Mercurial > hg > smallbox
comparison solvers/SMALL_MP.m @ 22:524cc3fff5ac
(none)
author | idamnjanovic |
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date | Tue, 27 Apr 2010 13:32:27 +0000 |
parents | 01cad25206d6 |
children | 8e660fd14774 |
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21:0211faef9add | 22:524cc3fff5ac |
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1 function [A]=SMALL_MP(Dict,X, m, maxNumCoef, errorGoal, varargin) | 1 function [A]=SMALL_MP(Dict,X, m, maxNumCoef, errorGoal, varargin) |
2 %% | 2 %% |
3 %============================================= | 3 % |
4 % Centre for Digital Music, Queen Mary, University of London. | |
5 % This file copyright 2009 Ivan Damnjanovic. | |
6 % | |
7 % This program is free software; you can redistribute it and/or | |
8 % modify it under the terms of the GNU General Public License as | |
9 % published by the Free Software Foundation; either version 2 of the | |
10 % License, or (at your option) any later version. See the file | |
11 % COPYING included with this distribution for more information. | |
12 % | |
4 % Sparse coding of a group of signals based on a given | 13 % Sparse coding of a group of signals based on a given |
5 % dictionary and specified number of atoms to use. | 14 % dictionary and specified number of atoms to use. |
6 % input arguments: Dict - the dictionary | 15 % input arguments: Dict - the dictionary |
7 % X - the signals to represent | 16 % X - the signals to represent |
8 % m - number of atoms in Dictionary | 17 % m - number of atoms in Dictionary |
10 % each signal. | 19 % each signal. |
11 % | 20 % |
12 % optional: if Dict is function handle then Transpose Dictionary | 21 % optional: if Dict is function handle then Transpose Dictionary |
13 % handle needs to be specified. | 22 % handle needs to be specified. |
14 % | 23 % |
15 % based on KSVD toolbox solver found on Miki Elad webpage (finding inverse | 24 |
16 % with pinv() is changed with matching pursuit) | |
17 % Ivan Damnjanovic 2009 | |
18 %============================================= | |
19 %% | |
20 %% | 25 %% |
21 % This Dictionary check is based on Thomas Blumensath work in sparsify 0_4 greedy solvers | 26 % This Dictionary check is based on Thomas Blumensath work in sparsify 0_4 greedy solvers |
22 explicitD=0; | 27 explicitD=0; |
23 if isa(Dict,'float') | 28 if isa(Dict,'float') |
24 D =@(z) Dict*z; | 29 D =@(z) Dict*z; |