InferoTemporalSalBayes.H

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00001 /*!@file Neuro/InferoTemporalSalBayes.H Object recognition module with SalBayes */
00002 
00003 // //////////////////////////////////////////////////////////////////// //
00004 // The iLab Neuromorphic Vision C++ Toolkit - Copyright (C) 2001 by the //
00005 // University of Southern California (USC) and the iLab at USC.         //
00006 // See http://iLab.usc.edu for information about this project.          //
00007 // //////////////////////////////////////////////////////////////////// //
00008 // Major portions of the iLab Neuromorphic Vision Toolkit are protected //
00009 // under the U.S. patent ``Computation of Intrinsic Perceptual Saliency //
00010 // in Visual Environments, and Applications'' by Christof Koch and      //
00011 // Laurent Itti, California Institute of Technology, 2001 (patent       //
00012 // pending; application number 09/912,225 filed July 23, 2001; see      //
00013 // http://pair.uspto.gov/cgi-bin/final/home.pl for current status).     //
00014 // //////////////////////////////////////////////////////////////////// //
00015 // This file is part of the iLab Neuromorphic Vision C++ Toolkit.       //
00016 //                                                                      //
00017 // The iLab Neuromorphic Vision C++ Toolkit is free software; you can   //
00018 // redistribute it and/or modify it under the terms of the GNU General  //
00019 // Public License as published by the Free Software Foundation; either  //
00020 // version 2 of the License, or (at your option) any later version.     //
00021 //                                                                      //
00022 // The iLab Neuromorphic Vision C++ Toolkit is distributed in the hope  //
00023 // that it will be useful, but WITHOUT ANY WARRANTY; without even the   //
00024 // implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR      //
00025 // PURPOSE.  See the GNU General Public License for more details.       //
00026 //                                                                      //
00027 // You should have received a copy of the GNU General Public License    //
00028 // along with the iLab Neuromorphic Vision C++ Toolkit; if not, write   //
00029 // to the Free Software Foundation, Inc., 59 Temple Place, Suite 330,   //
00030 // Boston, MA 02111-1307 USA.                                           //
00031 // //////////////////////////////////////////////////////////////////// //
00032 //
00033 // Primary maintainer for this file: Lior Elazary
00034 // $HeadURL: svn://isvn.usc.edu/software/invt/trunk/saliency/src/Neuro/InferoTemporalSalBayes.H $
00035 // $Id: InferoTemporalSalBayes.H 10794 2009-02-08 06:21:09Z itti $
00036 //
00037 
00038 #ifndef INFEROTEMPORALSALBAYES_H_DEFINED
00039 #define INFEROTEMPORALSALBAYES_H_DEFINED
00040 
00041 #include "Channels/InputFrame.H"
00042 #include "Component/ModelComponent.H"
00043 #include "Component/ModelParam.H"
00044 #include "Image/LevelSpec.H"
00045 #include "Image/Pixels.H"
00046 #include "Image/Image.H"
00047 #include "Simulation/SimModule.H"
00048 #include "Neuro/InferoTemporal.H"
00049 #include "Learn/Bayes.H"
00050 #include "Media/TestImages.H"
00051 #include "SIFT/VisualObjectMatchAlgo.H"
00052 #include "SIFT/VisualObjectDB.H"
00053 
00054 class Brain;
00055 
00056 // ######################################################################
00057 //! InferoTemporalSalBayes
00058 /*! Model of the Inferior Temporal Cortex utilizing the SalBayes method
00059     recognition. */
00060 class InferoTemporalSalBayes : public InferoTemporal
00061 {
00062 public:
00063   //! Constructor
00064   InferoTemporalSalBayes(OptionManager& mgr,
00065                     const std::string& descrName = "Infero Temporal Std",
00066                     const std::string& tagName = "InferoTemporalSalBayes");
00067 
00068   //! Destructor
00069   virtual ~InferoTemporalSalBayes();
00070 
00071   std::vector<double> buildRawDV(SimEventQueue& q, const Point2D<int>& foveaLoc);
00072   std::string getObjNameAtLoc(const std::vector<TestImages::ObjData> &objects, const Point2D<int>& loc);
00073   void predict(std::vector<double> &fv, SimEventQueue& q);
00074   void predictWithSift(std::vector<double> &fv,
00075       rutz::shared_ptr<VisualObject> &vob,
00076       SimEventQueue& q);
00077 
00078 protected:
00079   OModelParam<LevelSpec> itsLevelSpec;    //! Our levelspec
00080   OModelParam<Dims> itsFoveaSize;    //! The size of our fovea
00081   OModelParam<std::string> itsITCMode;
00082   OModelParam<std::string> itsBayesNetFilename; //!< the file to save/read the gains from
00083   OModelParam<int> itsUseSift; //!< use sift after basic recognition
00084   OModelParam<std::string> itsSiftObjectDBFile; //!< obj knowledgebase file
00085   OModelParam<bool> itsUseMaxNMatches; //!< use the max num of matches
00086 
00087 
00088   //! Object recognition at attention point
00089   virtual void attentionShift(SimEventQueue& q, const Point2D<int>& location);
00090 
00091   //! (re-)initialization - load object database
00092   virtual void start1();
00093 
00094   //! destruction - save object database
00095   virtual void stop1();
00096 
00097 private:
00098   bool                             itsHas3Dinfo;
00099   float                            its3DSalVal;
00100   std::vector<int>                 its3DSalLocation;
00101   rutz::shared_ptr<Bayes>          itsBayesNet;
00102   rutz::shared_ptr<VisualObjectDB> itsSiftObjectDB;
00103 
00104 
00105 
00106 };
00107 
00108 #endif
00109 
00110 // ######################################################################
00111 /* So things look consistent in everyone's emacs... */
00112 /* Local Variables: */
00113 /* indent-tabs-mode: nil */
00114 /* End: */
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