00001 /*!@file Robots2/Beobot2/Navigation/FOE_Navigation/MiddleTemporal.H */ 00002 // //////////////////////////////////////////////////////////////////// // 00003 // The iLab Neuromorphic Vision C++ Toolkit - Copyright (C) 2001 by the // 00004 // University of Southern California (USC) and the iLab at USC. // 00005 // See http://iLab.usc.edu for information about this project. // 00006 // //////////////////////////////////////////////////////////////////// // 00007 // Major portions of the iLab Neuromorphic Vision Toolkit are protected // 00008 // under the U.S. patent ``Computation of Intrinsic Perceptual Saliency // 00009 // in Visual Environments, and Applications'' by Christof Koch and // 00010 // Laurent Itti, California Institute of Technology, 2001 (patent // 00011 // pending; application number 09/912,225 filed July 23, 2001; see // 00012 // http://pair.uspto.gov/cgi-bin/final/home.pl for current status). // 00013 // //////////////////////////////////////////////////////////////////// // 00014 // This file is part of the iLab Neuromorphic Vision C++ Toolkit. // 00015 // // 00016 // The iLab Neuromorphic Vision C++ Toolkit is free software; you can // 00017 // redistribute it and/or modify it under the terms of the GNU General // 00018 // Public License as published by the Free Software Foundation; either // 00019 // version 2 of the License, or (at your option) any later version. // 00020 // // 00021 // The iLab Neuromorphic Vision C++ Toolkit is distributed in the hope // 00022 // that it will be useful, but WITHOUT ANY WARRANTY; without even the // 00023 // implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR // 00024 // PURPOSE. See the GNU General Public License for more details. // 00025 // // 00026 // You should have received a copy of the GNU General Public License // 00027 // along with the iLab Neuromorphic Vision C++ Toolkit; if not, write // 00028 // to the Free Software Foundation, Inc., 59 Temple Place, Suite 330, // 00029 // Boston, MA 02111-1307 USA. // 00030 // //////////////////////////////////////////////////////////////////// // 00031 // 00032 // Primary maintainer for this file: Christian Siagian <siagian@usc.edu> 00033 // $HeadURL: svn://ilab.usc.edu/trunk/saliency/src/Robots/Beobot2/Navigation/FOE_Navigation/MiddleTemporal.H 00034 // $ $Id: $ 00035 // 00036 ////////////////////////////////////////////////////////////////////////// 00037 00038 #include "Image/Image.H" 00039 #include "Image/Layout.H" 00040 #include "Raster/Raster.H" 00041 00042 #include "Image/PyramidOps.H" 00043 #include "Image/ImageSet.H" 00044 #include "Image/DrawOps.H" 00045 #include "Image/PyramidTypes.H" 00046 #include "Image/PyrBuilder.H" 00047 #include "Image/MathOps.H" 00048 #include "GUI/XWinManaged.H" 00049 00050 #ifndef MIDDLETEMPORAL_H 00051 #define MIDDLETEMPORAL_H 00052 00053 #define MAX_NEIGHBORHOOD 4 00054 00055 00056 class MiddleTemporal 00057 { 00058 public: 00059 00060 MiddleTemporal(); 00061 00062 void reset(uint numPyrLevel, uint numDirs, uint numSpeeds); 00063 00064 ~MiddleTemporal(); 00065 00066 //! returns the MT feature overlay on the input image 00067 //! for display purposes 00068 Layout<byte> getMTfeaturesDisplay(Image<byte> image); 00069 00070 //! compute the Medial Temporal motion features 00071 void computeMTfeatures 00072 (std::vector<std::vector<ImageSet<float> > > itsRawSpatioTemporalEnergy); 00073 00074 std::vector<Image<float> > getMTfeatures(); 00075 std::vector<Image<float> > getMToptimalShift(); 00076 00077 private: 00078 00079 //! just to reset the sizes of the maps 00080 void reset(); 00081 00082 //! find the optimal speeds for each direction 00083 void computeMaxSpeed(uint index); 00084 Image<float> computeMaxSpeed(uint index, int scale); 00085 00086 //! compute the max values of each location 00087 void computeSteMaxVals(); 00088 void computeDirSteMaxVals(); 00089 00090 //! normalize the motion detection values to 1.0 00091 void normalizeOnMaxVal(); 00092 00093 //! compute the ooponency values 00094 void computeOpponencies(); 00095 00096 //! center surround lateral inhibition for each direction 00097 Image<float> getOnSpotInhibitSpatioTemporalEnergy(uint dir, uint scale); 00098 00099 //! lateral inhibition for each direction 00100 //! from original location 00101 Image<float> getNeighborInhibitSpatioTemporalEnergy(uint dir, uint scale); 00102 00103 //! we weigh MT features for dominance to particular direction 00104 void weighMTfeaturesForDominance(); 00105 00106 //! final calculations to compute MT features 00107 void findMaxMotionVals(); 00108 00109 //! printing procedures 00110 void printItsSpatioTemporalEnergy 00111 (uint si, uint ei, uint sj, uint ej, bool stop = false, float div = 1.0); 00112 void displayItsSpatioTemporalEnergy(); 00113 void printItsMTfeatures(uint si, uint ei, uint sj, uint ej, bool stop); 00114 void printItsMToptimalShift(uint si, uint ei, uint sj, uint ej, bool stop); 00115 void displayItsMTfeatures(); 00116 void displayItsMToptimalShift(); 00117 00118 uint itsNumPyrLevels; 00119 uint itsNumDirs; 00120 uint itsNumSpeeds; 00121 00122 00123 //! max values within a neighborhood 00124 //! for all directions 00125 ImageSet<float> itsSteMaxVals; 00126 //! max values within a neighborhood 00127 //! for each direction 00128 std::vector<ImageSet<float> > itsDirSteMaxVals; 00129 00130 //! raw motion energy for each direction 00131 std::vector<std::vector<ImageSet<float> > > itsRawSpatioTemporalEnergy; 00132 std::vector<ImageSet<float> > itsSpatioTemporalEnergy; 00133 std::vector<ImageSet<float> > itsSpatioTemporalEnergyOptimalShift; 00134 00135 //! filtered: collapsed to the number of directions 00136 //! this already includes: 00137 //! lateral inhibition 00138 //! center surround opponencies 00139 std::vector <Image<float> > itsMTfeatures; 00140 std::vector <Image<float> > itsMToptimalShift; 00141 00142 rutz::shared_ptr<XWinManaged> itsWin; 00143 }; 00144 #endif 00145 00146 // ###################################################################### 00147 /* So things look consistent in everyone's emacs... */ 00148 /* Local Variables: */ 00149 /* indent-tabs-mode: nil */ 00150 /* End: */