?? histo4.m
字號:
function [R,tix]=histo4(Y)
% HISTO4 calculates histogram for rows and supports data compression
%
% R = HISTO4(Y)
% R is a struct with th fields
% R.X are the bin-values
% R.H is the frequency of occurence of value X
% R.N are the number of samples
%
% HISTO4 might be useful for data compression, because
% [R,tix] = histo4(Y)
% is the compression step
% R.X(tix,:)
% is the decompression step
%
% The effort (in memory and speed) for compression is O(n*log(n))
% The effort (in memory and speed) for decompression is only O(n)
%
% see also: HISTO, HISTO2, HISTO3, HISTO4
%
% REFERENCE(S):
% C.E. Shannon and W. Weaver "The mathematical theory of communication" University of Illinois Press, Urbana 1949 (reprint 1963).
% V 3.00 30.08.2002 compression algorithm implemented
% 25.08.2002 histograms for rows.
% 05.04.2002 docu modified
% 21.02.2002 major changes, single X for all channels
% V 2.84 16.02.2002 minor bug fixed
% V 2.83 06.02.2002
% V 2.82 31.01.2002 AUTO changed to non-equidistant bins
% V 2.75 30.08.2001 semicolon
% 10.07.2001 Entropy of multiple channels fixed
% 04.05.2001 display improved
% V 2.74 20.04.2001 bug fixed for case N==1, x =minY;
% 13.03.2001 scaling of x corrected
% V 2.72 08.03.2001 third argin, specifies the number of bins
% 26.11.2000 bug fixed (entropy calculation)
% V 2.69 25.10.2000 revised (nan's are considered)
% V 2.68 28.07.2000 revised
% V 2.63 18.10.1999 multiple rows implemented
% 26.11.1999 bug fixed (size of H corrected);
% Version 3.00 Date: 09 Nov 2002
% Copyright (C) 1996-2002 by Alois Schloegl <a.schloegl@ieee.org>
% This library is free software; you can redistribute it and/or
% modify it under the terms of the GNU Library General Public
% License as published by the Free Software Foundation; either
% Version 2 of the License, or (at your option) any later version.
%
% This library 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
% Library General Public License for more details.
%
% You should have received a copy of the GNU Library General Public
% License along with this library; if not, write to the
% Free Software Foundation, Inc., 59 Temple Place - Suite 330,
% Boston, MA 02111-1307, USA.
[yr, yc] = size(Y);
if yr==1,
% Makes sure there is a second row
% Sort does not support the DIM-argument, therefore,
% this function would not work correctly with Octave
% Once this is fixed, this part can be removed.
Y = [Y; NaN+ones(size(Y))];
end;
% identify all possible X's and overall Histogram
[Y, idx] = sortrows(Y);
[tmp, idx] = sort(idx); % inverse index
%[ix, iy] = (diff(Y,1)>0);
ix = logical(zeros(yr-1,1));
for k = 1:yr-1,
ix(k) = any(Y(k,:)~=Y(k+1,:));
end;
tmp = [find(ix); yr];
R.H = diff([0; tmp]);
R.X = Y(tmp,:);
R.N = yr;
R.datatype = 'HISTOGRAM';
% generate inverse index
if nargout>1,
tix = cumsum([1;ix]); % rank
cc = 1;
tmp = sum(ix)+1;
if exist('OCTAVE_VERSION')>=5,
; % NOP; no support for integer datatyp
elseif tmp <= 2^8;
tix = uint8(tix);
cc = 8/1;
elseif tmp <= 2^16;
tix = uint16(tix);
cc = 8/2;
elseif tmp <= 2^32;
tix = uint32(tix);
cc = 8/4;
end;
tix = tix(idx); % inverse sort rank
R.compressionratio = (prod(size(R.X)) + yr/cc) / (yr*yc);
R.tix = tix;
end;
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