A random tree in a random forest, for RGB-D images. More...

Public Member Functions
	RandomTreeImage (int id, const TrainingConfiguration &configuration)
	RandomTreeImage (boost::shared_ptr< RandomTree< PixelInstance, ImageFeatureFunction > > tree, const TrainingConfiguration &configuration, const cuv::ndarray< WeightType, cuv::host_memory_space > &classLabelPriorDistribution)
void	train (const std::vector< LabeledRGBDImage > &trainLabelImages, RandomSource &randomSource, size_t subsampleCount, size_t numLabels)
	Trains the tree from the given training images.
void	test (const RGBDImage *image, LabelImage &prediction) const
	Predicts the given image and outputs the prediction.
void	normalizeHistograms (const double histogramBias)
	Normalize the leaf-node histograms in the tree.
const boost::shared_ptr < RandomTree< PixelInstance, ImageFeatureFunction > > &	getTree () const
const cuv::ndarray< WeightType, cuv::host_memory_space > &	getClassLabelPriorDistribution () const
size_t	getId () const
bool	shouldIgnoreLabel (const LabelType &label) const

Detailed Description

A random tree in a random forest, for RGB-D images.

Definition at line 1075 of file random_tree_image.h.

Constructor & Destructor Documentation

curfil::RandomTreeImage::RandomTreeImage	(	int	id,
		const TrainingConfiguration &	configuration
	)

Parameters

id	tree number
configuration	training configuration of the tree

curfil::RandomTreeImage::RandomTreeImage	(	boost::shared_ptr< RandomTree< PixelInstance, ImageFeatureFunction > >	tree,
		const TrainingConfiguration &	configuration,
		const cuv::ndarray< WeightType, cuv::host_memory_space > &	classLabelPriorDistribution
	)

Parameters

tree
configuration	training configuration of the tree
classLabelPriorDistribution	prior distributions of the classes

const cuv::ndarray<WeightType, cuv::host_memory_space>& curfil::RandomTreeImage::getClassLabelPriorDistribution ( ) const

inline

Definition at line 1121 of file random_tree_image.h.

size_t curfil::RandomTreeImage::getId ( ) const

inline

Definition at line 1128 of file random_tree_image.h.

const boost::shared_ptr<RandomTree<PixelInstance, ImageFeatureFunction> >& curfil::RandomTreeImage::getTree ( ) const

inline

Definition at line 1114 of file random_tree_image.h.

void curfil::RandomTreeImage::normalizeHistograms ( const double histogramBias )

Normalize the leaf-node histograms in the tree.

Parameters

histogramBias the histogram bias for the normalization

bool curfil::RandomTreeImage::shouldIgnoreLabel ( const LabelType & label ) const

Returns: whether the given label is one that the user specified as being ignored

The documentation for this class was generated from the following file: