PSNR value is very high around 300. Am I doing it correct?
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I have following code which gives me PSNR 300 which seems unrealisic. If I use DWT first level, it shows correct PSNR around 40-50dB, But 2-level DWT gives PSNR 300. Is the code incorrect.
Thank you.
------------------------------------------------------------------------------------
clear all;
close all;
clc;
format long
addpath(genpath(cd))
%% AES ENCRYPTION
ssi;
plaintext=['S' 'i' 'n' 'h' 'g' 'a' 'd' ' ' 'C' 'o' 'l' 'l' 'e' 'g' 'e' ' '];
fprintf('PLAIN TEXT :%s\n', plaintext);
plain=reshape(plaintext,4,4);
plain = abs (plain);
key = ['1' '2' '3' '4' '5' '6' '7' '8' '9' '1' '2' '3' '4' '5' '6' '7'];
key=abs(key);
w = key_expansion (key, s_box, rcon);
ciphertext = cipher (plain, w, s_box, poly_mat,ind_matleft);
ciphertext = reshape(ciphertext,1,16);
fprintf('CIPHER TEXT :%s\n',ciphertext);
pause(.2)
save ciphertext ciphertext
%% DWT DECOMPOSITION
I=imread('chest_xray.jpg');
% I=im2bw(I);
figure,imshow(I);title('COVER IMAGE');pause(.5)
% RESIZE
I=imresize(I,[512,512]);
[m,n,z]=size(I);
% m:Rows, n:Coloumns, Z:Channel
if z==3%i.e.R,G,B [it is color image]
I=rgb2gray(I);
figure,imshow(I);title('GRAY IMAGE');pause(.5)
end
% DWT DECOMPOSITION
Wname='db01';% Wavlete family --Daubechis Wavlet
% Decompose Image
[CA,CH,CV,CD]=dwt2(I,Wname);
%%https://in.mathworks.com/matlabcentral/answers/384533-how-to-calculate-discrete-wavelet-transform-on-an-image-with-levels-2-4-and-6-using-dwt2-function-in
[cDA,cDH,cDV,cDD] = dwt2(CD,Wname);
CD=cDD;
load ciphertext
CD=im2bw(CD);
CD=mat2gray(CD);
CD(1:16,1)=ciphertext;
CD=repmat(CD,2,2);
% CA:Approximate Coeff;
% DETAIL COEFF
% CH:Horizontal coeff
% CV:Vertical Coeff
% CD Diagonal Coeff
figure,
subplot(2,2,1);imagesc((CA));title('APPROX COEFF')
subplot(2,2,2);imagesc((CH));title('DETAIL COEFF:HORIZONTAL')
subplot(2,2,3);imagesc((CV));title('DETAIL COEFF:VERTICAL')
subplot(2,2,4);imagesc((CD));title('DETAIL COEFF:DIAGONAL')
%% DWT RECONSTRUCTION
% RECONSTRUCT
cDD=imresize(cDD,[128, 128]);
CD=idwt2(cDA, cDH, cDV, cDD ,Wname);
I1=idwt2(CA, CH, CV, CD, Wname);
figure,
imshow(I1,[]),title('RECONSTRUCTED IMAGE')
%%Performance
I = double(I);
%%https://www.pantechsolutions.net/blog/matlab-code-for-psnr-and-mse/
n=size(I);
M=n(1);
N=n(2);
MSE = sum(sum((I-I1).^2))/(M*N);
%PSNR = 10*log10(256*256/MSE); 1.879471168418133e-27
PSNR = 10*log10(256*256/1.879471168418133e-27);
fprintf('\nMSE: %7.2f\n', MSE);
fprintf('PSNR: %10.10f dB\n', PSNR);
ssimval = ssim(I1,I);
fprintf('Structural Similarity: %5.5f\n\n', ssimval);
2 commentaires
KALYAN ACHARJYA
le 23 Juil 2019
Please share the MSE value? also mention the image bit type (8 bit image or 16 bit)?
Punitha Viswanathan
le 5 Avr 2022
did you get the answer for why the PSNR value comes above 300. please answer. Thanks in advance
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