/** * @file SemanticSegmentation.h * @brief abstract interface for semantic segmentation algorithms * @author Erik Rodner * @date 03/19/2009 */ #ifndef SEMANTICSEGMENTATIONINCLUDE #define SEMANTICSEGMENTATIONINCLUDE #include #include "objrec/cbaselib/MultiDataset.h" #include "objrec/cbaselib/LocalizationResult.h" #include "objrec/cbaselib/CachedExample.h" #include "objrec/cbaselib/Example.h" namespace OBJREC { /** abstract interface for semantic segmentation algorithms */ class SemanticSegmentation { protected: /** accessible class names and information about number of classes etc. */ const ClassNames *classNames; /** enum type for imagetype */ enum { IMAGETYPE_RGB = 0, IMAGETYPE_GRAY }; /** whether to load images with color information */ int imagetype; public: /** simple constructor @param conf global settings @param classNames this ClassNames object while be stored as a attribute */ SemanticSegmentation( const Config *conf, const ClassNames *classNames ); /** simple destructor */ virtual ~SemanticSegmentation(); /** this function has to be overloaded by all subclasses @param ce image data @param segresult result of the semantic segmentation with a label for each pixel @param probabilities multi-channel image with one channel for each class and corresponding probabilities for each pixel */ virtual void semanticseg ( CachedExample *ce, NICE::Image & segresult, NICE::MultiChannelImageT & probabilities ) = 0; /** * convert different datatypes */ void convertVVectorToExamples(VVector &feats,Examples &examples, vector &label); void convertExamplesToVVector(VVector &feats,Examples &examples, vector &label); void convertExamplesToLSet(Examples &examples, LabeledSetVector &lvec); void convertLSetToExamples(Examples &examples, LabeledSetVector &lvec); void convertLSetToSparseExamples(Examples &examples, LabeledSetVector &lvec); /** load img from file call localize(CachedExample *ce) etc. */ void semanticseg ( const std::string & filename, NICE::Image & segresult, NICE::MultiChannelImageT & probabilities); }; } // namespace #endif