00001 /*!@file Image/Convolver.C */ 00002 00003 // //////////////////////////////////////////////////////////////////// // 00004 // The iLab Neuromorphic Vision C++ Toolkit - Copyright (C) 2000-2005 // 00005 // by the 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: 00034 // $HeadURL: svn://isvn.usc.edu/software/invt/trunk/saliency/src/Image/Convolver.C $ 00035 // $Id: Convolver.C 9412 2008-03-10 23:10:15Z farhan $ 00036 // 00037 00038 #ifndef IMAGE_CONVOLVER_C_DEFINED 00039 #define IMAGE_CONVOLVER_C_DEFINED 00040 00041 #include "Image/Convolver.H" 00042 00043 #include "Image/Coords.H" 00044 #include "Image/CutPaste.H" 00045 #include "Image/FilterOps.H" 00046 #include "rutz/trace.h" 00047 00048 namespace 00049 { 00050 Image<float> zeropad(const Image<float>& img, 00051 const Dims& sz, 00052 const Point2D<int>& loc) 00053 { 00054 Image<float> result(sz, ZEROS); 00055 inplacePaste(result, img, loc); 00056 return result; 00057 } 00058 } 00059 00060 Convolver::Convolver(const Image<float>& kernel, 00061 const Dims& imagesize) 00062 : 00063 itsSrcDims(imagesize), 00064 itsPadDims(itsSrcDims + kernel.getDims()), 00065 itsKernel(kernel), 00066 itsFwdFft(itsPadDims), 00067 itsInvFft(itsPadDims), 00068 itsFreqKernel() // delay initialization until the first fftConvolve() 00069 {} 00070 00071 Image<float> Convolver::fftConvolve(const Image<float>& src) 00072 { 00073 GVX_TRACE(__PRETTY_FUNCTION__); 00074 00075 ASSERT(src.getDims() == itsSrcDims); 00076 00077 if (!itsFreqKernel.initialized()) 00078 { 00079 const Image<float> padkern = 00080 zeropad(itsKernel, itsPadDims, Point2D<int>(0,0)); 00081 00082 itsFreqKernel = itsFwdFft.fft(padkern); 00083 } 00084 00085 const Point2D<int> padpoint(itsKernel.getDims()/2); 00086 00087 const Image<float> zpsrc = zeropad(src, itsPadDims, padpoint); 00088 00089 const Image<complexd> fft_zpsrc = itsFwdFft.fft(zpsrc); 00090 00091 const Image<float> zpres = 00092 itsInvFft.ifft(fft_zpsrc*itsFreqKernel) / zpsrc.getSize(); 00093 00094 return crop(zpres, padpoint*2, itsSrcDims); 00095 } 00096 00097 Image<float> Convolver::spatialConvolve(const Image<float>& src) 00098 { 00099 GVX_TRACE(__PRETTY_FUNCTION__); 00100 return convolve(src, itsKernel, CONV_BOUNDARY_ZERO); 00101 } 00102 00103 // ###################################################################### 00104 /* So things look consistent in everyone's emacs... */ 00105 /* Local Variables: */ 00106 /* indent-tabs-mode: nil */ 00107 /* End: */ 00108 00109 #endif // IMAGE_CONVOLVER_C_DEFINED