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- // STL includes
- #include <fstream>
- #include <iostream>
- #include <exception>
- #include <stdlib.h> /* used for getenv */
- // nice-vislearning includes
- #include "vislearning/baselib/ColorSpace.h"
- //
- #include "vislearning/features/localfeatures/LocalFeatureColorWeijer.h"
- using namespace OBJREC;
- using namespace std;
- using namespace NICE;
- //! color representation for visualization
- const int colors[11][3] =
- {
- {0, 0, 0}, // black
- {0, 0, 255}, // blue
- {165, 42, 42}, // brown
- {190, 190, 190}, // grey
- { 0, 255, 0}, // green
- {255, 165, 0}, // orange
- {255, 192, 203}, // pink
- {160, 32, 240}, // purple
- {255, 0, 0}, // red
- {255, 255, 255}, // white
- {255, 255, 0}, // yellow
- };
- ///////////////////// ///////////////////// /////////////////////
- // CONSTRUCTORS / DESTRUCTORS
- ///////////////////// ///////////////////// /////////////////////
- OBJREC::LocalFeatureColorWeijer::LocalFeatureColorWeijer() : LocalFeature ()
- {
- this->tfile = "";
- }
- LocalFeatureColorWeijer::LocalFeatureColorWeijer( const NICE::Config *_conf )
- {
- this->initFromConfig ( _conf );
- }
- LocalFeatureColorWeijer::~LocalFeatureColorWeijer()
- {
- }
- void LocalFeatureColorWeijer::initFromConfig ( const NICE::Config * _conf, const std::string & _confSection )
- {
- this->tfile = _conf->gS( "LocalFeatureColorWeijer", "table", "");
- this->tfile = _conf->getAbsoluteFilenameRelativeToThisConfig( tfile );
-
- // If no destination to the LUT was given, we try to use the file shipped with this library
- // Therefore, we try to catch the NICEHOME and if possible, append the location where the LUT file is stored
- // NOTE This will only work if NICEHOME is set in your environment (e.g., by exporting it in your bashrc or sourcing the setenv.sh)
- if ( this->tfile.compare("") == 0 )
- {
- char* pNICEHOME;
- pNICEHOME = getenv ("NICEHOME");
-
- if ( pNICEHOME != NULL )
- {
- this->tfile = std::string ( pNICEHOME );
- this->tfile += "/vislearning/features/localfeatures/input/colorWeijer/w2c.txt";
- }
- }
-
- this->restoreLUT();
- }
- ///////////////////// ///////////////////// /////////////////////
- // FEATURE STUFF
- ///////////////////// ///////////////////// //////////////////
- int LocalFeatureColorWeijer::getDescSize() const
- {
- return LASTCOLOR;
- }
- void LocalFeatureColorWeijer::restoreLUT()
- {
- ifstream fin( this->tfile.c_str() );
- if( !fin.is_open() )
- {
- fthrow(Exception,"ColorWeijer: could not find lookup table file. Specify the path in the config, e.g., YOURNICEHOME/vislearning/features/localfeatures/input/colorWeijer/w2c.txt");
- }
-
- while( !fin.eof() )
- {
- double rd,gd,bd;
- int r,g,b;
- fin >> rd;
- fin >> gd;
- fin >> bd;
-
- r = rd/8;
- g = gd/8;
- b = bd/8;
- // read LUT values for all 11 colornames
- for( int i = 0; i < 11; i++ )
- {
- fin >> hist[r][g][b][i];
- }
- }
- /*
- for(int r = 0; r < 32; r++)
- {
- for(int g = 0; g < 32; g++)
- {
- for(int b = 0; b < 32; b++)
- {
- for(int i = 0; i < 11; i++)
- {
- fin >> hist[r][g][b][i];
- }
- }
- }
- } */
- }
- int LocalFeatureColorWeijer::getDescriptors( const NICE::Image & img, VVector & positions, VVector & features ) const
- {
- throw NICE::Exception ( "LocalFeatureColorWeijer extracts COLOR Features, it won't work on gray value images");
- }
- int LocalFeatureColorWeijer::getDescriptors( const NICE::ColorImage & img, VVector & positions, VVector & features ) const
- {
- for ( int j = 0; j < ( int )positions.size(); j++ )
- {
- int x = positions[j][0];
- int y = positions[j][1];
- int r = img(x,y,0)/8;
- int g = img(x,y,1)/8;
- int b = img(x,y,2)/8;
-
- NICE::Vector feat( 11 );
- for ( uint i = 0; i < 11; i++ )
- {
- feat[i] = hist[r][g][b][i];
- }
- features.push_back( feat );
- }
-
- return 1;
- }
- void LocalFeatureColorWeijer::visualizeFeatures( NICE::Image & mark, const VVector & positions, size_t color ) const
- {
- }
- int LocalFeatureColorWeijer::findColor( string &fn )
- {
- if ( fn.find( "black" ) != string::npos )
- return BLACK;
- if ( fn.find( "blue" ) != string::npos )
- return BLUE;
- if ( fn.find( "brown" ) != string::npos )
- return BROWN;
- if ( fn.find( "grey" ) != string::npos )
- return GREY;
- if ( fn.find( "green" ) != string::npos )
- return GREEN;
- if ( fn.find( "orange" ) != string::npos )
- return ORANGE;
- if ( fn.find( "pink" ) != string::npos )
- return PINK;
- if ( fn.find( "purple" ) != string::npos )
- return PURPLE;
- if ( fn.find( "red" ) != string::npos )
- return RED;
- if ( fn.find( "white" ) != string::npos )
- return WHITE;
- if ( fn.find( "yellow" ) != string::npos )
- return YELLOW;
-
- return -1;
- }
- void LocalFeatureColorWeijer::visualizeFeatures( NICE::ColorImage & out, const VVector & features, const VVector & position ) const
- {
- for ( int i = 0; i < ( int )position.size(); i++ )
- {
- int maxpos = 0;
- double maxval = 0.0;
- for ( int j = 0; j < ( int )features[i].size(); j++ )
- {
- if ( maxval < features[i][j] )
- {
- maxval = features[i][j];
- maxpos = j;
- }
- }
- out.setPixel( position[i][0], position[i][1], colors[maxpos][0], colors[maxpos][1], colors[maxpos][2] );
- }
- }
- void LocalFeatureColorWeijer::visualizeFeatures( const NICE::ColorImage & cimg ) const
- {
- NICE::ColorImage out;
- this->visualizeFeatures( cimg, out );
- }
- void LocalFeatureColorWeijer::visualizeFeatures( const NICE::ColorImage & cimg, NICE::ColorImage &out ) const
- {
- NICE::VVector pos, feats;
- for ( int y = 0; y < cimg.height(); y++ )
- {
- for ( int x = 0; x < cimg.width(); x++ )
- {
- Vector vec( 2 );
- vec[0] = x;
- vec[1] = y;
- pos.push_back( vec );
- }
- }
- this->getDescriptors( cimg, pos, feats );
-
- //heatmap for a special class
- /*ofstream fout("out.txt");
-
- int counter = 0;
- for ( int y = 0; y < cimg.height(); y++ )
- {
- for ( int x = 0; x < cimg.width(); x++, counter++ )
- {
- fout << feats[counter][8] << " ";
- }
- }
- cout << "counter: " << counter << " feats.size(): " << feats.size() << endl;
-
- fout.close();*/
- out.resize( cimg.width(), cimg.height() );
- out.set( 0, 0, 0 );
- this->visualizeFeatures( out, feats, pos );
- NICE::ColorImage combinedout( cimg.width()*2, cimg.height() );
- int width = ( int )cimg.width();
- for ( int y = 0; y < ( int )cimg.height(); y++ )
- {
- for ( int x = 0; x < width; x++ )
- {
- combinedout.setPixel( x, y, cimg.getPixel( x, y, 0 ), cimg.getPixel( x, y, 1 ), cimg.getPixel( x, y, 2 ) );
- combinedout.setPixel( x + width, y, out.getPixel( x, y, 0 ), out.getPixel( x, y, 1 ), out.getPixel( x, y, 2 ) );
- }
- }
- showImage( combinedout, "result" );
- }
- void LocalFeatureColorWeijer::getFeats( const NICE::ColorImage &img, MultiChannelImageT<double> &feats )
- {
- int width = ( int )img.width();
- int height = ( int )img.height();
- feats.reInit( width, height, 11);
- for ( int y = 0; y < height; y++ )
- {
- for ( int x = 0; x < width; x++ )
- {
- int r = img(x,y,0)/8;
- int g = img(x,y,1)/8;
- int b = img(x,y,2)/8;
-
- for ( uint i = 0; i < 11; i++ )
- {
- feats.set( x, y, hist[r][g][b][i], i );
- }
- }
- }
- }
- void LocalFeatureColorWeijer::getFeats( const ColorImage &img, NICE::ImageT<double> &feats, int color )
- {
- assert ( feats.width() > 0 );
- assert ( feats.height() > 0 );
- int width = ( int )img.width();
- int height = ( int )img.height();
- for ( int y = 0; y < height; y++ )
- for ( int x = 0; x < width; x++ )
- {
- int r = img(x,y,0)/8;
- int g = img(x,y,1)/8;
- int b = img(x,y,2)/8;
- feats.setPixel( x, y, hist[r][g][b][color] );
- }
- }
- ///////////////////// INTERFACE PERSISTENT /////////////////////
- // interface specific methods for store and restore
- ///////////////////// INTERFACE PERSISTENT /////////////////////
- void LocalFeatureColorWeijer::restore ( std::istream & is, int format )
- {
- //delete everything we knew so far...
- this->clear();
-
- bool b_restoreVerbose ( false );
- #ifdef B_RESTOREVERBOSE
- b_restoreVerbose = true;
- #endif
-
- if ( is.good() )
- {
- if ( b_restoreVerbose )
- std::cerr << " restore LocalFeatureColorWeijer" << std::endl;
-
- std::string tmp;
- is >> tmp; //class name
-
- if ( ! this->isStartTag( tmp, "LocalFeatureColorWeijer" ) )
- {
- std::cerr << " WARNING - attempt to restore LocalFeatureColorWeijer, but start flag " << tmp << " does not match! Aborting... " << std::endl;
- throw;
- }
-
- bool b_endOfBlock ( false ) ;
-
- while ( !b_endOfBlock )
- {
- is >> tmp; // start of block
-
- if ( this->isEndTag( tmp, "LocalFeatureColorWeijer" ) )
- {
- b_endOfBlock = true;
- continue;
- }
-
- tmp = this->removeStartTag ( tmp );
-
- if ( b_restoreVerbose )
- std::cerr << " currently restore section " << tmp << " in LocalFeatureColorWeijer" << std::endl;
-
- if ( tmp.compare("tfile") == 0 )
- {
- is >> this->tfile;
- is >> tmp; // end of block
- tmp = this->removeEndTag ( tmp );
- }
- else
- {
- std::cerr << "WARNING -- unexpected LocalFeatureColorWeijer object -- " << tmp << " -- for restoration... aborting" << std::endl;
- throw;
- }
- }
- }
- else
- {
- std::cerr << "LocalFeatureColorWeijer::restore -- InStream not initialized - restoring not possible!" << std::endl;
- throw;
- }
-
- // try to load the LUT from a separate external file
- //NOTE we could also think about adding the LUT into the store/restore process. However, the table is BIG, so it would
- // blow up whole outfile
- this->restoreLUT ( ) ;
- }
- void LocalFeatureColorWeijer::store ( std::ostream & os, int format ) const
- {
- if (os.good())
- {
- // show starting point
- os << this->createStartTag( "LocalFeatureColorWeijer" ) << std::endl;
-
- os << this->createStartTag( "tfile" ) << std::endl;
- os << this->tfile << std::endl;
- os << this->createEndTag( "tfile" ) << std::endl;
-
- // done
- os << this->createEndTag( "LocalFeatureColorWeijer" ) << std::endl;
- }
- else
- {
- std::cerr << "OutStream not initialized - storing not possible!" << std::endl;
- }
- }
- void LocalFeatureColorWeijer::clear ()
- {
- }
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