Created
July 13, 2020 05:26
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MATLAB function for generating binary masks (usually for CNN)
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function generate_masks_manual() | |
% MATLAB function for generating binary masks | |
% Hio-Been Han, hiobeen.han@kaist.ac.kr | |
% 2020-07-13. | |
%% (1) Environment set | |
[img_directory] = uigetdir(); | |
% img_directory = [pwd '/frame_copied']; | |
file_list = dir( [img_directory '/*.png'] ); | |
if isempty(file_list), file_list = dir( [img_directory '/*.jpg'] );end | |
img_n = length(file_list); | |
disp(['Directory contains ' num2str(img_n) ' files ...']) | |
set_directory = [img_directory '_trainset/']; | |
if ~isdir(set_directory), mkdir(set_directory); end | |
[~,shuffled_order] = sortrows( rand([1,img_n])' ); | |
%% (2) Manual segmentation start | |
for imgIdx = shuffled_order' | |
imgname = file_list(imgIdx).name; %dir([img_directory '/*' sprintf( '%06d', target_frames(imgIdx)) '*']); | |
loadimg = imread( [img_directory '/' imgname ]); | |
saveimg_fname = imgname; | |
savemask_fname = ['mask' imgname(6:end)]; | |
% Check existence | |
exist_masks = dir([ set_directory '*' imgname ]); | |
if isempty(exist_masks) | |
ff = figure(1); clf; | |
% Start segmentation | |
subplot(1,2,1); | |
try | |
mask = image_ROI_selection(loadimg, ['imgIdx=' num2str(sprintf('%04d',imgIdx)) ', Mark ROI' ... | |
' [Occlusion => Right Click]']); | |
catch % If failed (User abort) | |
mask = zeros(size(loadimg)); | |
end | |
% Show result | |
subplot(1,2,2); | |
hold off | |
imshow(uint8(loadimg)); | |
hold on; | |
title('Segmentation result') | |
hold on; | |
bd= bwboundaries(mask); | |
if isempty(bd) | |
bd = {[0,0;0,0], [0,0;0,0]}; | |
end | |
plot( bd{1}(:,2), bd{1}(:,1),... | |
'Color', 'g', 'LineWidth', 2 ); | |
set(gca, 'FontSize', 15); | |
drawnow; | |
pause(.5); | |
% Save results | |
imwrite(loadimg, [set_directory saveimg_fname]); | |
imwrite(mask, [set_directory savemask_fname]); | |
else | |
disp(['Already exist::: ' imgname]); | |
end | |
end | |
end | |
%% | |
function mask = image_ROI_selection(I, textInput) | |
if nargin == 1, textInput = ''; end | |
figure(1), set(gcf, 'Color', [1 1 1]); | |
colormap(gray); | |
imshow(uint8(I), 'DisplayRange', [], 'InitialMagnification',600/max(size(I))*100 ); | |
title( textInput ) | |
disp('click points to make an initial contour,'); | |
disp('right click to close contour and finish'); | |
[y1 x1 b] = ginput(1); | |
xi = x1; | |
yi = y1; | |
if(b ~= 1) return; end | |
[ny nx c] = size(I); | |
mask = zeros(ny,nx); | |
while(1) | |
x2 = x1; | |
y2 = y1; | |
[y1 x1 b] = ginput(1); | |
if(b ~= 1) | |
x1 = xi; | |
y1 = yi; | |
end | |
lx = x2-x1; | |
ly = y2-y1; | |
len = ceil((lx^2+ly^2)^(1/2))+1; | |
x = round(x1:(lx)/(len-1):x2); | |
y = round(y1:(ly)/(len-1):y2); %make another one for y | |
if(length(x) == 0) | |
x = round(x1) * ones(1,len); | |
end | |
if(length(y) == 0) | |
y = round(y1) * ones(1,len); | |
end | |
this_index2 = sub2ind(size(mask),x, y); | |
if size(this_index2) == [1 1] | |
title('Try Again!', 'FontSize', 18) | |
sprintf Try_Again! | |
end | |
try mask(this_index2) = 1; end | |
idx = find(mask==1); | |
backup_mask = mask; | |
if(c-1) | |
Ir = I(:,:,1); Ig = I(:,:,2); Ib = I(:,:,3); | |
Ir(idx) = 0; | |
Ig(idx) = 255; | |
Ib(idx) = 0; | |
I(:,:,1) = Ir; I(:,:,2) = Ig; I(:,:,3) = Ib; | |
else | |
I(idx) = 255; | |
end | |
imshow(uint8(I),'DisplayRange', [], 'InitialMagnification', 600/max(size(I))*100); | |
title( textInput ) | |
if(b ~= 1) break; end | |
end | |
mask = bwfill(mask, 'holes'); | |
end |
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