#include <itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h>

Inheritance diagram for itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >:

Collaboration diagram for itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >:

Detailed Description

template<typename TPointSet, class TInternalComputationValueType = double>
class itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >

Implementation of the Jensen Havrda Charvat Tsallis Point Set metric.

Given a specified transform and direction, this class calculates the value and derivative between a "fixed" and "moving" point set pair using the Havrda-Charvat-Tsallis entropy family, a generalization of the well-known Shannon entropy, and the Jensen divergence. Another way to look at the family of information-theoretic measures is that the points are used to construct the corresponding probably density functions.

In addition, we allow the user to invoke a manifold parzen windowing of the data. Instead of an isotropic Gaussian being associated with each point, we can actually calculate the covariance matrix for each point such that it reflects the locate point set structure.

To speed up the metric calculation, we use ITK's K-d tree to query the metric value only for a given neighborhood. Considering that probably only a small subset of points is needed to get a good approximation of the metric value for a single point, this is probably warranted. So what we do is transform each point (with the specified transform) and construct the k-d tree from the transformed points.

Contributed by Nicholas J. Tustison, James C. Gee in the Insight Journal paper: https://hdl.handle.net/1926/1524

Note: The original work reported in Tustison et al. 2011 optionally employed a regularization term to prevent the moving point set(s) from coalescing to a single point location. However, within the registration framework, this term is of limited utility as such regularization is dictated by the transform and any explicit regularization terms. Also note that the published work applies to multiple points sets each of which could be considered "moving" but this is also not applicable for this particular implementation.

REFERENCE

N.J. Tustison, S. P. Awate, G. Song, T. S. Cook, and J. C. Gee. "Point set registration using Havrda-Charvat-Tsallis entropy measures" IEEE Transactions on Medical Imaging, 30(2):451-60, 2011.

Definition at line 71 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

Public Types
using	ConstPointer = SmartPointer< const Self >

using	CoordRepType = typename Superclass::CoordRepType

using	DensityFunctionPointer = typename DensityFunctionType::Pointer

using	DensityFunctionType = ManifoldParzenWindowsPointSetFunction< PointSetType, RealType >

using	DerivativeType = typename Superclass::DerivativeType

using	DerivativeValueType = typename Superclass::DerivativeValueType

using	FixedTransformJacobianType = typename Superclass::FixedTransformJacobianType

using	GaussianType = typename DensityFunctionType::GaussianType

using	JacobianType = typename Superclass::JacobianType

using	LocalDerivativeType = typename Superclass::LocalDerivativeType

using	MeasureType = typename Superclass::MeasureType

using	MovingTransformJacobianType = typename Superclass::MovingTransformJacobianType

using	NeighborsIdentifierType = typename Superclass::NeighborsIdentifierType

using	NumberOfParametersType = typename Superclass::NumberOfParametersType

using	PixelType = typename Superclass::PixelType

using	Pointer = SmartPointer< Self >

using	PointIdentifier = typename Superclass::PointIdentifier

using	PointsContainer = typename PointSetType::PointsContainer

using	PointsContainerConstIterator = typename PointsContainer::ConstIterator

using	PointSetType = TPointSet

using	PointType = typename Superclass::PointType

using	RealType = MeasureType

using	Self = JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4

using	Superclass = PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >

Public Types inherited from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >
using	ConstPointer = SmartPointer< const Self >

using	CoordRepType = typename PointType::CoordRepType

using	DerivativeType = typename Superclass::DerivativeType

using	DerivativeValueType = typename DerivativeType::ValueType

using	DimensionType = typename Superclass::DimensionType

using	DisplacementFieldTransformType = typename Superclass::MovingDisplacementFieldTransformType

using	FixedInputPointType = typename Superclass::FixedInputPointType

using	FixedOutputPointType = typename Superclass::FixedOutputPointType

using	FixedPixelType = typename TPointSet::PixelType

using	FixedPointsContainer = typename TPointSet::PointsContainer

using	FixedPointSetType = TPointSet

using	FixedPointType = typename TPointSet::PointType

using	FixedTransformedPointSetType = PointSet< FixedPixelType, Self::PointDimension >

using	FixedTransformJacobianType = typename Superclass::FixedTransformJacobianType

using	FixedTransformParametersType = typename Superclass::FixedTransformParametersType

using	FixedTransformPointer = typename Superclass::FixedTransformPointer

using	FixedTransformType = typename Superclass::FixedTransformType

using	JacobianType = typename Superclass::JacobianType

using	LocalDerivativeType = FixedArray< DerivativeValueType, Self::PointDimension >

using	MeasureType = typename Superclass::MeasureType

using	MovingInputPointType = typename Superclass::MovingInputPointType

using	MovingOutputPointType = typename Superclass::MovingOutputPointType

using	MovingPixelType = typename TPointSet::PixelType

using	MovingPointsContainer = typename TPointSet::PointsContainer

using	MovingPointSetType = TPointSet

using	MovingPointType = typename TPointSet::PointType

using	MovingTransformedPointSetType = PointSet< MovingPixelType, Self::PointDimension >

using	MovingTransformJacobianType = typename Superclass::MovingTransformJacobianType

using	MovingTransformParametersType = typename Superclass::MovingTransformParametersType

using	MovingTransformPointer = typename Superclass::MovingTransformPointer

using	MovingTransformType = typename Superclass::MovingTransformType

using	NeighborsIdentifierType = typename PointsLocatorType::NeighborsIdentifierType

using	NumberOfParametersType = typename Superclass::NumberOfParametersType

using	ObjectType = typename Superclass::ObjectType

using	ParametersType = typename Superclass::ParametersType

using	ParametersValueType = typename Superclass::ParametersValueType

using	PixelType = FixedPixelType

using	Pointer = SmartPointer< Self >

using	PointIdentifier = typename PointsContainer::ElementIdentifier

using	PointsConstIterator = typename PointsContainer::ConstIterator

using	PointsContainer = FixedPointsContainer

using	PointsLocatorType = PointsLocator< PointsContainer >

using	PointType = FixedPointType

using	Self = PointSetToPointSetMetricv4

using	Superclass = ObjectToObjectMetric< TPointSet::PointDimension, TPointSet::PointDimension, Image< TInternalComputationValueType, TPointSet::PointDimension >, TInternalComputationValueType >

using	VirtualDirectionType = typename Superclass::VirtualDirectionType

using	VirtualImagePointer = typename Superclass::VirtualImagePointer

using	VirtualImageType = typename Superclass::VirtualImageType

using	VirtualIndexType = typename Superclass::VirtualIndexType

using	VirtualOriginType = typename Superclass::VirtualPointType

using	VirtualPixelType = typename Superclass::VirtualPixelType

using	VirtualPointSetPointer = typename Superclass::VirtualPointSetPointer

using	VirtualPointSetType = typename Superclass::VirtualPointSetType

using	VirtualPointType = typename Superclass::VirtualPointType

using	VirtualRadiusType = typename Superclass::VirtualSizeType

using	VirtualRegionType = typename Superclass::VirtualRegionType

using	VirtualSizeType = typename Superclass::VirtualSizeType

using	VirtualSpacingType = typename Superclass::VirtualSpacingType

Public Types inherited from itk::ObjectToObjectMetric< TPointSet::PointDimension, TPointSet::PointDimension, Image< TInternalComputationValueType, TPointSet::PointDimension >, TInternalComputationValueType >
using	ConstPointer = SmartPointer< const Self >

using	CoordinateRepresentationType = TInternalComputationValueType

using	DerivativeType = typename Superclass::DerivativeType

using	DerivativeValueType = typename Superclass::DerivativeValueType

using	DimensionType = SizeValueType

using	FixedInputPointType = typename FixedTransformType::InputPointType

using	FixedOutputPointType = typename FixedTransformType::OutputPointType

using	FixedTransformJacobianType = typename FixedTransformType::JacobianType

using	FixedTransformParametersType = typename FixedTransformType::ParametersType

using	FixedTransformPointer = typename FixedTransformType::Pointer

using	FixedTransformType = Transform< TInternalComputationValueType, Image< TInternalComputationValueType, TPointSet::PointDimension >::ImageDimension, TFixedDimension >

using	GradientSourceType = typename Superclass::GradientSourceType

using	InternalComputationValueType = TInternalComputationValueType

using	JacobianType = typename FixedTransformType::JacobianType

using	MeasureType = typename Superclass::MeasureType

using	MetricCategoryType = typename Superclass::MetricCategoryType

using	MovingDisplacementFieldTransformType = DisplacementFieldTransform< CoordinateRepresentationType, Self::MovingDimension >

using	MovingInputPointType = typename MovingTransformType::InputPointType

using	MovingOutputPointType = typename MovingTransformType::OutputPointType

using	MovingTransformJacobianType = typename MovingTransformType::JacobianType

using	MovingTransformParametersType = typename MovingTransformType::ParametersType

using	MovingTransformPointer = typename MovingTransformType::Pointer

using	MovingTransformType = Transform< TInternalComputationValueType, Image< TInternalComputationValueType, TPointSet::PointDimension >::ImageDimension, TMovingDimension >

using	NumberOfParametersType = typename Superclass::NumberOfParametersType

using	ObjectType = typename Superclass::Object

using	ParametersType = typename Superclass::ParametersType

using	Pointer = SmartPointer< Self >

using	Self = ObjectToObjectMetric

using	Superclass = ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >

using	VirtualDirectionType = typename VirtualImageType::DirectionType

using	VirtualImageConstPointer = typename VirtualImageType::ConstPointer

using	VirtualImagePointer = typename VirtualImageType::Pointer

using	VirtualImageType = Image< TInternalComputationValueType, TPointSet::PointDimension >

using	VirtualIndexType = typename VirtualImageType::IndexType

using	VirtualOriginType = typename VirtualImageType::PointType

using	VirtualPixelType = typename VirtualImageType::PixelType

using	VirtualPointSetPointer = typename VirtualPointSetType::Pointer

using	VirtualPointSetType = PointSet< VirtualPixelType, Self::VirtualDimension >

using	VirtualPointType = typename VirtualImageType::PointType

using	VirtualRadiusType = typename VirtualImageType::SizeType

using	VirtualRegionType = typename VirtualImageType::RegionType

using	VirtualSizeType = typename VirtualRegionType::SizeType

using	VirtualSpacingType = typename VirtualImageType::SpacingType

Public Types inherited from itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >
using	ConstPointer = SmartPointer< const Self >

using	CoordinateRepresentationType = TInternalComputationValueType

using	DerivativeType = typename Superclass::DerivativeType

using	DerivativeValueType = typename DerivativeType::ValueType

enum	GradientSourceType { GRADIENT_SOURCE_FIXED =0, GRADIENT_SOURCE_MOVING, GRADIENT_SOURCE_BOTH }

using	MeasureType = typename Superclass::MeasureType

enum	MetricCategoryType { UNKNOWN_METRIC = 0, OBJECT_METRIC = 1, IMAGE_METRIC = 2, POINT_SET_METRIC = 3, MULTI_METRIC = 4 }

using	NumberOfParametersType = unsigned int

using	ObjectConstPointer = typename ObjectType::ConstPointer

using	ObjectType = Object

using	ParametersType = typename Superclass::ParametersType

using	ParametersValueType = TInternalComputationValueType

using	Pointer = SmartPointer< Self >

using	Self = ObjectToObjectMetricBaseTemplate

using	Superclass = SingleValuedCostFunctionv4Template< TInternalComputationValueType >

Public Types inherited from itk::SingleValuedCostFunctionv4Template< TInternalComputationValueType >
using	ConstPointer = SmartPointer< const Self >

using	DerivativeType = Array< TInternalComputationValueType >

using	MeasureType = TInternalComputationValueType

using	ParametersType = typename Superclass::ParametersType

using	Pointer = SmartPointer< Self >

using	Self = SingleValuedCostFunctionv4Template

using	Superclass = CostFunctionTemplate< TInternalComputationValueType >

Public Types inherited from itk::CostFunctionTemplate< TInternalComputationValueType >
using	ConstPointer = SmartPointer< const Self >

using	ParametersType = OptimizerParameters< TInternalComputationValueType >

using	ParametersValueType = TInternalComputationValueType

using	Pointer = SmartPointer< Self >

using	Self = CostFunctionTemplate

using	Superclass = Object

Public Types inherited from itk::Object
using	ConstPointer = SmartPointer< const Self >

using	Pointer = SmartPointer< Self >

using	Self = Object

using	Superclass = LightObject

Public Types inherited from itk::LightObject
using	ConstPointer = SmartPointer< const Self >

using	Pointer = SmartPointer< Self >

using	Self = LightObject

Public Member Functions
virtual RealType	GetAlpha () const

virtual unsigned int	GetCovarianceKNeighborhood () const

virtual unsigned int	GetEvaluationKNeighborhood () const

virtual RealType	GetKernelSigma () const

MeasureType	GetLocalNeighborhoodValue (const PointType &point, const PixelType &pixel=0) const override

void	GetLocalNeighborhoodValueAndDerivative (const PointType &, MeasureType &, LocalDerivativeType &, const PixelType &pixel=0) const override

virtual const char *	GetNameOfClass () const

virtual RealType	GetPointSetSigma () const

virtual bool	GetUseAnisotropicCovariances () const

void	Initialize () override

LightObject::Pointer	InternalClone () const override

virtual void	SetAlpha (RealType _arg)

virtual void	SetCovarianceKNeighborhood (unsigned int _arg)

virtual void	SetEvaluationKNeighborhood (unsigned int _arg)

virtual void	SetKernelSigma (RealType _arg)

virtual void	SetPointSetSigma (RealType _arg)

virtual void	SetUseAnisotropicCovariances (bool _arg)

virtual void	UseAnisotropicCovariancesOff ()

virtual void	UseAnisotropicCovariancesOn ()

Public Member Functions inherited from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >
void	GetDerivative (DerivativeType &) const override

virtual const FixedTransformedPointSetType *	GetFixedTransformedPointSet () const

virtual LocalDerivativeType	GetLocalNeighborhoodDerivative (const PointType &, const PixelType &pixel) const

virtual MeasureType	GetLocalNeighborhoodValue (const PointType &, const PixelType &pixel) const =0

virtual void	GetLocalNeighborhoodValueAndDerivative (const PointType &, MeasureType &, LocalDerivativeType &, const PixelType &pixel) const =0

virtual FixedTransformedPointSetType *	GetModifiableFixedTransformedPointSet ()

virtual MovingTransformedPointSetType *	GetModifiableMovingTransformedPointSet ()

virtual const MovingTransformedPointSetType *	GetMovingTransformedPointSet () const

SizeValueType	GetNumberOfComponents () const

MeasureType	GetValue () const override

void	GetValueAndDerivative (MeasureType &, DerivativeType &) const override

const VirtualPointSetType *	GetVirtualTransformedPointSet () const

void	Initialize () override

bool	SupportsArbitraryVirtualDomainSamples () const override

void	SetFixedObject (const ObjectType *object) override

void	SetMovingObject (const ObjectType *object) override

virtual void	SetFixedPointSet (const FixedPointSetType *_arg)

virtual const FixedPointSetType *	GetFixedPointSet () const

virtual void	SetMovingPointSet (const MovingPointSetType *_arg)

virtual const MovingPointSetType *	GetMovingPointSet () const

virtual void	SetStoreDerivativeAsSparseFieldForLocalSupportTransforms (bool _arg)

virtual bool	GetStoreDerivativeAsSparseFieldForLocalSupportTransforms () const

virtual void	StoreDerivativeAsSparseFieldForLocalSupportTransformsOn ()

virtual void	StoreDerivativeAsSparseFieldForLocalSupportTransformsOff ()

virtual void	SetCalculateValueAndDerivativeInTangentSpace (bool _arg)

virtual bool	GetCalculateValueAndDerivativeInTangentSpace () const

virtual void	CalculateValueAndDerivativeInTangentSpaceOn ()

virtual void	CalculateValueAndDerivativeInTangentSpaceOff ()

Public Member Functions inherited from itk::ObjectToObjectMetric< TPointSet::PointDimension, TPointSet::PointDimension, Image< TInternalComputationValueType, TPointSet::PointDimension >, TInternalComputationValueType >
OffsetValueType	ComputeParameterOffsetFromVirtualIndex (const VirtualIndexType &index, const NumberOfParametersType &numberOfLocalParameters) const

OffsetValueType	ComputeParameterOffsetFromVirtualPoint (const VirtualPointType &point, const NumberOfParametersType &numberOfLocalParameters) const

virtual const FixedTransformType *	GetFixedTransform () const

virtual FixedTransformType *	GetModifiableFixedTransform ()

virtual MovingTransformType *	GetModifiableMovingTransform ()

virtual VirtualImageType *	GetModifiableVirtualImage ()

virtual const MovingTransformType *	GetMovingTransform () const

NumberOfParametersType	GetNumberOfLocalParameters () const override

NumberOfParametersType	GetNumberOfParameters () const override

virtual SizeValueType	GetNumberOfValidPoints () const

const ParametersType &	GetParameters () const override

const MovingTransformType *	GetTransform ()

VirtualDirectionType	GetVirtualDirection () const

virtual const TimeStamp &	GetVirtualDomainTimeStamp () const

virtual const VirtualImageType *	GetVirtualImage () const

VirtualOriginType	GetVirtualOrigin () const

const VirtualRegionType &	GetVirtualRegion () const

VirtualSpacingType	GetVirtualSpacing () const

bool	HasLocalSupport () const override

virtual void	SetFixedTransform (FixedTransformType *_arg)

virtual void	SetMovingTransform (MovingTransformType *_arg)

void	SetParameters (ParametersType &params) override

void	SetTransform (MovingTransformType *transform)

void	SetVirtualDomain (const VirtualSpacingType &spacing, const VirtualOriginType &origin, const VirtualDirectionType &direction, const VirtualRegionType &region)

void	SetVirtualDomainFromImage (const VirtualImageType *virtualImage)

void	UpdateTransformParameters (const DerivativeType &derivative, TInternalComputationValueTypefactor) override

bool	IsInsideVirtualDomain (const VirtualPointType &point) const

bool	IsInsideVirtualDomain (const VirtualIndexType &index) const

Public Member Functions inherited from itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >
MeasureType	GetCurrentValue () const

virtual GradientSourceType	GetGradientSource () const

bool	GetGradientSourceIncludesFixed () const

bool	GetGradientSourceIncludesMoving () const

virtual void	SetGradientSource (GradientSourceType _arg)

virtual const ObjectType *	GetFixedObject () const

virtual const ObjectType *	GetMovingObject () const

Public Member Functions inherited from itk::SingleValuedCostFunctionv4Template< TInternalComputationValueType >
virtual void	GetValueAndDerivative (MeasureType &value, DerivativeType &derivative) const =0

Public Member Functions inherited from itk::Object
unsigned long	AddObserver (const EventObject &event, Command *)

unsigned long	AddObserver (const EventObject &event, Command *) const

LightObject::Pointer	CreateAnother () const override

virtual void	DebugOff () const

virtual void	DebugOn () const

Command *	GetCommand (unsigned long tag)

bool	GetDebug () const

MetaDataDictionary &	GetMetaDataDictionary ()

const MetaDataDictionary &	GetMetaDataDictionary () const

virtual ModifiedTimeType	GetMTime () const

virtual const TimeStamp &	GetTimeStamp () const

bool	HasObserver (const EventObject &event) const

void	InvokeEvent (const EventObject &)

void	InvokeEvent (const EventObject &) const

virtual void	Modified () const

void	Register () const override

void	RemoveAllObservers ()

void	RemoveObserver (unsigned long tag)

void	SetDebug (bool debugFlag) const

void	SetReferenceCount (int) override

void	UnRegister () const noexceptoverride

void	SetMetaDataDictionary (const MetaDataDictionary &rhs)

void	SetMetaDataDictionary (MetaDataDictionary &&rrhs)

virtual void	SetObjectName (std::string _arg)

virtual const std::string &	GetObjectName () const

Public Member Functions inherited from itk::LightObject
virtual void	Delete ()

virtual int	GetReferenceCount () const

	itkCloneMacro (Self)

void	Print (std::ostream &os, Indent indent=0) const

Static Public Member Functions
static Pointer	New ()

Static Public Member Functions inherited from itk::Object
static bool	GetGlobalWarningDisplay ()

static void	GlobalWarningDisplayOff ()

static void	GlobalWarningDisplayOn ()

static Pointer	New ()

static void	SetGlobalWarningDisplay (bool flag)

Static Public Member Functions inherited from itk::LightObject
static void	BreakOnError ()

static Pointer	New ()

Static Public Attributes
static constexpr unsigned int	PointDimension = TPointSet::PointDimension

Static Public Attributes inherited from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >
static constexpr DimensionType	FixedPointDimension

static constexpr DimensionType	MovingPointDimension

static constexpr DimensionType	PointDimension

Static Public Attributes inherited from itk::ObjectToObjectMetric< TPointSet::PointDimension, TPointSet::PointDimension, Image< TInternalComputationValueType, TPointSet::PointDimension >, TInternalComputationValueType >
static constexpr DimensionType	FixedDimension

static constexpr DimensionType	MovingDimension

static constexpr DimensionType	VirtualDimension

Protected Member Functions
void	ComputeValueAndDerivative (const PointType &samplePoint, MeasureType &value, LocalDerivativeType &derivativeReturn, bool calcValue, bool calcDerivative) const

	JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4 ()

void	PrintSelf (std::ostream &os, Indent indent) const override

	~JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4 () override=default

Protected Member Functions inherited from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >
virtual SizeValueType	CalculateNumberOfValidFixedPoints () const

void	CalculateValueAndDerivative (MeasureType &value, DerivativeType &derivative, bool calculateValue) const

MetricCategoryType	GetMetricCategory () const override

virtual void	InitializeForIteration () const

virtual void	InitializePointSets () const

void	InitializePointsLocators () const

	PointSetToPointSetMetricv4 ()

void	PrintSelf (std::ostream &os, Indent indent) const override

void	StorePointDerivative (const VirtualPointType &, const DerivativeType &, DerivativeType &) const

void	TransformFixedAndCreateVirtualPointSet () const

void	TransformMovingPointSet () const

	~PointSetToPointSetMetricv4 () override=default

Protected Member Functions inherited from itk::ObjectToObjectMetric< TPointSet::PointDimension, TPointSet::PointDimension, Image< TInternalComputationValueType, TPointSet::PointDimension >, TInternalComputationValueType >
const MovingDisplacementFieldTransformType *	GetMovingDisplacementFieldTransform () const

	ObjectToObjectMetric ()

bool	TransformPhysicalPointToVirtualIndex (const VirtualPointType &, VirtualIndexType &) const

void	TransformVirtualIndexToPhysicalPoint (const VirtualIndexType &, VirtualPointType &) const

virtual void	VerifyDisplacementFieldSizeAndPhysicalSpace ()

bool	VerifyNumberOfValidPoints (MeasureType &value, DerivativeType &derivative) const

	~ObjectToObjectMetric () override=default

Protected Member Functions inherited from itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >
	ObjectToObjectMetricBaseTemplate ()

	~ObjectToObjectMetricBaseTemplate () override=default

Protected Member Functions inherited from itk::SingleValuedCostFunctionv4Template< TInternalComputationValueType >
	SingleValuedCostFunctionv4Template ()=default

	~SingleValuedCostFunctionv4Template () override=default

Protected Member Functions inherited from itk::CostFunctionTemplate< TInternalComputationValueType >
	CostFunctionTemplate ()=default

	~CostFunctionTemplate () override=default

Protected Member Functions inherited from itk::Object
	Object ()

bool	PrintObservers (std::ostream &os, Indent indent) const

virtual void	SetTimeStamp (const TimeStamp &time)

	~Object () override

Protected Member Functions inherited from itk::LightObject
	LightObject ()

virtual void	PrintHeader (std::ostream &os, Indent indent) const

virtual void	PrintTrailer (std::ostream &os, Indent indent) const

virtual	~LightObject ()

Private Attributes
RealType	m_Alpha

unsigned int	m_CovarianceKNeighborhood

unsigned int	m_EvaluationKNeighborhood

RealType	m_KernelSigma

DensityFunctionPointer	m_MovingDensityFunction

RealType	m_PointSetSigma

RealType	m_Prefactor0

RealType	m_Prefactor1

RealType	m_TotalNumberOfPoints

bool	m_UseAnisotropicCovariances { false }

Additional Inherited Members
Protected Types inherited from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >
using	MetricCategoryType = typename Superclass::MetricCategoryType

Protected Attributes inherited from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >
bool	m_CalculateValueAndDerivativeInTangentSpace

FixedPointSetType::ConstPointer	m_FixedPointSet

FixedTransformedPointSetType::Pointer	m_FixedTransformedPointSet

PointsLocatorType::Pointer	m_FixedTransformedPointsLocator

MovingPointSetType::ConstPointer	m_MovingPointSet

MovingTransformedPointSetType::Pointer	m_MovingTransformedPointSet

PointsLocatorType::Pointer	m_MovingTransformedPointsLocator

bool	m_UsePointSetData

VirtualPointSetPointer	m_VirtualTransformedPointSet

Protected Attributes inherited from itk::ObjectToObjectMetric< TPointSet::PointDimension, TPointSet::PointDimension, Image< TInternalComputationValueType, TPointSet::PointDimension >, TInternalComputationValueType >
FixedTransformPointer	m_FixedTransform

MovingTransformPointer	m_MovingTransform

SizeValueType	m_NumberOfValidPoints

bool	m_UserHasSetVirtualDomain

VirtualImagePointer	m_VirtualImage

Protected Attributes inherited from itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >
ObjectConstPointer	m_FixedObject

GradientSourceType	m_GradientSource

ObjectConstPointer	m_MovingObject

MeasureType	m_Value

Protected Attributes inherited from itk::LightObject
std::atomic< int >	m_ReferenceCount