = 1e-2; % Tolerance for phase matching
iteration = 0;
phaseMatched = false;
while ~phaseMatched && iteration < maxIter
    iteration = iteration + 1;
    
    % Generate random phase
    randomPhase = 2 * pi * rand(size(imgA_phase));
    
    % Switch the amplitude of imgA with the random phase
    combinedFFT = imgA_amp .* exp(1i * randomPhase);
    
    % Inverse FFT to get the retrieved image
    retrievedImg = real(ifft2(combinedFFT));
    
    % Compute the phase of the retrieved image
    retrievedPhase = angle(fft2(retrievedImg));
    
    % Check if retrieved phase is approximately equal to target phase
    phaseDifference = angle(exp(1i * (retrievedPhase - imgB_phase)));
    if max(abs(phaseDifference(:))) < tolerance
        phaseMatched = true;
    end
end
if phaseMatched
    disp(['Phase matched in ', num2str(iteration), ' iterations.']);
else
    disp('Maximum iterations reached without matching phase.');
end
figure;
imshow(retrievedImg, []);
title('Retrieved Image with Random Phase');