00001 /*!@file Neuro/InferoTemporalHmax.H Object recognition module */ 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: Laurent Itti <itti@usc.edu> 00034 // $HeadURL: svn://isvn.usc.edu/software/invt/trunk/saliency/src/Neuro/InferoTemporalHmax.H $ 00035 // $Id: InferoTemporalHmax.H 14157 2010-10-22 00:54:14Z dparks $ 00036 // 00037 00038 #ifndef INFEROTEMPORALHMAX_H_DEFINED 00039 #define INFEROTEMPORALHMAX_H_DEFINED 00040 00041 #include "Component/ModelComponent.H" 00042 #include "Component/ModelParam.H" 00043 #include "Neuro/InferoTemporal.H" 00044 #include "HMAX/HmaxFL.H" 00045 #include "Learn/SVMObject.H" 00046 #include "Neuro/SVMClassifierModule.H" 00047 class Brain; 00048 00049 namespace nub { template <class T> class ref; } 00050 00051 00052 // ###################################################################### 00053 //! Inferotemporal interface using HMAX with feature learning 00054 /*! Model of the Inferior Temporal Cortex utilizing HMAX object recognition */ 00055 class InferoTemporalHmax : public InferoTemporal 00056 { 00057 00058 public: 00059 //! Constructor 00060 InferoTemporalHmax(OptionManager& mgr, 00061 const std::string& descrName = "Infero Temporal HMAX", 00062 const std::string& tagName = "InferoTemporalHmax"); 00063 00064 virtual std::vector<float> calculateFeatureVector(Image<float> img); 00065 virtual SVMObject determineLabel(Image<float> objImg,int id=-1, std::string name=""); 00066 void writeOutFeatureVector(std::vector<float> featureVector, int id); 00067 00068 //! Destructor 00069 virtual ~InferoTemporalHmax(); 00070 00071 protected: 00072 //! Object recognition 00073 virtual void attentionShift(SimEventQueue& q, const Point2D<int>& location); 00074 virtual float** _createFeatureVector(); 00075 virtual void _freeFeatureVector(float **c2Res); 00076 virtual std::vector<float> _convertFeatureVector(float **c2Res); 00077 00078 protected: 00079 OModelParam<std::string> itsHMAXStoredPatchesDir; //!< dir of stored patches 00080 OModelParam<std::string> itsHMAXFeatureVectorFileName; //!< File to output HMAX feature vectors 00081 OModelParam<bool> itsHMAXDisableClassifier; //!< whether to disable support for the internal classifier 00082 InputFrame itsInputFrame; 00083 HmaxFL itsHmax; 00084 rutz::shared_ptr<SVMClassifierModule> itsClassifier; 00085 00086 //! (re-)initialization - load object database 00087 virtual void start1(); 00088 00089 //! destruction - save object database 00090 virtual void stop1(); 00091 00092 }; 00093 00094 #endif 00095 00096 00097 // ###################################################################### 00098 /* So things look consistent in everyone's emacs... */ 00099 /* Local Variables: */ 00100 /* indent-tabs-mode: nil */ 00101 /* End: */ 00102