% Wavelet image compression - RGB images
clear all;
close all;
% Reading an image file
im = input('Enter a image');
X=imread(im);
% inputting the decomposition level and name of the wavelet
n=input('Enter the decomposition level');
wname = input('Enter the name of the wavelet');
x = double(X);
NbColors = 255;
map = gray(NbColors);
x = uint8(x);
%Conversion of RGB to Grayscale
% x = double(X);
% xrgb = 0.2990*x(:,:,1) + 0.5870*x(:,:,2) + 0.1140*x(:,:,3);
% colors = 255;
% x = wcodemat(xrgb,colors);
% map = pink(colors);
% x = uint8(x);
% A wavelet decomposition of the image
[c,s] = wavedec2(x,n,wname);
% wdcbm2 for selecting level dependent thresholds
alpha = 1.5; m = 2.7*prod(s(1,:));
[thr,nkeep] = wdcbm2(c,s,alpha,m)
% Compression
[xd,cxd,sxd,perf0,perfl2] = wdencmp('lvd',c,s,wname,n,thr,'h');
disp('Compression Ratio');
disp(perf0);
% Decompression
R = waverec2(c,s,wname);
rc = uint8(R);
% Plot original and compressed images.
subplot(221), image(x);
colormap(map);
title('Original image')
subplot(222), image(xd);
colormap(map);
title('Compressed image')
% Displaying the results
xlab1 = ['2-norm rec.: ',num2str(perfl2)];
xlab2 = [' % -- zero cfs: ',num2str(perf0), ' %'];
xlabel([xlab1 xlab2]);
subplot(223), image(rc);
colormap(map);
title('Reconstructed image');
%Computing the image size
disp('Original Image');
imwrite(x,'original.tif');
imfinfo('original.tif')
disp('Compressed Image');
imwrite(xd,'compressed.tif');
imfinfo('compressed.tif')
disp('Decompressed Image');
imwrite(rc,'decompressed.tif');
imfinfo('decompressed.tif')
评论0