itk::Statistics::KdTree< TSample >::NearestNeighbors Class Reference

#include <itkKdTree.h>

Detailed Description

template<typename TSample>
class itk::Statistics::KdTree< TSample >::NearestNeighbors

data structure for storing k-nearest neighbor search result (k number of Neighbors)

This class stores the instance identifiers and the distance values of k-nearest neighbors. We can also query the farthest neighbor's distance from the query point using the GetLargestDistance method.

Definition at line 581 of file itkKdTree.h.

Collaboration diagram for itk::Statistics::KdTree< TSample >::NearestNeighbors:

Public Member Functions
double	GetLargestDistance ()
InstanceIdentifier	GetNeighbor (unsigned int index) const
const InstanceIdentifierVectorType &	GetNeighbors () const
	NearestNeighbors ()=delete
	NearestNeighbors (std::vector< double > &cache_vector)
	~NearestNeighbors ()=default
void	resize (unsigned int k)
void	ReplaceFarthestNeighbor (InstanceIdentifier id, double distance)

Private Attributes
std::vector< double > &	m_Distances
unsigned int	m_FarthestNeighborIndex
InstanceIdentifierVectorType	m_Identifiers

Constructor & Destructor Documentation

NearestNeighbors() [1/2]

template<typename TSample >

itk::Statistics::KdTree< TSample >::NearestNeighbors::NearestNeighbors ( std::vector< double > &  cache_vector )

inline

Constructor

Definition at line 586 of file itkKdTree.h.

NearestNeighbors() [2/2]

template<typename TSample >

itk::Statistics::KdTree< TSample >::NearestNeighbors::NearestNeighbors ( )

delete

~NearestNeighbors()

template<typename TSample >

itk::Statistics::KdTree< TSample >::NearestNeighbors::~NearestNeighbors ( )

default

Destructor

Member Function Documentation

GetLargestDistance()

template<typename TSample >

double itk::Statistics::KdTree< TSample >::NearestNeighbors::GetLargestDistance ( )

inline

Returns the distance of the farthest neighbor from the query point

Definition at line 610 of file itkKdTree.h.

GetNeighbor()

template<typename TSample >

InstanceIdentifier itk::Statistics::KdTree< TSample >::NearestNeighbors::GetNeighbor ( unsigned int  index ) const

inline

Returns the instance identifier of the index-th neighbor among k-neighbors

Definition at line 645 of file itkKdTree.h.

GetNeighbors()

template<typename TSample >

const InstanceIdentifierVectorType & itk::Statistics::KdTree< TSample >::NearestNeighbors::GetNeighbors ( ) const

inline

Returns the vector of k-neighbors' instance identifiers

Definition at line 637 of file itkKdTree.h.

ReplaceFarthestNeighbor()

template<typename TSample >

void itk::Statistics::KdTree< TSample >::NearestNeighbors::ReplaceFarthestNeighbor ( InstanceIdentifier  id, double  distance  )

inline

Replaces the farthest neighbor's instance identifier and distance value with the id and the distance

Definition at line 618 of file itkKdTree.h.

References itk::NumericTraits< T >::min().

resize()

template<typename TSample >

void itk::Statistics::KdTree< TSample >::NearestNeighbors::resize ( unsigned int  k )

inline

Initialize the internal instance identifier and distance holders with the size, k

Definition at line 598 of file itkKdTree.h.

Member Data Documentation

m_Distances

template<typename TSample >

std::vector<double>& itk::Statistics::KdTree< TSample >::NearestNeighbors::m_Distances

private

External storage for the distance values of k-neighbors from the query point. This is a reference to external vector to avoid unnecessary memory copying.

Definition at line 660 of file itkKdTree.h.

m_FarthestNeighborIndex

template<typename TSample >

unsigned int itk::Statistics::KdTree< TSample >::NearestNeighbors::m_FarthestNeighborIndex

private

The index of the farthest neighbor among k-neighbors

Definition at line 652 of file itkKdTree.h.

m_Identifiers

template<typename TSample >

InstanceIdentifierVectorType itk::Statistics::KdTree< TSample >::NearestNeighbors::m_Identifiers

private

Storage for the instance identifiers of k-neighbors

Definition at line 655 of file itkKdTree.h.

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

• itkKdTree.h