SoxChannel.H

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00001 /*!@file Channels/SoxChannel.H Shortrange Orientation Interactions channel */
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   //
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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  //
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00026 //                                                                      //
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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: Rob Peters <rjpeters@klab.caltech.edu>
00034 // $HeadURL: svn://isvn.usc.edu/software/invt/trunk/saliency/src/Channels/SoxChannel.H $
00035 // $Id: SoxChannel.H 8831 2007-10-12 23:13:54Z rjpeters $
00036 //
00037 
00038 #ifndef SOXCHANNEL_H_DEFINED
00039 #define SOXCHANNEL_H_DEFINED
00040 
00041 #include "Channels/ComplexChannel.H"
00042 #include "Channels/GaborChannel.H"
00043 #include <vector>
00044 
00045 //! A short-range orientation interactions channel.
00046 /*! This class implements a pool of orientation-tuned units whose responses
00047     are shaped by divisive inhibition in proportion to population activity. */
00048 class SoxChannel : public ComplexChannel
00049 {
00050 public:
00051   //! Construct
00052   SoxChannel(OptionManager& mgr);
00053 
00054   //! Virtual destructor.
00055   virtual ~SoxChannel();
00056 
00057   //! Get the number of scales used.
00058   uint numScales() const;
00059 
00060   //! Get the linear response of the units for a given orientation+scale.
00061   Image<float> getLinearResponse(int ori, int scl);
00062 
00063   //! Get the non-linear response of the units for a given orientation+scale.
00064   /*! This is (rougly speaking) given by a power of the linear response,
00065       divided by an inhibitory term that pools over all orientations and
00066       scales. */
00067   Image<float> getNonlinearResponse(int ori, int scl);
00068 
00069   //! Wraps ComplexChannel's subChan() and casts the result to GaborChannel.
00070   nub::ref<GaborChannel> gabor(const uint idx) const;
00071 
00072 protected:
00073   OModelParam<uint> itsNumOrients;  //!< number of Gabor subchannels
00074   OModelParam<double> thetaPoolWidth;
00075   OModelParam<double> omegaPoolWidth;
00076   OModelParam<double> inhibExponent;
00077   OModelParam<double> excitExponent;
00078   OModelParam<double> semiSaturation;
00079   OModelParam<double> cutoff;
00080 
00081   //! (re-)build our subchannels
00082   void buildSubChans();
00083 
00084   //! SoxChannel requires only luminance input.
00085   virtual void doInput(const InputFrame& inframe);
00086 
00087   //! Combine all of the nonlinear responses.
00088   virtual Image<float> combineOutputs();
00089 
00090   //! Clear our cached inhibitory pool maps.
00091   virtual void killCaches();
00092 
00093   //! Overload so that we can reconfigure when our params get changed
00094   virtual void paramChanged(ModelParamBase* const param,
00095                             const bool valueChanged,
00096                             ParamClient::ChangeStatus* status);
00097 
00098 private:
00099   // a private struct for caching stuff:
00100   struct CacheElem
00101   {
00102     CacheElem() : img(), ori(-1), scl(-1), exc_scl(-1)
00103     {}
00104 
00105     CacheElem(const Image<float>& i, int o, int s, int e) :
00106       img(i), ori(o), scl(s), exc_scl(e)
00107     {}
00108 
00109     Image<float> img;
00110     int ori;
00111     int scl;
00112     int exc_scl;
00113   };
00114 
00115   typedef std::vector<CacheElem> Cache;
00116   std::vector<Cache> inhibCaches;
00117 
00118   Image<float> getInhib(int ori, int scl, int exc_scl, const Dims& dims,
00119                         const Image<float>& linearResponse);
00120 };
00121 
00122 // ######################################################################
00123 /* So things look consistent in everyone's emacs... */
00124 /* Local Variables: */
00125 /* indent-tabs-mode: nil */
00126 /* End: */
00127 
00128 #endif // !SOXCHANNEL_H_DEFINED
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