<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN"> <html><head><meta http-equiv="Content-Type" content="text/html;charset=iso-8859-1"> <title>The MRPT project: ransac.h Source File</title> <link href="doxygen.css" rel="stylesheet" type="text/css"> <link href="tabs.css" rel="stylesheet" type="text/css"> </head><body> <div align="left"><a href="http://www.mrpt.org/">Main MRPT website</a> > <b>C++ reference</b> </div> <div align="right"> <a href="index.html"><img border="0" src="mrpt_logo.png" alt="MRPT logo"></a> </div> <!-- Generated by Doxygen 1.7.2 --> <script type="text/javascript"><!-- var searchBox = new SearchBox("searchBox", "search",false,'Search'); --></script> <div class="navigation" id="top"> <div class="tabs"> <ul class="tablist"> <li><a href="index.html"><span>Main Page</span></a></li> <li><a href="pages.html"><span>Related Pages</span></a></li> <li><a href="modules.html"><span>Modules</span></a></li> <li><a href="namespaces.html"><span>Namespaces</span></a></li> <li><a href="annotated.html"><span>Classes</span></a></li> <li class="current"><a href="files.html"><span>Files</span></a></li> <li id="searchli"> <div id="MSearchBox" class="MSearchBoxInactive"> <span class="left"> <form id="FSearchBox" action="search.php" method="get"> <img id="MSearchSelect" src="search/mag.png" alt=""/> <input type="text" id="MSearchField" name="query" value="Search" size="20" accesskey="S" onfocus="searchBox.OnSearchFieldFocus(true)" onblur="searchBox.OnSearchFieldFocus(false)"/> </form> </span><span class="right"></span> </div> </li> </ul> </div> <div class="tabs2"> <ul class="tablist"> <li><a href="files.html"><span>File List</span></a></li> <li><a href="globals.html"><span>File Members</span></a></li> </ul> </div> <div class="header"> <div class="headertitle"> <h1>ransac.h</h1> </div> </div> <div class="contents"> <a href="ransac_8h.html">Go to the documentation of this file.</a><div class="fragment"><pre class="fragment"><a name="l00001"></a>00001 <span class="comment">/* +---------------------------------------------------------------------------+</span> <a name="l00002"></a>00002 <span class="comment"> | The Mobile Robot Programming Toolkit (MRPT) C++ library |</span> <a name="l00003"></a>00003 <span class="comment"> | |</span> <a name="l00004"></a>00004 <span class="comment"> | http://mrpt.sourceforge.net/ |</span> <a name="l00005"></a>00005 <span class="comment"> | |</span> <a name="l00006"></a>00006 <span class="comment"> | Copyright (C) 2005-2011 University of Malaga |</span> <a name="l00007"></a>00007 <span class="comment"> | |</span> <a name="l00008"></a>00008 <span class="comment"> | This software was written by the Machine Perception and Intelligent |</span> <a name="l00009"></a>00009 <span class="comment"> | Robotics Lab, University of Malaga (Spain). |</span> <a name="l00010"></a>00010 <span class="comment"> | Contact: Jose-Luis Blanco <jlblanco@ctima.uma.es> |</span> <a name="l00011"></a>00011 <span class="comment"> | |</span> <a name="l00012"></a>00012 <span class="comment"> | This file is part of the MRPT project. |</span> <a name="l00013"></a>00013 <span class="comment"> | |</span> <a name="l00014"></a>00014 <span class="comment"> | MRPT is free software: you can redistribute it and/or modify |</span> <a name="l00015"></a>00015 <span class="comment"> | it under the terms of the GNU General Public License as published by |</span> <a name="l00016"></a>00016 <span class="comment"> | the Free Software Foundation, either version 3 of the License, or |</span> <a name="l00017"></a>00017 <span class="comment"> | (at your option) any later version. |</span> <a name="l00018"></a>00018 <span class="comment"> | |</span> <a name="l00019"></a>00019 <span class="comment"> | MRPT is distributed in the hope that it will be useful, |</span> <a name="l00020"></a>00020 <span class="comment"> | but WITHOUT ANY WARRANTY; without even the implied warranty of |</span> <a name="l00021"></a>00021 <span class="comment"> | MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the |</span> <a name="l00022"></a>00022 <span class="comment"> | GNU General Public License for more details. |</span> <a name="l00023"></a>00023 <span class="comment"> | |</span> <a name="l00024"></a>00024 <span class="comment"> | You should have received a copy of the GNU General Public License |</span> <a name="l00025"></a>00025 <span class="comment"> | along with MRPT. If not, see <http://www.gnu.org/licenses/>. |</span> <a name="l00026"></a>00026 <span class="comment"> | |</span> <a name="l00027"></a>00027 <span class="comment"> +---------------------------------------------------------------------------+ */</span> <a name="l00028"></a>00028 <span class="preprocessor">#ifndef mrpt_ransac_H</span> <a name="l00029"></a>00029 <span class="preprocessor"></span><span class="preprocessor">#define mrpt_ransac_H</span> <a name="l00030"></a>00030 <span class="preprocessor"></span> <a name="l00031"></a>00031 <span class="preprocessor">#include <<a class="code" href="_c_debug_output_capable_8h.html">mrpt/utils/CDebugOutputCapable.h</a>></span> <a name="l00032"></a>00032 <span class="preprocessor">#include <<a class="code" href="_c_matrix_d_8h.html">mrpt/math/CMatrixD.h</a>></span> <a name="l00033"></a>00033 <span class="preprocessor">#include <set></span> <a name="l00034"></a>00034 <a name="l00035"></a>00035 <span class="keyword">namespace </span>mrpt <a name="l00036"></a>00036 { <a name="l00037"></a>00037 <span class="keyword">namespace </span>math <a name="l00038"></a>00038 {<span class="comment"></span> <a name="l00039"></a>00039 <span class="comment"> /** A generic RANSAC implementation with models as matrices.</span> <a name="l00040"></a>00040 <span class="comment"> * See \a RANSAC_Template::execute for more info on usage.</span> <a name="l00041"></a>00041 <span class="comment"> * \sa mrpt::math::ModelSearch, a more versatile RANSAC implementation where models can be anything else, not only matrices.</span> <a name="l00042"></a>00042 <span class="comment"> */</span> <a name="l00043"></a>00043 <span class="keyword">template</span> <<span class="keyword">typename</span> NUMTYPE = <span class="keywordtype">double</span>> <a name="l00044"></a><a class="code" href="classmrpt_1_1math_1_1_r_a_n_s_a_c___template.html">00044</a> <span class="keyword">class </span><a class="code" href="base_2include_2mrpt_2base_2link__pragmas_8h.html#a6045fa0129b1a3d6c8bf895470e66574">BASE_IMPEXP</a> <a class="code" href="classmrpt_1_1math_1_1_r_a_n_s_a_c___template.html" title="A generic RANSAC implementation with models as matrices.">RANSAC_Template</a> : <span class="keyword">public</span> mrpt::utils::<a class="code" href="classmrpt_1_1utils_1_1_c_debug_output_capable.html" title="This base class provides a common printf-like method to send debug information to std::cout...">CDebugOutputCapable</a> <a name="l00045"></a>00045 { <a name="l00046"></a>00046 <span class="keyword">public</span>: <a name="l00047"></a>00047 <span class="comment"></span> <a name="l00048"></a>00048 <span class="comment"> /** The type of the function passed to mrpt::math::ransac - See the documentation for that method for more info. */</span> <a name="l00049"></a><a class="code" href="classmrpt_1_1math_1_1_r_a_n_s_a_c___template.html#a6d325e57c20a7c5743fce9c4996acec8">00049</a> <span class="keyword">typedef</span> void (*TRansacFitFunctor)( <a name="l00050"></a>00050 <span class="keyword">const</span> <a class="code" href="classmrpt_1_1math_1_1_c_matrix_template_numeric.html">CMatrixTemplateNumeric<NUMTYPE></a> &allData, <a name="l00051"></a>00051 <span class="keyword">const</span> <a class="code" href="namespacemrpt.html#ad4d2b1efd37ed750302c76ebbcfc310d">mrpt::vector_size_t</a> &useIndices, <a name="l00052"></a>00052 std::vector< CMatrixTemplateNumeric<NUMTYPE> > &fitModels ); <a name="l00053"></a>00053 <span class="comment"></span> <a name="l00054"></a>00054 <span class="comment"> /** The type of the function passed to mrpt::math::ransac - See the documentation for that method for more info. */</span> <a name="l00055"></a><a class="code" href="classmrpt_1_1math_1_1_r_a_n_s_a_c___template.html#ac06631b978d2779ab6983ba74d8c4ae8">00055</a> <span class="keyword">typedef</span> void (*TRansacDistanceFunctor)( <a name="l00056"></a>00056 <span class="keyword">const</span> <a class="code" href="classmrpt_1_1math_1_1_c_matrix_template_numeric.html">CMatrixTemplateNumeric<NUMTYPE></a> &allData, <a name="l00057"></a>00057 <span class="keyword">const</span> std::vector< CMatrixTemplateNumeric<NUMTYPE> > & testModels, <a name="l00058"></a>00058 <span class="keyword">const</span> NUMTYPE distanceThreshold, <a name="l00059"></a>00059 <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> & out_bestModelIndex, <a name="l00060"></a>00060 <a class="code" href="namespacemrpt.html#ad4d2b1efd37ed750302c76ebbcfc310d">mrpt::vector_size_t</a> & out_inlierIndices ); <a name="l00061"></a>00061 <span class="comment"></span> <a name="l00062"></a>00062 <span class="comment"> /** The type of the function passed to mrpt::math::ransac - See the documentation for that method for more info. */</span> <a name="l00063"></a><a class="code" href="classmrpt_1_1math_1_1_r_a_n_s_a_c___template.html#a5191c5b94387d93c8bccb0e7d3f59371">00063</a> <span class="keyword">typedef</span> bool (*TRansacDegenerateFunctor)( <a name="l00064"></a>00064 <span class="keyword">const</span> <a class="code" href="classmrpt_1_1math_1_1_c_matrix_template_numeric.html">CMatrixTemplateNumeric<NUMTYPE></a> &allData, <a name="l00065"></a>00065 <span class="keyword">const</span> <a class="code" href="namespacemrpt.html#ad4d2b1efd37ed750302c76ebbcfc310d">mrpt::vector_size_t</a> &useIndices ); <a name="l00066"></a>00066 <span class="comment"></span> <a name="l00067"></a>00067 <span class="comment"> /** An implementation of the RANSAC algorithm for robust fitting of models to data.</span> <a name="l00068"></a>00068 <span class="comment"> *</span> <a name="l00069"></a>00069 <span class="comment"> * \param data A DxN matrix with all the observed data. D is the dimensionality of data points and N the number of points.</span> <a name="l00070"></a>00070 <span class="comment"> * \param</span> <a name="l00071"></a>00071 <span class="comment"> *</span> <a name="l00072"></a>00072 <span class="comment"> * This implementation is highly inspired on Peter Kovesi's MATLAB scripts (http://www.csse.uwa.edu.au/~pk).</span> <a name="l00073"></a>00073 <span class="comment"> * \return false if no good solution can be found, true on success.</span> <a name="l00074"></a>00074 <span class="comment"> */</span> <a name="l00075"></a>00075 <span class="keyword">static</span> <span class="keywordtype">bool</span> execute( <a name="l00076"></a>00076 <span class="keyword">const</span> <a class="code" href="classmrpt_1_1math_1_1_c_matrix_template_numeric.html">CMatrixTemplateNumeric<NUMTYPE></a> &data, <a name="l00077"></a>00077 TRansacFitFunctor fit_func, <a name="l00078"></a>00078 TRansacDistanceFunctor dist_func, <a name="l00079"></a>00079 TRansacDegenerateFunctor degen_func, <a name="l00080"></a>00080 <span class="keyword">const</span> <span class="keywordtype">double</span> distanceThreshold, <a name="l00081"></a>00081 <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> minimumSizeSamplesToFit, <a name="l00082"></a>00082 <a class="code" href="namespacemrpt.html#ad4d2b1efd37ed750302c76ebbcfc310d">mrpt::vector_size_t</a> &out_best_inliers, <a name="l00083"></a>00083 <a class="code" href="classmrpt_1_1math_1_1_c_matrix_template_numeric.html">CMatrixTemplateNumeric<NUMTYPE></a> &out_best_model, <a name="l00084"></a>00084 <span class="keywordtype">bool</span> verbose = <span class="keyword">false</span>, <a name="l00085"></a>00085 <span class="keyword">const</span> <span class="keywordtype">double</span> prob_good_sample = 0.999, <a name="l00086"></a>00086 <span class="keyword">const</span> <span class="keywordtype">size_t</span> maxIter = 2000 <a name="l00087"></a>00087 ); <a name="l00088"></a>00088 <a name="l00089"></a>00089 }; <span class="comment">// end class</span> <a name="l00090"></a>00090 <a name="l00091"></a><a class="code" href="namespacemrpt_1_1math.html#a6ef19b76f2cbad65eba7f701a610bff5">00091</a> <span class="keyword">typedef</span> <a class="code" href="classmrpt_1_1math_1_1_r_a_n_s_a_c___template.html" title="A generic RANSAC implementation with models as matrices.">RANSAC_Template<double></a> <a class="code" href="namespacemrpt_1_1math.html#a6ef19b76f2cbad65eba7f701a610bff5" title="The default instance of RANSAC, for double type.">RANSAC</a>; <span class="comment">//!< The default instance of RANSAC, for double type</span> <a name="l00092"></a>00092 <span class="comment"></span> <a name="l00093"></a>00093 } <span class="comment">// End of namespace</span> <a name="l00094"></a>00094 } <span class="comment">// End of namespace</span> <a name="l00095"></a>00095 <a name="l00096"></a>00096 <span class="preprocessor">#endif</span> </pre></div></div> </div> <br><hr><br> <table border="0" width="100%"> <tr> <td> Page generated by <a href="http://www.doxygen.org" target="_blank">Doxygen 1.7.2</a> for MRPT 0.9.4 SVN: at Mon Jan 10 22:30:30 UTC 2011</td><td></td> <td width="100"> </td> <td width="150"> </td></tr> </table> </body></html>