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- /**
- * @file GenericLFSelection.h
- * @brief This class provides a generic chooser function for different descriptors, which are derived from LocalFeatureRepresentation.
- * @date 26.10.2011
- */
- #ifndef _NICE_OBJREC_LF_SELECTION_INCLUDE
- #define _NICE_OBJREC_LF_SELECTION_INCLUDE
- #include <core/basics/Exception.h>
- #include "vislearning/features/localfeatures/LocalFeatureRepresentation.h"
- #include "vislearning/features/localfeatures/LFMikolajczyk.h"
- #include "vislearning/features/localfeatures/LFPatches.h"
- #include "vislearning/features/localfeatures/LFGenericLocal.h"
- #include "vislearning/features/localfeatures/LFSiftPP.h"
- // #include "vislearning/features/localfeatures/LFSegmentation.h" //located in objrec, please move this to ensure its functionality
- #include "vislearning/features/localfeatures/LFWriteCache.h"
- #include "vislearning/features/localfeatures/LFReadCache.h"
- // #include "vislearning/features/localfeatures/LFSegContour.h" //located in objrec, please move this to ensure its functionality
- #include "vislearning/features/localfeatures/LFColorSande.h"
- #include "vislearning/features/localfeatures/LFonHSG.h"
- namespace OBJREC {
- /** @class GenericLFSelection
- * @brief Select a specific LF-Type (local feature representation). LFs compute Descriptors, which DO NOT need given positions, but calculate them ON THEIR OWN!
- * All Descriptor-Methods calculate there own positions previously, and on DIFFERENT ways.
- */
- class GenericLFSelection
- {
- public:
-
- //! enum specifying for which step the feature extractor shall be used (this influences the config section which will be used)
- enum UsageForTrainOrTest { NOTSPECIFIED = 0,
- TRAINING,
- TESTING
- };
- /** LocalFeature Selector
- * @brief This methode switches between the different LocalFeature-Types. One has to set the "localfeature_type" on a valid value and the methode returns a LocalFeatureRepresentation derived Object.
- * @param[in] conf - A pointer to the given configfile, which must contain "section" - "localfeature_type"
- * @param[in] section - This string defines the value for "section" in the configfile.
- * @param[in] useForTrainOrTest - Specify whether we use the LFRep for Training, Testing, or for both - this influences the choice of the config section that is handed over to the LFRep-method
- * @return LocalFeatureRepresentation* - The LocalFeatureRepresentation which contains the selected LocalFeature-Type.
- */
- static
- LocalFeatureRepresentation *selectLocalFeatureRep ( const NICE::Config *conf, std::string section = "features", const UsageForTrainOrTest & useForTrainOrTest = GenericLFSelection::NOTSPECIFIED )
- {
- // return Value
- OBJREC::LocalFeatureRepresentation *lfrep = NULL;
-
- // string which defines the localfeature_type (for Ex. Sande, ...)
- std::string localfeature_type = conf->gS(section, "localfeature_type", "");
-
- if ( ( localfeature_type == "mikolajczyk" )|| ( localfeature_type == "LFMikolajczyk" ) )
- {
- lfrep = new OBJREC::LFMikolajczyk ( conf );
- }
- else if ( ( localfeature_type == "VANDESANDE" ) || ( localfeature_type == "LFColorSande" ) )//previously: "color"
- {
- if ( useForTrainOrTest == TRAINING )
- {
- lfrep = new OBJREC::LFColorSande ( conf, "LFColorSandeTrain" );
- }
- else if ( useForTrainOrTest == TESTING )
- {
- lfrep = new OBJREC::LFColorSande ( conf, "LFColorSandeTest" );
- }
- else //not specified whether for training or testing, so we do not care about
- {
- lfrep = new OBJREC::LFColorSande ( conf );
- }
- }
- else if ( ( localfeature_type == "sift" ) || ( localfeature_type == "siftpp" ) || ( localfeature_type == "LFSiftPP" ) )
- {
- lfrep = new OBJREC::LFSiftPP ( conf );
- }
- else if ( ( localfeature_type == "generic_local" ) || ( localfeature_type == "generic" ) || ( localfeature_type == "LFGenericLocal" ) )
- {
- int numFeatures = conf->gI(section, "localfeature_count");
- lfrep = new OBJREC::LFGenericLocal ( conf, numFeatures );
- }
- else if ( ( localfeature_type == "grey" ) || ( localfeature_type == "patches" ) || ( localfeature_type == "LFPatches" ) )
- {
- int numFeatures = conf->gI(section, "localfeature_count");
- lfrep = new OBJREC::LFPatches ( conf, numFeatures );
- }
- else if ( ( localfeature_type == "onHSG" ) || ( localfeature_type == "LFonHSG" ) )
- {
- if ( useForTrainOrTest == TRAINING )
- {
- lfrep = new OBJREC::LFonHSG ( conf, "HSGTrain" );
- }
- else if ( useForTrainOrTest == TESTING )
- {
- lfrep = new OBJREC::LFonHSG ( conf, "HSGTest" );
- }
- else //not specified whether for training or testing, so we do not care about
- {
- lfrep = new OBJREC::LFonHSG( conf );
- }
-
- }
- else
- {
- lfrep = NULL;
- }
- // read features?
- bool readfeat;
- readfeat = conf->gB ( section, "localfeature_cache_read", false );
- // write features?
- bool writefeat;
- writefeat = conf->gB ( section, "localfeature_cache_write", false );
- LocalFeatureRepresentation *writeFeats = NULL;
- LocalFeatureRepresentation *readFeats = NULL;
- if ( writefeat )
- {
- // write the features to a file, if there isn't any to read
-
- if ( useForTrainOrTest == TRAINING )
- {
- writeFeats = new OBJREC::LFWriteCache ( conf, lfrep, "cacheTrain" );
- lfrep = writeFeats;
- }
- else if ( useForTrainOrTest == TESTING )
- {
- writeFeats = new OBJREC::LFWriteCache ( conf, lfrep, "cacheTest" );
- lfrep = writeFeats;
- }
- else //not specified whether for training or testing, so we do not care about
- {
- writeFeats = new OBJREC::LFWriteCache ( conf, lfrep );
- lfrep = writeFeats;
- }
- }
- if ( readfeat )
- {
- int numFeatures = conf->gI(section, "localfeature_count", -1);
- // read the features from a file
- if ( writefeat )
- {
- if ( useForTrainOrTest == TRAINING )
- {
- readFeats = new OBJREC::LFReadCache ( conf, writeFeats, numFeatures, "cacheTrain" );
- }
- else if ( useForTrainOrTest == TESTING )
- {
- readFeats = new OBJREC::LFReadCache ( conf, writeFeats, numFeatures, "cacheTest" );
- }
- else //not specified whether for training or testing, so we do not care about
- {
- readFeats = new OBJREC::LFReadCache ( conf, writeFeats, numFeatures, "cache" );
- }
- }
- else
- {
- if ( useForTrainOrTest == TRAINING )
- {
- readFeats = new OBJREC::LFReadCache (conf, lfrep, numFeatures, "cacheTrain" );
- }
- else if ( useForTrainOrTest == TESTING )
- {
- readFeats = new OBJREC::LFReadCache (conf, lfrep, numFeatures, "cacheTest" );
- }
- else //not specified whether for training or testing, so we do not care about
- {
- readFeats = new OBJREC::LFReadCache (conf, lfrep, numFeatures, "cache" );
- }
- }
- lfrep = readFeats;
- }
-
- return lfrep;
- };
-
- static
- void restoreLocalFeatureRep ( LocalFeatureRepresentation * _lfrep, std::istream & is, int format = 0 )
- {
-
- if ( is.good() )
- {
- if ( _lfrep != NULL )
- delete _lfrep;
-
-
- std::string className;
- is >> className; //class name
-
- if ( className == "<LFMikolajczyk>" )
- {
- _lfrep = new OBJREC::LFMikolajczyk();
- }
- else if ( className == "<LFColorSande>" )
- {
- _lfrep = new OBJREC::LFColorSande();
- }
- else if ( className == "<LFSiftPP>" )
- {
- _lfrep = new OBJREC::LFSiftPP();
- }
- else if ( className == "<LFGenericLocal>" )
- {
- _lfrep = new OBJREC::LFGenericLocal();
- }
- else if ( className == "<LFPatches>" )
- {
- _lfrep = new OBJREC::LFPatches();
- }
- else if ( className == "<LFonHSG>" )
- {
- _lfrep = new OBJREC::LFonHSG();
- }
- else
- {
- fthrow ( NICE::Exception, "GenericLFSelection::restoreLocalFeatureRep -- class name " << className << "unknown. Aborting." );
- }
-
- //undo reading of class name
-
- for ( uint i = 0; i < className.size(); i++)
- {
- is.unget();
- }
-
- //now, call the restore method of the underlying object
- //NOTE this could be also done externally, leaving only the actual instantiation of the derived objects here
- _lfrep->restore ( is );
-
- }
- else
- {
- fthrow ( NICE::Exception, "GenericLFSelection::restoreLocalFeatureRep -- InStream not initialized - restoring not possible!" );
- }
- };
-
- };
- }
- #endif
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