Created
March 23, 2015 09:41
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Effect of repeated JPEG compression on image quality and content
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% Load the 'original image', rescale to 1920 width, crop to 1080 height | |
originalImage = imread('YOURPHOTOHERE.JPG'); | |
scaledImage = imresize(originalImage, [NaN 1920]); | |
scaledImage = imcrop(scaledImage,[0, size(scaledImage,1)/2-1080/2,... | |
size(scaledImage,2), size(scaledImage,1)/2+1080/2-1]); | |
% Create a data output folder | |
[currentPath, ~, ~]= fileparts(mfilename('fullpath')); | |
mkdir(fullfile(currentPath,'data')) % Create the data directory | |
% Preallocate the filesize array | |
filesizes = zeros([101,1]); | |
for q = 100:-1:0 | |
% Save the compressed image | |
filename = sprintf('frame%03d.jpg',100-q); | |
filepath = fullfile(currentPath,'data',filename); | |
imwrite(scaledImage,filepath,'Quality',q); | |
s = dir(filepath); | |
filesizes(100-q+1) = s.bytes; | |
figure(1) | |
plot(1:101,filesizes,'LineWidth',5); | |
text(20,2*max(filesizes)/3,sprintf('Image Quality: %03d\nSize: %u bytes',q,filesizes(100-q+1)),... | |
'FontSize',36) | |
xlim([1,101]) | |
plotImage = getframe; | |
% Load the compressed image and overlay a plot of the filesizes | |
compressedImage = imread(filepath); | |
fusedImage = imfuse(compressedImage,plotImage.cdata,'blend'); | |
imwrite(fusedImage,filepath,'Quality',100); | |
end | |
filename = 'decreasingimagequality.avi'; | |
filepath = fullfile(currentPath,'data',filename); | |
writerObj = VideoWriter(filepath); | |
writerObj.FrameRate = 10; | |
open(writerObj); | |
for i = 0:100 | |
filename = sprintf('frame%03d.jpg',i); | |
filepath = fullfile(currentPath,'data',filename); | |
frame = im2frame(imread(filepath)); | |
writeVideo(writerObj,frame); | |
end | |
close(writerObj); |
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% Load the 'original image', rescale to 1920 width, crop to 1080 height | |
originalImage = imread('YOURPHOTOHERE.JPG'); | |
scaledImage = imresize(originalImage, [NaN 1920]); | |
scaledImage = imcrop(scaledImage,[0, size(scaledImage,1)/2-1080/2,... | |
size(scaledImage,2), size(scaledImage,1)/2+1080/2-1]); | |
% Create a data output folder | |
[currentPath, ~, ~]= fileparts(mfilename('fullpath')); | |
mkdir(fullfile(currentPath,'data')) % Create the data directory | |
% Preallocate the filesize array | |
filesizes = zeros([101,1]); | |
% Save highest quality image | |
filename = 'frame000.jpg'; | |
filepath = fullfile(currentPath,'data',filename); | |
imwrite(scaledImage,filepath,'Quality',100); | |
for q = 99:-1:0 | |
% Load previous compressed image | |
filename = sprintf('frame%03d.jpg',100-q-1); | |
filepath = fullfile(currentPath,'data',filename); | |
scaledImage = imread(filepath); | |
% Save the compressed image | |
filename = sprintf('frame%03d.jpg',100-q); | |
filepath = fullfile(currentPath,'data',filename); | |
imwrite(scaledImage,filepath,'Quality',q); | |
end | |
filename = 'repeatedcompression.avi'; | |
filepath = fullfile(currentPath,'data',filename); | |
writerObj = VideoWriter(filepath); | |
writerObj.FrameRate = 10; | |
open(writerObj); | |
for i = 0:100 | |
filename = sprintf('frame%03d.jpg',i); | |
filepath = fullfile(currentPath,'data',filename); | |
frame = im2frame(imread(filepath)); | |
writeVideo(writerObj,frame); | |
end | |
close(writerObj); |
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% Create a data output folder | |
[currentPath, ~, ~]= fileparts(mfilename('fullpath')); | |
mkdir(fullfile(currentPath,'data')) % Create the data directory | |
% Preallocate the filesize array | |
filesizes = zeros([101,1]); | |
% Save highest quality image | |
filename = 'frame000.jpg'; | |
filepath = fullfile(currentPath,'data',filename); | |
imwrite(scaledImage,filepath,'Quality',100); | |
for q = 1:1000 | |
% Load previous compressed image | |
filename = sprintf('frame%03d.jpg',q-1); | |
filepath = fullfile(currentPath,'data',filename); | |
scaledImage = imread(filepath); | |
% Save the compressed image with random (0-25) quality | |
filename = sprintf('frame%03d.jpg',q); | |
filepath = fullfile(currentPath,'data',filename); | |
imwrite(scaledImage,filepath,'Quality',mod(100-q,100)); | |
end | |
filename = 'repeatedcompression10x.avi'; | |
filepath = fullfile(currentPath,'data',filename); | |
writerObj = VideoWriter(filepath); | |
writerObj.FrameRate = 30; | |
open(writerObj); | |
for i = 0:1000 | |
filename = sprintf('frame%03d.jpg',i); | |
filepath = fullfile(currentPath,'data',filename); | |
frame = im2frame(imread(filepath)); | |
writeVideo(writerObj,frame); | |
end | |
close(writerObj); |
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