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function ADMINvalidimagefilenames(folder)
%
disp('do not use on labelme image folders')
folders = folderlist(folder);
folders = [{''} folders];
for m = 1:length(folders)
% Transforms filenames into lowercase
filesImages = dir(fullfile(folder, folders{m}, '*.jpg'));
filesImages = {filesImages(:).name};
filesImages = setdiff(filesImages, {'.', '..','Thumbs.db'});
delete(fullfile(folder, folders{m}, '*.png'))
delete(fullfile(folder, folders{m}, '*.gif'))
delete(fullfile(folder, folders{m}, '*.bmp'))
for i=1:length(filesImages)
name = filesImages{i}
dest = strrep(name, '.JPEG', '.jpg');
dest = strrep(dest, '.JPG', '.jpg');
dest = strrep(dest, '.jpeg', '.jpg');
dest = strrep(dest, '.jpg', '');
dest = strrep(dest, '�', 'e');
dest = strrep(dest, '�', 'E');
dest = strrep(dest, '�', 'a');
dest = strrep(dest, '�', 'a');
dest = strrep(dest, '�', 'i');
dest = strrep(dest, '�', 'I');
dest = strrep(dest, '�', 'o');
dest = strrep(dest, '�', 'o');
dest = strrep(dest, '�', 'O');
dest = strrep(dest, '�', 'u');
dest = strrep(dest, '�', 'U');
dest = strrep(dest, '�', 'u');
dest = strrep(dest, '�', 'U');
dest = strrep(dest, '�', 'n');
dest = strrep(dest, '�', 'N');
dest = strrep(dest, '�', 'c');
dest = regexprep(dest, '\W', '_');
dest = strrep(dest, '+', '_');
dest = strrep(dest, '-', '_');
dest = strrep(dest, ' ', '_');
dest = strrep(dest, '__', '_');
dest = strrep(dest, '__', '_');
dest = strrep(dest, '__', '_');
dest = strrep(dest, '_.', '.');
dest = [lower(dest) '.jpg'];
if ~strcmp(dest, name)
if exist(fullfile(folder, folders{m}, dest), 'file')
dest = strrep(dest, '.jpg', '_b.jpg');
end
src = fullfile(folder, folders{m}, name);
cmd = sprintf('rename "%s" %s', src, dest)
system(cmd)
end
%end
end
end
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