Gerchberg–Saxton Algorithm

15 vues (au cours des 30 derniers jours)
Soong Wei Kang
Soong Wei Kang le 3 Août 2020
Hi, i am new to fourier transform and I get this codes from file exhange, but there is 1 line of code that i don't understand, it is "error = [error; sum(sum(abs(1.32*abs(C) - abs(Target))))];"; can anyone explain it to me? Thank you.
These are the codes:
%Author :Musa AYDIN
%e-mail :maydin@fsm.edu.tr
%Fatih Sultan Mehmet Vakif University,
%Department of Computer Engineering,
%Turkey / Istanbul
% Gerchberg亡axton Algorithm
% an example an of the gs algorithm is shown in this example
%--------------------------------------------------------
% pseudo code of GS algorithm
% Gerchberg亡axton Algorithm(Source, Target, Retrieved_Phase)
% A = IFT(Target)
% while error criterion is not satisfied
% B = Amplitude(Source) * exp(i*Phase(A))
% C = FT(B)
% D = Amplitude(Target) * exp(i*Phase(C))
% A = IFT(D)
% end while
% Retrieved_Phase = Phase(A)
%---------------------------------------------------------
% %-------------------------------------------------------
% calculate input beam or input intensity,
% in this example a gaussian beam was selected,
clear all; close all;
tic;
x = linspace(-10,10,256);
y = linspace(-10,10,256);
[X,Y] = meshgrid(x,y);
x0 = 0; % center
y0 = 0; % center
sigma = 2; % beam waist
A = 1; % peak of the beam
res = ((X-x0).^2 + (Y-y0).^2)./(2*sigma^2);
input_intensity = A * exp(-res);
surf(input_intensity);
shading interp
%---------------------------------------------------------
Target=rgb2gray(imread('Sample_Image'));
Target=double(Target);
A = fftshift(ifft2(fftshift(Target)));
error = [];
iteration_num = 100;
%hologram = |objectWave + referenceWave|.^2
for i=1:iteration_num
B = abs(input_intensity) .* exp(1i*angle(A));
C = fftshift(fft2(fftshift(B)));
D = abs(Target) .* exp(1i*angle(C));
A = fftshift(ifft2(fftshift(D)));
error = [error; sum(sum(abs(1.32*abs(C) - abs(Target))))];
end
figure
subplot(2,1,1);
imshow(Target);
title('Original image')
subplot(2,1,2);
imagesc(abs(C)) %last pattern
title('reconstructed image');
figure
i = 1:1:i;
plot(i,(error'));
title('Error');
figure
imagesc(abs(C)) %last pattern
title('reconstructed image');
toc;

Réponses (1)

昕跃 张
昕跃 张 le 8 Fév 2021
I believe this line is used to calculate and keep track of the total error between the target image and the result (var C) after each iteration

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