LTI-Lib latest version v1.9 - last update 10 Apr 2010

ltiQuadTreeSegmentation.h

00001 /*
00002  * Copyright (C) 2003, 2004, 2005, 2006
00003  * Lehrstuhl fuer Technische Informatik, RWTH-Aachen, Germany
00004  *
00005  * This file is part of the LTI-Computer Vision Library (LTI-Lib)
00006  *
00007  * The LTI-Lib is free software; you can redistribute it and/or
00008  * modify it under the terms of the GNU Lesser General Public License (LGPL)
00009  * as published by the Free Software Foundation; either version 2.1 of
00010  * the License, or (at your option) any later version.
00011  *
00012  * The LTI-Lib is distributed in the hope that it will be
00013  * useful, but WITHOUT ANY WARRANTY; without even the implied warranty
00014  * of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
00015  * GNU Lesser General Public License for more details.
00016  *
00017  * You should have received a copy of the GNU Lesser General Public
00018  * License along with the LTI-Lib; see the file LICENSE.  If
00019  * not, write to the Free Software Foundation, Inc., 59 Temple Place -
00020  * Suite 330, Boston, MA 02111-1307, USA.
00021  */
00022 
00023 
00024 /*--------------------------------------------------------------------
00025  * project ....: LTI-Lib: Image Processing and Computer Vision Library
00026  * file .......: ltiQuadTreeSegmentation.h
00027  * authors ....: Pablo Alvarado
00028  * organization: LTI, RWTH Aachen
00029  * creation ...: 15.12.2003
00030  * revisions ..: $Id: ltiQuadTreeSegmentation.h,v 1.5 2006/02/08 11:43:16 ltilib Exp $
00031  */
00032 
00033 #ifndef _LTI_QUAD_TREE_SEGMENTATION_H_
00034 #define _LTI_QUAD_TREE_SEGMENTATION_H_
00035 
00036 #include "ltiMacroSymbols.h"
00037 
00038 // only for compilers different than VC++ 6.0 available
00039 #ifdef _LTI_MSC_6
00040 
00041 #pragma message("Insufficient C++ Template Support for lti::regionGraphMeans.")
00042 #pragma message("You need a newer compiler")
00043 
00044 #else
00045 
00046 #include "ltiVector.h"
00047 #include "ltiSegmentation.h"
00048 #include "ltiTree.h"
00049 #include "ltiImage.h"
00050 
00051 namespace lti {
00052   /**
00053    * Quad-Tree based color image segmentation method.
00054    *
00055    * This is a very simple but inefficient method to segment color
00056    * images.  It is provided because it is one of the classical
00057    * methods of split-and-merge segmentation techniques.
00058    *
00059    * A quad-tree based partition of the image if first done, and after that
00060    * neighbor regions are merged if they are similar enough.
00061    */
00062   class quadTreeSegmentation : public segmentation {
00063   public:
00064     /**
00065      * The parameters for the class quadTreeSegmentation
00066      */
00067     class parameters : public segmentation::parameters {
00068     public:
00069       /**
00070        * Default constructor
00071        */
00072       parameters();
00073 
00074       /**
00075        * Copy constructor
00076        * @param other the parameters object to be copied
00077        */
00078       parameters(const parameters& other);
00079 
00080       /**
00081        * Destructor
00082        */
00083       ~parameters();
00084 
00085       /**
00086        * Returns name of this type
00087        */
00088       const char* getTypeName() const;
00089 
00090       /**
00091        * Copy the contents of a parameters object
00092        * @param other the parameters object to be copied
00093        * @return a reference to this parameters object
00094        */
00095       parameters& copy(const parameters& other);
00096 
00097       /**
00098        * Copy the contents of a parameters object
00099        * @param other the parameters object to be copied
00100        * @return a reference to this parameters object
00101        */
00102       parameters& operator=(const parameters& other);
00103 
00104 
00105       /**
00106        * Returns a pointer to a clone of the parameters
00107        */
00108       virtual functor::parameters* clone() const;
00109 
00110       /**
00111        * Write the parameters in the given ioHandler
00112        * @param handler the ioHandler to be used
00113        * @param complete if true (the default) the enclosing begin/end will
00114        *        be also written, otherwise only the data block will be written.
00115        * @return true if write was successful
00116        */
00117       virtual bool write(ioHandler& handler,const bool complete=true) const;
00118 
00119       /**
00120        * Read the parameters from the given ioHandler
00121        * @param handler the ioHandler to be used
00122        * @param complete if true (the default) the enclosing begin/end will
00123        *        be also written, otherwise only the data block will be written.
00124        * @return true if write was successful
00125        */
00126       virtual bool read(ioHandler& handler,const bool complete=true);
00127 
00128 #     ifdef _LTI_MSC_6
00129       /**
00130        * This function is required by MSVC only, as a workaround for a
00131        * very awful bug, which exists since MSVC V.4.0, and still by
00132        * V.6.0 with all bugfixes (so called "service packs") remains
00133        * there...  This method is also public due to another bug, so please
00134        * NEVER EVER call this method directly: use read() instead
00135        */
00136       bool readMS(ioHandler& handler,const bool complete=true);
00137 
00138       /**
00139        * This function is required by MSVC only, as a workaround for a
00140        * very awful bug, which exists since MSVC V.4.0, and still by
00141        * V.6.0 with all bugfixes (so called "service packs") remains
00142        * there...  This method is also public due to another bug, so please
00143        * NEVER EVER call this method directly: use write() instead
00144        */
00145       bool writeMS(ioHandler& handler,const bool complete=true) const;
00146 #     endif
00147 
00148       // ------------------------------------------------
00149       // the parameters
00150       // ------------------------------------------------
00151 
00152       /**
00153        * If any of the std. deviation of the R,G or B components of the colors
00154        * in a region exceeds one of the given threshold, the region will be
00155        * split.
00156        *
00157        * The value range of the given components is assumed to be between
00158        * 0 and 255.
00159        *
00160        * Default value: 5
00161        */
00162       float splitThreshold;
00163 
00164       /**
00165        * If two neighbor regions have in all three color components a
00166        * mean distance under the given threshold, they will be merged.
00167        *
00168        * Default value: 3
00169        */
00170       float mergeThreshold;
00171       
00172       /**
00173        * Minimum region size in the split stage.
00174        *
00175        * This value must always be greater or equal (1,1)
00176        *
00177        * Default value: (3,3)
00178        */
00179       point minRegionSize;
00180     };
00181 
00182     /**
00183      * Default constructor
00184      */
00185     quadTreeSegmentation();
00186 
00187     /**
00188      * Construct a functor using the given parameters
00189      */
00190     quadTreeSegmentation(const parameters& par);
00191 
00192     /**
00193      * Copy constructor
00194      * @param other the object to be copied
00195      */
00196     quadTreeSegmentation(const quadTreeSegmentation& other);
00197 
00198     /**
00199      * Destructor
00200      */
00201     virtual ~quadTreeSegmentation();
00202 
00203     /**
00204      * Returns the name of this type ("quadTreeSegmentation")
00205      */
00206     virtual const char* getTypeName() const;
00207 
00208     /**
00209      * Generate a second color image, where each found region gets the mean
00210      * color obtain from the original image.
00211      *
00212      * This is not the real segmentation, but for visualization purposes some
00213      * times this is the desired functionality.
00214      *
00215      * @param src image with the source data.
00216      * @param dest image where the result will be left.
00217      * @return true if apply successful or false otherwise.
00218      */
00219     bool apply(const image& src,image& dest) const;
00220 
00221     /**
00222      * Generate a second color image, where each found region gets the mean
00223      * color obtain from the original image.
00224      *
00225      * This is not the real segmentation, but for visualization purposes some
00226      * times this is the desired functionality.
00227      *
00228      * @param src image with the source data.
00229      * @param mask labeled mask with the segmented regions.
00230      * @param pal color palette for each region (the mean value)
00231      * @return true if apply successful or false otherwise.
00232      */
00233     bool apply(const image& src,
00234                      imatrix& mask,
00235                      palette& pal) const;
00236 
00237 
00238     /**
00239      * Split the given image using a quad-tree strategy.
00240      *
00241      * Each detected region will have its own label in the resulting mask.
00242      *
00243      * @param img input color image
00244      * @param mask labeled mask with one integer ID per detected region.
00245      * @return true if successful or false otherwise.
00246      */
00247     bool split(const image& img,
00248                imatrix& mask) const;
00249 
00250     /**
00251      * Copy data of "other" functor.
00252      * @param other the functor to be copied
00253      * @return a reference to this functor object
00254      */
00255     quadTreeSegmentation& copy(const quadTreeSegmentation& other);
00256 
00257     /**
00258      * Alias for copy member
00259      * @param other the functor to be copied
00260      * @return a reference to this functor object
00261      */
00262     quadTreeSegmentation& operator=(const quadTreeSegmentation& other);
00263 
00264     /**
00265      * Returns a pointer to a clone of this functor.
00266      */
00267     virtual functor* clone() const;
00268 
00269     /**
00270      * Returns used parameters
00271      */
00272     const parameters& getParameters() const;
00273 
00274   protected:
00275 
00276     /**
00277      * Compute the std. deviations in the given region of the image
00278      */
00279     bool stats(const image& img,
00280                const point& from,
00281                const point& to,
00282                trgbPixel<float>& stats) const;
00283     /**
00284      * Recursively compute the quad-tree for the image
00285      */
00286     bool split(const image& img,
00287                const float& threshold,
00288                const point& minSize,
00289                tree<rectangle>::node& qtree) const;
00290   };
00291 }
00292 
00293 #endif
00294 #endif

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