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zncc.m
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function sc = zncc(I,J,SI,SII,SJ,SJJ)
% ZNCC Zero mean, Normalized Correlation Coefficient
% ZNCC(I,J) computes the zncc score of matrices I and J:
%
% 1 sum( sum ( (I-mean(I)) * (J-mean(J)) ) )
% ZNCC = --- * ------------------------------------------
% N std(I) * std(J)
%
% where N = prod(size(I))
% and size(I) = size(J)
%
% ZNCC(I,J,SI,SII,SJ,SJJ) accepts useful intermediate results
% that permit to speed up the calculations. These are:
%
% SI = sum(sum(I))
% SII = sum(sum(I.*I))
% SJ = sum(sum(J))
% SJJ = sum(sum(J.*J))
%
% See also PATCHCORR, SSD, CENSUS
switch nargin
case 6
SIJ = sum(sum(I.*J));
case 5
SJJ = sum(sum(I.*I));
SIJ = sum(sum(I.*J));
case 4
SJ = sum(sum(J));
SJJ = sum(sum(J.*J));
SIJ = sum(sum(I.*J));
case 3
SII = sum(sum(I.*I));
SJ = sum(sum(J));
SJJ = sum(sum(J.*J));
SIJ = sum(sum(I.*J));
case {1,2}
SI = sum(sum(I));
SII = sum(sum(I.*I));
SJ = sum(sum(J));
SJJ = sum(sum(J.*J));
SIJ = sum(sum(I.*J));
end
N = numel(I);
% This is the equivalent, faster formula than that given
% in the help section:
%
% sc = (N*SIJ - SI*SJ)/sqrt((N*SII - SI^2)*(N*SJJ - SJ^2)+eps);
%
% we make a test on the variance of I and J to avoid degenerated cases
den = (N*SII - SI^2)*(N*SJJ - SJ^2);
if den < N
% figure(5);image(J);colormap(gray(255));axis image
sc = 0;
else
sc = (N*SIJ - SI*SJ)/sqrt(den);
end
% ========== End of function - Start GPL license ==========
% # START GPL LICENSE
%---------------------------------------------------------------------
%
% This file is part of SLAMTB, a SLAM toolbox for Matlab.
%
% SLAMTB 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.
%
% SLAMTB 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 SLAMTB. If not, see <http://www.gnu.org/licenses/>.
%
%---------------------------------------------------------------------
% SLAMTB is Copyright:
% Copyright (c) 2008-2010, Joan Sola @ LAAS-CNRS,
% Copyright (c) 2010-2013, Joan Sola,
% Copyright (c) 2014-2015, Joan Sola @ IRI-UPC-CSIC,
% SLAMTB is Copyright 2009
% by Joan Sola, Teresa Vidal-Calleja, David Marquez and Jean Marie Codol
% @ LAAS-CNRS.
% See on top of this file for its particular copyright.
% # END GPL LICENSE