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function D = LMdatabase(varargin)
%
% This function reads the LabelMe database into a Matlab struct.
%
% Different ways of calling this function
% database = LMdatabase(HOMEANNOTATIONS); % reads only annotated images
% database = LMdatabase(HOMEANNOTATIONS, HOMEIMAGES); % reads all images
% database = LMdatabase(HOMEANNOTATIONS, folderlist);
% database = LMdatabase(HOMEANNOTATIONS, HOMEIMAGES, folderlist);
% database = LMdatabase(HOMEANNOTATIONS, folderlist, filelist);
%
% Reads all the annotations.
% It creates a struct 'almost' equivalent to what you would get if you concatenate
% first all the xml files, then you add at the beggining the tag <D> and at the end </D>
% and then use loadXML.m
%
% You do not need to download the database. The functions that read the
% images and the annotation files can be refered to the online tool. For
% instance, you can run the next command:
%
% HOMEANNOTATIONS = 'http://labelme.csail.mit.edu/Annotations'
% D = LMdatabase(HOMEANNOTATIONS);
%
% This will create the database struct without needing to download the
% database. It might be slower than having a local copy.
%
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% LabelMe, the open annotation tool
% Contribute to the database by labeling objects using the annotation tool.
% http://labelme.csail.mit.edu/
%
% CSAIL, MIT
% 2006
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% LabelMe is a WEB-based image annotation tool and a Matlab toolbox that allows
% researchers to label images and share the annotations with the rest of the community.
% Copyright (C) 2008 MIT, Computer Science and Artificial
% Intelligence Laboratory. Antonio Torralba, Bryan Russell, William T. Freeman
%
% This program is free software: you can redistribute it and/or modify
% it under the terms of the GNU General Public License as published by
% the Free Software Foundation, either version 3 of the License, or
% (at your option) any later version.
%
% This program is distributed in the hope that it will be useful,
% but WITHOUT ANY WARRANTY; without even the implied warranty of
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
% GNU General Public License for more details.
%
% You should have received a copy of the GNU General Public License
% along with this program. If not, see <http://www.gnu.org/licenses/>.
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Created: A. Torralba, 2006
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% This function removes all the deleted polygons. If you want to read them
% too, you have to comment line 132.
% Parse input arguments and read list of folders
N = nargin;
for n = 1:N
ty(n) = iscell(varargin{n})
end
paths = varargin(find(ty==0));
filelists = varargin(find(ty==1));
% Read paths
HOMEANNOTATIONS = paths{1};
if length(paths)==2
HOMEIMAGES = paths{2};
else
HOMEIMAGES = '';
end
% Folder and image lists
folderlist = [];
annotationslist = [];
if length(filelists)==2
folderlist = filelists{1};
annotationslist = filelists{2};
end
if length(filelists)<2
% Create list of folders
if length(filelists)==0
if ~strcmp(HOMEANNOTATIONS(1:5), 'http:');
folders = genpath(HOMEANNOTATIONS);
h = [findstr(folders, pathsep)];
h = [0 h];
Nfolders = length(h)-1
Folder = [];
for i = 1:Nfolders
tmp = folders(h(i)+1:h(i+1)-1);
tmp = strrep(tmp, HOMEANNOTATIONS, ''); tmp = tmp(2:end);
Folder{i} = tmp;
end
else
files = urldir(HOMEANNOTATIONS);
Folder = {files(2:end).name}; % the first item is the main path name
end
else
Folder = unique(folderlist);
end
% Create list of images
filesImages = [];
Nfolders = length(Folder);
k = 0;
for n = 1:Nfolders
if ~strcmp(HOMEANNOTATIONS(1:5), 'http:');
filesAnnotations = dir(fullfile(HOMEANNOTATIONS, folder{n}, '*.xml'));
if length(HOMEIMAGES)>0
filesImages = dir(fullfile(HOMEIMAGES, folder{n}, '*.jpg'));
end
else
filesAnnotations = urlxmldir(fullfile(HOMEANNOTATIONS, folder{n}));
if length(HOMEIMAGES)>0
filesImages = urldir(fullfile(HOMEIMAGES, folder{n}), 'img');
end
end
for m = 1:length(filesAnnotations)
k = k+1;
folderlist{k} = Folder{n};
annotationslist{k} = filesAnnotations{n};
end
end
end
% Open figure that visualizes the file and folder counter
Hfig = plotbar;
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Loop on folders
D = []; n = 0; nPolygons = 0;
for f = 1:length(folderlist)
filename = fullfile(HOMEANNOTATIONS, folderlist{f}, strrep(annotationslist{f}, '.jpg', '.xml'));
[v, xml] = loadXML(filename);
n = n+1;
% Add folder and file name to the scene description
if ~isfield(v.annotation, 'scenedescription')
v.annotation.scenedescription = [v.annotation.folder ' ' v.annotation.filename];
end
% Add object ids
if isfield(v.annotation, 'object')
for m = 1:length(v.annotation.object)
v.annotation.object(m).id = m;
end
end
% store annotation into the database
D(n).annotation = v.annotation;
if mod(f,10)==1
plotbar(Hfig,1,1,f,length(folderlist));
end
end
% Remove all the deleted objects. Comment this line if you want to see all
% the deleted files.
D = LMvalidobjects(D);
% Add view point into the object name
D = addviewpoint(D);
% Add image size field
% D = addimagesize(D);
% % Summary database;
disp(sprintf('LabelMe Database summary:\n Total of %d annotated images.', length(D)))
%
close(Hfig)
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function fig = plotbar(fig,nf,Nf,ni,Ni)
if nargin > 0
clf(fig)
%ha = subplot(2,1,1, 'parent', fig); cla(ha)
%p = patch([0 1 1 0],[0 0 1 1],'w','EraseMode','none', 'parent', ha);
%p = patch([0 1 1 0]*nf/Nf,[0 0 1 1],'g','EdgeColor','k','EraseMode','none', 'parent', ha);
%axis(ha,'off')
%title(sprintf('folders (%d/%d)',nf,Nf), 'parent', ha)
ha = subplot(2,1,2, 'parent', fig); cla(ha)
p = patch([0 1 1 0],[0 0 1 1],'w','EraseMode','none', 'parent', ha);
p = patch([0 1 1 0]*ni/Ni,[0 0 1 1],'r','EdgeColor','k','EraseMode','none', 'parent', ha);
axis(ha,'off')
title(sprintf('files (%d/%d)',ni,Ni), 'parent', ha)
drawnow
else
% Create counter figure
screenSize = get(0,'ScreenSize');
pointsPerPixel = 72/get(0,'ScreenPixelsPerInch');
width = 360 * pointsPerPixel;
height = 2*75 * pointsPerPixel;
pos = [screenSize(3)/2-width/2 screenSize(4)/2-height/2 width height];
fig = figure('Units', 'points', ...
'NumberTitle','off', ...
'IntegerHandle','off', ...
'MenuBar', 'none', ...
'Visible','on',...
'position', pos,...
'BackingStore','off',...
'DoubleBuffer','on');
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
function files = urlxmldir(page)
files = []; Folder = [];
page = strrep(page, '\', '/');
folders = urlread(page);
folders = folders(1:length(folders));
j1 = findstr(lower(folders), '<a href="');
j2 = findstr(lower(folders), '</a>');
Nfolders = length(j1);
fn = 0;
for f = 1:Nfolders
tmp = folders(j1(f)+9:j2(f)-1);
fin = findstr(tmp, '"');
if length(findstr(tmp(1:fin(end)-1), 'xml'))>0
fn = fn+1;
Folder{fn} = tmp(1:fin(end)-1);
end
end
for f = 1:length(Folder)
files(f).name = Folder{f};
files(f).bytes = 1;
end
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