#include <itkKdTree.h>

Detailed Description

template<typename TSample>
class itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >

This is a subclass of the KdTreeNode.

KdTreeNonterminalNode does have the information related with the centroids. Therefore, the GetWeightedCentroid and the GetCentroid methods returns meaningful values. This class should have the left and right children. If we have a sample and want to generate a KdTree with the centroid related information, we can use the WeightedCentroidKdTreeGenerator. The centroid, the weighted centroid, and the size (the number of measurement vectors) can be used to accelerate the k-means estimation.

See also: KdTreeNode, KdTreeNonterminalNode, WeightedCentroidKdTreeGenerator

Definition at line 264 of file itkKdTree.h.

Inheritance diagram for itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >:

Collaboration diagram for itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >:

Public Types
using	CentroidType = Array< double >

using	InstanceIdentifier = typename TSample::InstanceIdentifier

using	MeasurementType = typename TSample::MeasurementType

using	MeasurementVectorSizeType = typename TSample::MeasurementVectorSizeType

using	Superclass = KdTreeNode< TSample >

Public Types inherited from itk::Statistics::KdTreeNode< TSample >
using	CentroidType = Array< double >

using	InstanceIdentifier = typename TSample::InstanceIdentifier

using	MeasurementType = typename TSample::MeasurementType

using	Self = KdTreeNode< TSample >

Public Member Functions
void	AddInstanceIdentifier (InstanceIdentifier valueId) override

void	GetCentroid (CentroidType &centroid) override

InstanceIdentifier	GetInstanceIdentifier (InstanceIdentifier) const override

MeasurementVectorSizeType	GetMeasurementVectorSize () const

void	GetParameters (unsigned int &, MeasurementType &) const override

void	GetWeightedCentroid (CentroidType &centroid) override

bool	IsTerminal () const override

	KdTreeWeightedCentroidNonterminalNode (unsigned int, MeasurementType, Superclass , Superclass , CentroidType &, unsigned int)

const Superclass *	Left () const override

Superclass *	Left () override

const Superclass *	Right () const override

Superclass *	Right () override

unsigned int	Size () const override

	~KdTreeWeightedCentroidNonterminalNode () override=default

Public Member Functions inherited from itk::Statistics::KdTreeNode< TSample >
virtual void	GetCentroid (CentroidType &)=0

virtual void	GetWeightedCentroid (CentroidType &)=0

virtual	~KdTreeNode ()=default

Private Attributes
CentroidType	m_Centroid {}

InstanceIdentifier	m_InstanceIdentifier {}

Superclass *	m_Left {}

MeasurementVectorSizeType	m_MeasurementVectorSize {}

unsigned int	m_PartitionDimension {}

MeasurementType	m_PartitionValue {}

Superclass *	m_Right {}

unsigned int	m_Size {}

CentroidType	m_WeightedCentroid {}

Member Typedef Documentation

◆ CentroidType

template<typename TSample >

using itk::Statistics::KdTreeNode< TSample >::CentroidType = Array<double>

Centroid type

Definition at line 74 of file itkKdTree.h.

◆ InstanceIdentifier

template<typename TSample >

using itk::Statistics::KdTreeNode< TSample >::InstanceIdentifier = typename TSample::InstanceIdentifier

Instance identifier type (index value type for the measurement vector in a sample

Definition at line 78 of file itkKdTree.h.

◆ MeasurementType

template<typename TSample >

using itk::Statistics::KdTreeNode< TSample >::MeasurementType = typename TSample::MeasurementType

Measurement type, not the measurement vector type

Definition at line 71 of file itkKdTree.h.

◆ MeasurementVectorSizeType

template<typename TSample >

using itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::MeasurementVectorSizeType = typename TSample::MeasurementVectorSizeType

Definition at line 270 of file itkKdTree.h.

◆ Superclass

template<typename TSample >

using itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::Superclass = KdTreeNode<TSample>

Definition at line 266 of file itkKdTree.h.

Constructor & Destructor Documentation

◆ KdTreeWeightedCentroidNonterminalNode()

template<typename TSample >

itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::KdTreeWeightedCentroidNonterminalNode	(	unsigned int	,
		MeasurementType	,
		Superclass *	,
		Superclass *	,
		CentroidType &	,
		unsigned int
	)

◆ ~KdTreeWeightedCentroidNonterminalNode()

template<typename TSample >

itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::~KdTreeWeightedCentroidNonterminalNode ( )

overridedefault

Member Function Documentation

◆ AddInstanceIdentifier()

template<typename TSample >

void itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::AddInstanceIdentifier ( InstanceIdentifier valueId )

inlineoverridevirtual

Set the identifier of the node.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 363 of file itkKdTree.h.

◆ GetCentroid()

template<typename TSample >

void itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::GetCentroid ( CentroidType & centroid )

inlineoverride

Returns the centroid. weighted centroid divided by the size.

Definition at line 347 of file itkKdTree.h.

◆ GetInstanceIdentifier()

template<typename TSample >

InstanceIdentifier itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::GetInstanceIdentifier ( InstanceIdentifier ) const

inlineoverridevirtual

Returns the identifier of the only MeasurementVector associated with this node in the tree. This MeasurementVector will be used later during the distance computation when querying the tree.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 357 of file itkKdTree.h.

◆ GetMeasurementVectorSize()

template<typename TSample >

MeasurementVectorSizeType itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::GetMeasurementVectorSize ( ) const

inline

Return the length of a measurement vector

Definition at line 294 of file itkKdTree.h.

◆ GetParameters()

template<typename TSample >

void itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::GetParameters	(	unsigned int &	,
		MeasurementType &
	)		const

overridevirtual

Return the parameters of the node.

Implements itk::Statistics::KdTreeNode< TSample >.

◆ GetWeightedCentroid()

template<typename TSample >

void itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::GetWeightedCentroid ( CentroidType & centroid )

inlineoverride

Returns the vector sum of the all measurement vectors under this node.

Definition at line 338 of file itkKdTree.h.

◆ IsTerminal()

template<typename TSample >

bool itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::IsTerminal ( ) const

inlineoverridevirtual

Not a terminal node.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 283 of file itkKdTree.h.

◆ Left() [1/2]

template<typename TSample >

const Superclass* itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::Left ( ) const

inlineoverridevirtual

Return the left tree const pointer.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 315 of file itkKdTree.h.

◆ Left() [2/2]

template<typename TSample >

Superclass* itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::Left ( )

inlineoverridevirtual

Return the left tree pointer.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 301 of file itkKdTree.h.

◆ Right() [1/2]

template<typename TSample >

const Superclass* itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::Right ( ) const

inlineoverridevirtual

Return the right tree const pointer.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 322 of file itkKdTree.h.

◆ Right() [2/2]

template<typename TSample >

Superclass* itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::Right ( )

inlineoverridevirtual

Return the right tree pointer.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 308 of file itkKdTree.h.

◆ Size()

template<typename TSample >

unsigned int itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::Size ( ) const

inlineoverridevirtual

Return the size of the node.

Implements itk::Statistics::KdTreeNode< TSample >.

Definition at line 329 of file itkKdTree.h.

Member Data Documentation

◆ m_Centroid

template<typename TSample >

CentroidType itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_Centroid {}

private

Definition at line 373 of file itkKdTree.h.

◆ m_InstanceIdentifier

template<typename TSample >

InstanceIdentifier itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_InstanceIdentifier {}

private

Definition at line 374 of file itkKdTree.h.

◆ m_Left

template<typename TSample >

Superclass* itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_Left {}

private

Definition at line 376 of file itkKdTree.h.

◆ m_MeasurementVectorSize

template<typename TSample >

MeasurementVectorSizeType itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_MeasurementVectorSize {}

private

Definition at line 369 of file itkKdTree.h.

◆ m_PartitionDimension

template<typename TSample >

unsigned int itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_PartitionDimension {}

private

Definition at line 370 of file itkKdTree.h.

◆ m_PartitionValue

template<typename TSample >

MeasurementType itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_PartitionValue {}

private

Definition at line 371 of file itkKdTree.h.

◆ m_Right

template<typename TSample >

Superclass* itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_Right {}

private

Definition at line 377 of file itkKdTree.h.

◆ m_Size

template<typename TSample >

unsigned int itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_Size {}

private

Definition at line 375 of file itkKdTree.h.

◆ m_WeightedCentroid

template<typename TSample >

CentroidType itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >::m_WeightedCentroid {}

private

Definition at line 372 of file itkKdTree.h.

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

itkKdTree.h

Detailed Description

template<typename TSample> class itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >

Public Types

Public Member Functions

Private Attributes

Member Typedef Documentation

◆ CentroidType

◆ InstanceIdentifier

◆ MeasurementType

◆ MeasurementVectorSizeType

◆ Superclass

Constructor & Destructor Documentation

◆ KdTreeWeightedCentroidNonterminalNode()

◆ ~KdTreeWeightedCentroidNonterminalNode()

Member Function Documentation

◆ AddInstanceIdentifier()

◆ GetCentroid()

◆ GetInstanceIdentifier()

◆ GetMeasurementVectorSize()

◆ GetParameters()

◆ GetWeightedCentroid()

◆ IsTerminal()

◆ Left() [1/2]

◆ Left() [2/2]

◆ Right() [1/2]

◆ Right() [2/2]

◆ Size()

Member Data Documentation

◆ m_Centroid

◆ m_InstanceIdentifier

◆ m_Left

◆ m_MeasurementVectorSize

◆ m_PartitionDimension

◆ m_PartitionValue

◆ m_Right

◆ m_Size

◆ m_WeightedCentroid

template<typename TSample>
class itk::Statistics::KdTreeWeightedCentroidNonterminalNode< TSample >