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- /**
- * @file calcNormTrainingSet.cpp
- * @brief save normalized object images
- * @author Erik Rodner
- * @date 07/21/2008
- */
- #ifdef NOVISUAL
- #include <vislearning/nice_nonvis.h>
- #else
- #include <vislearning/nice.h>
- #endif
- #include <core/image/CrossT.h>
- #include <sys/errno.h>
- #include <core/basics/Config.h>
- #include <vislearning/baselib/cmdline.h>
- #include <vislearning/baselib/Preprocess.h>
- #include <core/vector/VVector.h>
- #include <vislearning/math/cluster/KMeans.h>
- #include <vislearning/cbaselib/MultiDataset.h>
- #include <vislearning/baselib/ProgressBar.h>
- #include <vislearning/baselib/Globals.h>
- using namespace OBJREC;
- // refactor-nice.pl: check this substitution
- // old: using namespace ice;
- using namespace NICE;
- using namespace std;
- /**
-
- save normalized object images
-
- */
- int main (int argc, char **argv)
- {
- std::set_terminate(__gnu_cxx::__verbose_terminate_handler);
- char configfile [300];
- char objectclass_c [1024];
- char setname_c [1024];
- struct CmdLineOption options[] = {
- {"config", "use config file", NULL, "%s", configfile},
- {"ds", "use data set", "train", "%s", setname_c},
- {NULL, NULL, NULL, NULL, NULL}
- };
- int ret;
- char *more_options[argc];
- ret = parse_arguments( argc, (const char**)argv, options, more_options);
- fprintf (stderr, "data set name: %s\n", setname_c );
- if ( ret != 0 )
- {
- if ( ret != 1 ) fprintf (stderr, "Error parsing command line !\n");
- exit (-1);
- }
- Config conf ( configfile );
- Preprocess::Init ( &conf );
-
- MultiDataset md ( &conf );
- // refactor-nice.pl: check this substitution
- // old: string setname ( setname_c );
- std::string setname ( setname_c );
- const LabeledSet & ls = *(md[setname]);
- map<int, double> maxwidth;
- map<int, double> maxheight;
- map<int, double> minwidth;
- map<int, double> minheight;
- map<int, double> avgheight;
- map<int, double> avgwidth;
- map<int, int> count;
- map<int, VVector> objectpositions;
- const ClassNames & classNames = md.getClassNames( setname );
-
- // refactor-nice.pl: check this substitution
- // old: Image img = NewImg ( 1024, 1024, 255 );
- NICE::Image img (1024, 1024);
- // refactor-nice.pl: check this substitution
- // old: ClearImg(img);
- img.set(0);
- ProgressBar pb ("Statistics");
- pb.show();
- LOOP_ALL_S(ls)
- {
- EACH_INFO(classno,info);
- pb.update ( ls.count() );
-
- fprintf (stderr, "Filename %s\n", info.img().c_str());
- if ( ! info.hasLocalizationInfo() ) {
- fprintf (stderr, "No localization information available !!\n");
- exit(-1);
- }
- const LocalizationResult *l = info.localization();
- if ( l->size() <= 0 ) {
- fprintf (stderr, "No objects found in this image !!\n");
- exit(-1);
- }
- fprintf (stderr, "Analyzing bounding boxes\n");
- for ( LocalizationResult::const_iterator i = l->begin();
- i != l->end(); i++ )
- {
- SingleLocalizationResult *slr = *i;
- fprintf (stderr, "checking classno\n");
- assert ( slr->r != NULL );
- int c = slr->r->classno;
-
- fprintf (stderr, "getting bounding box\n");
- int xi, xa, yi, ya;
- slr->getBoundingBox ( xi, yi, xa, ya );
- if ( !finite(xi) || !finite(yi) || !finite(xa) || !finite(ya) )
- {
- fprintf (stderr, "illegal bounding box information: %s\n", info.img().c_str() );
- exit(-1);
- }
- double width = xa - xi;
- double height = ya - yi;
-
- if ( width <= 0 ) {
- fprintf (stderr, "negative width: %s !\n", info.img().c_str());
- exit(-1);
- }
- if ( height <= 0 ) {
- fprintf (stderr, "negative height %s !\n", info.img().c_str());
- exit(-1);
- }
- if ( objectpositions.find(c) == objectpositions.end() )
- objectpositions[c] = VVector();
- // refactor-nice.pl: check this substitution
- // old: objectpositions[c].push_back ( Vector(width, height) );
- // REFACTOR-FIXME Unable to std::map this statement
- if ( (minwidth.find(c) == minwidth.end()) || (minwidth[c] > width ) )
- minwidth[c] = width;
- if ( (maxwidth.find(c) == maxwidth.end()) || (maxwidth[c] < width ) )
- maxwidth[c] = width;
- if ( (minheight.find(c) == minheight.end()) || (minheight[c] > height ) )
- minheight[c] = height;
- if ( (maxheight.find(c) == maxheight.end()) || (maxheight[c] < height ) )
- maxheight[c] = height;
- if ( avgheight.find(c) == avgheight.end() )
- avgheight[c] = height;
- else
- avgheight[c] += height;
- if ( avgwidth.find(c) == avgwidth.end() )
- avgwidth[c] = width;
- else
- avgwidth[c] += width;
- if ( count.find(c) == count.end() )
- count[c] = 0;
- else
- count[c] ++;
-
- fprintf (stderr, "ready for the next file\n");
- }
- }
- fprintf (stderr, "-- Object Statistics --\n");
- for ( map<int, int>::iterator i = count.begin();
- i != count.end();
- i++ )
- {
- int c = i->first;
- int count = i->second;
- avgheight[c] /= count;
- avgwidth[c] /= count;
- fprintf (stderr, "[%s]\n", classNames.text(c).c_str() );
- fprintf (stderr, "width: min %f max %f avg %f\n", minwidth[c], maxwidth[c], avgwidth[c] );
- fprintf (stderr, "height: min %f max %f avg %f\n", minheight[c], maxheight[c], avgheight[c] );
- const VVector & pos = objectpositions[c];
- KMeans kmeans (4);
- VVector prototypes;
- vector<double> weights;
- vector<int> assignment;
- kmeans.cluster ( pos, prototypes, weights, assignment );
- // refactor-nice.pl: check this substitution
- // old: Image img = NewImg ( (int)maxwidth[c]+5, (int)maxheight[c]+5, 255 );
- NICE::Image img ((int)maxwidth[c]+5, (int)maxheight[c]+5);
- // refactor-nice.pl: check this substitution
- // old: ClearImg(img);
- img.set(0);
- for ( VVector::const_iterator j = pos.begin();
- j != pos.end(); j++ )
- {
- // refactor-nice.pl: check this substitution
- // old: const Vector & x = *j;
- const NICE::Vector & x = *j;
- Cross cross ( Coord((int)x[0], (int)x[1]), 4 );
- img.draw ( cross, 1 );
- }
- fprintf (stderr, "%s ", classNames.text(c).c_str() );
- for ( VVector::const_iterator j = prototypes.begin();
- j != prototypes.end(); j++ )
- {
- // refactor-nice.pl: check this substitution
- // old: const Vector & x = *j;
- const NICE::Vector & x = *j;
- Cross cross ( Coord((int)x[0], (int)x[1]), 4 );
- img.draw ( cross, 2 );
- fprintf (stderr, "%dx%d ", (int)round(x[0]), (int)round(x[1]) );
- }
- fprintf (stderr, "\n");
- #ifndef NOVISUAL
- NICE::showImageOverlay ( img, img );
- #endif
- }
- return 0;
- }
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