ITK  5.2.0
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Public Types | Public Member Functions | Static Public Member Functions | Static Public Attributes | Protected Member Functions | Private Attributes | List of all members
itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType > Class Template Reference

#include <itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h>

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

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 GradientSourceEnum = typename Superclass::GradientSourceEnum
 
using InternalComputationValueType = TInternalComputationValueType
 
using JacobianType = typename FixedTransformType::JacobianType
 
using MeasureType = typename Superclass::MeasureType
 
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
 
using MetricCategoryType = typename Superclass::MetricCategoryEnum
 
- 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
 
using MeasureType = typename Superclass::MeasureType
 
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 >
 
using GradientSourceEnum = itk::ObjectToObjectMetricBaseTemplateEnums::GradientSource
 
using NumberOfParametersType = unsigned int
 
using MetricCategoryEnum = itk::ObjectToObjectMetricBaseTemplateEnums::MetricCategory
 
- 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 SetFixedObject (const ObjectType *object) override
 
void SetMovingObject (const ObjectType *object) override
 
virtual void SetFixedPointSet (const FixedPointSetType *_arg)
 
virtual const FixedPointSetTypeGetFixedPointSet () const
 
virtual FixedTransformedPointSetTypeGetModifiableFixedTransformedPointSet ()
 
virtual const FixedTransformedPointSetTypeGetFixedTransformedPointSet () const
 
virtual void SetMovingPointSet (const MovingPointSetType *_arg)
 
virtual const MovingPointSetTypeGetMovingPointSet () const
 
virtual MovingTransformedPointSetTypeGetModifiableMovingTransformedPointSet ()
 
virtual const MovingTransformedPointSetTypeGetMovingTransformedPointSet () const
 
SizeValueType GetNumberOfComponents () const
 
MeasureType GetValue () const override
 
void GetDerivative (DerivativeType &) const override
 
void GetValueAndDerivative (MeasureType &, DerivativeType &) const override
 
virtual MeasureType GetLocalNeighborhoodValue (const PointType &, const PixelType &pixel) const=0
 
virtual LocalDerivativeType GetLocalNeighborhoodDerivative (const PointType &, const PixelType &pixel) const
 
virtual void GetLocalNeighborhoodValueAndDerivative (const PointType &, MeasureType &, LocalDerivativeType &, const PixelType &pixel) const=0
 
const VirtualPointSetTypeGetVirtualTransformedPointSet () const
 
void Initialize () override
 
bool SupportsArbitraryVirtualDomainSamples () const override
 
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 FixedTransformTypeGetFixedTransform () const
 
virtual FixedTransformTypeGetModifiableFixedTransform ()
 
virtual MovingTransformTypeGetModifiableMovingTransform ()
 
virtual VirtualImageTypeGetModifiableVirtualImage ()
 
virtual const MovingTransformTypeGetMovingTransform () const
 
NumberOfParametersType GetNumberOfLocalParameters () const override
 
NumberOfParametersType GetNumberOfParameters () const override
 
virtual SizeValueType GetNumberOfValidPoints () const
 
const ParametersTypeGetParameters () const override
 
const MovingTransformTypeGetTransform ()
 
VirtualDirectionType GetVirtualDirection () const
 
virtual const TimeStampGetVirtualDomainTimeStamp () const
 
virtual const VirtualImageTypeGetVirtualImage () const
 
VirtualOriginType GetVirtualOrigin () const
 
const VirtualRegionTypeGetVirtualRegion () 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, TInternalComputationValueType factor) override
 
bool IsInsideVirtualDomain (const VirtualPointType &point) const
 
bool IsInsideVirtualDomain (const VirtualIndexType &index) const
 
- Public Member Functions inherited from itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >
virtual const ObjectTypeGetFixedObject () const
 
virtual const ObjectTypeGetMovingObject () const
 
virtual void SetGradientSource (GradientSourceEnum _arg)
 
virtual GradientSourceEnum GetGradientSource () const
 
bool GetGradientSourceIncludesFixed () const
 
bool GetGradientSourceIncludesMoving () const
 
MeasureType GetCurrentValue () 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
 
unsigned long AddObserver (const EventObject &event, std::function< void(const EventObject &)> function) const
 
LightObject::Pointer CreateAnother () const override
 
virtual void DebugOff () const
 
virtual void DebugOn () const
 
CommandGetCommand (unsigned long tag)
 
bool GetDebug () const
 
MetaDataDictionaryGetMetaDataDictionary ()
 
const MetaDataDictionaryGetMetaDataDictionary () const
 
virtual ModifiedTimeType GetMTime () const
 
virtual const TimeStampGetTimeStamp () 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 noexcept override
 
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
 
bool RequiresFixedPointsLocator () const override
 
bool RequiresMovingPointsLocator () const override
 
 ~JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4 () override=default
 
- Protected Member Functions inherited from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >
 PointSetToPointSetMetricv4 ()
 
 ~PointSetToPointSetMetricv4 () override=default
 
void PrintSelf (std::ostream &os, Indent indent) const override
 
virtual void InitializePointSets () const
 
virtual void InitializeForIteration () const
 
virtual SizeValueType CalculateNumberOfValidFixedPoints () const
 
void CalculateValueAndDerivative (MeasureType &value, DerivativeType &derivative, bool calculateValue) const
 
void TransformFixedAndCreateVirtualPointSet () const
 
void TransformMovingPointSet () const
 
void InitializePointsLocators () const
 
void StorePointDerivative (const VirtualPointType &, const DerivativeType &, DerivativeType &) const
 
MetricCategoryType GetMetricCategory () const override
 
- Protected Member Functions inherited from itk::ObjectToObjectMetric< TPointSet ::PointDimension, TPointSet ::PointDimension, Image< TInternalComputationValueType, TPointSet ::PointDimension >, TInternalComputationValueType >
 ObjectToObjectMetric ()
 
 ~ObjectToObjectMetric () override=default
 
virtual void VerifyDisplacementFieldSizeAndPhysicalSpace ()
 
bool TransformPhysicalPointToVirtualIndex (const VirtualPointType &, VirtualIndexType &) const
 
void TransformVirtualIndexToPhysicalPoint (const VirtualIndexType &, VirtualPointType &) const
 
const MovingDisplacementFieldTransformTypeGetMovingDisplacementFieldTransform () const
 
bool VerifyNumberOfValidPoints (MeasureType &value, DerivativeType &derivative) const
 
- 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 ()
 
 ~Object () override
 
bool PrintObservers (std::ostream &os, Indent indent) const
 
virtual void SetTimeStamp (const TimeStamp &time)
 
- 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 >
FixedPointSetType::ConstPointer m_FixedPointSet
 
FixedTransformedPointSetType::Pointer m_FixedTransformedPointSet
 
PointsLocatorType::Pointer m_FixedTransformedPointsLocator
 
MovingPointSetType::ConstPointer m_MovingPointSet
 
MovingTransformedPointSetType::Pointer m_MovingTransformedPointSet
 
PointsLocatorType::Pointer m_MovingTransformedPointsLocator
 
VirtualPointSetPointer m_VirtualTransformedPointSet
 
bool m_UsePointSetData
 
bool m_CalculateValueAndDerivativeInTangentSpace
 
- Protected Attributes inherited from itk::ObjectToObjectMetric< TPointSet ::PointDimension, TPointSet ::PointDimension, Image< TInternalComputationValueType, TPointSet ::PointDimension >, TInternalComputationValueType >
FixedTransformPointer m_FixedTransform
 
MovingTransformPointer m_MovingTransform
 
VirtualImagePointer m_VirtualImage
 
bool m_UserHasSetVirtualDomain
 
SizeValueType m_NumberOfValidPoints
 
- Protected Attributes inherited from itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >
ObjectConstPointer m_FixedObject
 
ObjectConstPointer m_MovingObject
 
GradientSourceEnum m_GradientSource
 
MeasureType m_Value
 
- Protected Attributes inherited from itk::LightObject
std::atomic< int > m_ReferenceCount
 

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 72 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

Member Typedef Documentation

◆ ConstPointer

template<typename TPointSet , class TInternalComputationValueType = double>
using itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::ConstPointer = SmartPointer<const Self>

◆ CoordRepType

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

◆ DensityFunctionPointer

template<typename TPointSet , class TInternalComputationValueType = double>
using itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::DensityFunctionPointer = typename DensityFunctionType::Pointer

◆ DensityFunctionType

template<typename TPointSet , class TInternalComputationValueType = double>
using itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::DensityFunctionType = ManifoldParzenWindowsPointSetFunction<PointSetType, RealType>

Other typedefs

Definition at line 117 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

◆ DerivativeType

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

◆ DerivativeValueType

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

◆ FixedTransformJacobianType

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

◆ GaussianType

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

◆ JacobianType

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

◆ LocalDerivativeType

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

◆ MeasureType

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

Types transferred from the base class

Definition at line 97 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

◆ MovingTransformJacobianType

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

◆ NeighborsIdentifierType

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

◆ NumberOfParametersType

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

◆ PixelType

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

◆ Pointer

template<typename TPointSet , class TInternalComputationValueType = double>
using itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::Pointer = SmartPointer<Self>

◆ PointIdentifier

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

◆ PointsContainer

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

◆ PointsContainerConstIterator

template<typename TPointSet , class TInternalComputationValueType = double>
using itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::PointsContainerConstIterator = typename PointsContainer::ConstIterator

◆ PointSetType

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

◆ PointType

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

◆ RealType

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

◆ Self

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

Standard class type aliases.

Definition at line 79 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

◆ Superclass

template<typename TPointSet , class TInternalComputationValueType = double>
using itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::Superclass = PointSetToPointSetMetricv4<TPointSet, TPointSet, TInternalComputationValueType>

Constructor & Destructor Documentation

◆ JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4()

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

◆ ~JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4()

template<typename TPointSet , class TInternalComputationValueType = double>
itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::~JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4 ( )
overrideprotecteddefault

Member Function Documentation

◆ ComputeValueAndDerivative()

template<typename TPointSet , class TInternalComputationValueType = double>
void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::ComputeValueAndDerivative ( const PointType samplePoint,
MeasureType value,
LocalDerivativeType derivativeReturn,
bool  calcValue,
bool  calcDerivative 
) const
protected

◆ GetAlpha()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual RealType itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetAlpha ( ) const
virtual

Get the alpha parameter used to tune the point-set metric.

◆ GetCovarianceKNeighborhood()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual unsigned int itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetCovarianceKNeighborhood ( ) const
virtual

Get the size of the covariance neighborhood used to construct the anisotropic covariances. Only relevant if m_UseAnisotropicCovariances = true. Default = 5.

◆ GetEvaluationKNeighborhood()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual unsigned int itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetEvaluationKNeighborhood ( ) const
virtual

Get the neighborhood size used to evaluate the measurement at each point. Default = 50.

◆ GetKernelSigma()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual RealType itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetKernelSigma ( ) const
virtual

Get the noise kernel sigma for the anisotropic covariances.

◆ GetLocalNeighborhoodValue()

template<typename TPointSet , class TInternalComputationValueType = double>
MeasureType itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetLocalNeighborhoodValue ( const PointType point,
const PixelType pixel = 0 
) const
override

◆ GetLocalNeighborhoodValueAndDerivative()

template<typename TPointSet , class TInternalComputationValueType = double>
void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetLocalNeighborhoodValueAndDerivative ( const PointType ,
MeasureType ,
LocalDerivativeType ,
const PixelType pixel = 0 
) const
override

◆ GetNameOfClass()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual const char* itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetNameOfClass ( ) const
virtual

Run-time type information (and related methods)

Reimplemented from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >.

◆ GetPointSetSigma()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual RealType itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetPointSetSigma ( ) const
virtual

Get the point set sigma function

◆ GetUseAnisotropicCovariances()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual bool itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::GetUseAnisotropicCovariances ( ) const
virtual

Get whether or not anisotropic covariances are determined for each Gaussian. Default = false.

◆ Initialize()

template<typename TPointSet , class TInternalComputationValueType = double>
void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::Initialize ( )
overridevirtual

Initialize the Metric by making sure that all the components are present and plugged together correctly

Implements itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >.

◆ InternalClone()

template<typename TPointSet , class TInternalComputationValueType = double>
LightObject::Pointer itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::InternalClone ( ) const
overridevirtual

Clone method will clone the existing instance of this type, including its internal member variables.

Reimplemented from itk::LightObject.

◆ New()

template<typename TPointSet , class TInternalComputationValueType = double>
static Pointer itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::New ( )
static

Method for creation through the object factory.

◆ PrintSelf()

template<typename TPointSet , class TInternalComputationValueType = double>
void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::PrintSelf ( std::ostream &  os,
Indent  indent 
) const
overrideprotectedvirtual

Type to represent the number of parameters that are being optimized at any given iteration of the optimizer.

Reimplemented from itk::ObjectToObjectMetricBaseTemplate< TInternalComputationValueType >.

◆ RequiresFixedPointsLocator()

template<typename TPointSet , class TInternalComputationValueType = double>
bool itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::RequiresFixedPointsLocator ( ) const
inlineoverrideprotectedvirtual

Holds the fixed points after transformation into virtual domain.

Reimplemented from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >.

Definition at line 237 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

◆ RequiresMovingPointsLocator()

template<typename TPointSet , class TInternalComputationValueType = double>
bool itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::RequiresMovingPointsLocator ( ) const
inlineoverrideprotectedvirtual

Holds the fixed points after transformation into virtual domain.

Reimplemented from itk::PointSetToPointSetMetricv4< TPointSet, TPointSet, TInternalComputationValueType >.

Definition at line 243 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

◆ SetAlpha()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::SetAlpha ( RealType  _arg)
virtual

Set the alpha parameter used to tune the point-set metric from a maximum-likelihood measure (alpha = 1) to the more robust L2 solution (alpha = 2). Typically, "robustness" is associated with performance in the presence of uniform noise but in most applications the noise will be highly correlated with the point sets, therefore an alpha value close to 1, in general, provides better performance. Only values between 1 and 2 are convex.

◆ SetCovarianceKNeighborhood()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::SetCovarianceKNeighborhood ( unsigned int  _arg)
virtual

Set the size of the covariance neighborhood used to construct the anisotropic covariances. Only relevant if m_UseAnisotropicCovariances = true. Default = 5.

◆ SetEvaluationKNeighborhood()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::SetEvaluationKNeighborhood ( unsigned int  _arg)
virtual

Set the neighborhood size used to evaluate the measurement at each point. Default = 50.

◆ SetKernelSigma()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::SetKernelSigma ( RealType  _arg)
virtual

Set the size of the noise kernel used to construct each covariance image. To avoid the case where the local point set structure would result in a degenerate covariance matrix, a small amount of noise is added along the diagonal represented by this variable. Only relevant if m_UseAnisotropicCovariances = true. Default = 10.0.

◆ SetPointSetSigma()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::SetPointSetSigma ( RealType  _arg)
virtual

Each point is associated with a Gaussian characterized by m_PointSetSigma which provides a sense of scale for determining the similarity between two point sets. Default = 1.0.

◆ SetUseAnisotropicCovariances()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::SetUseAnisotropicCovariances ( bool  _arg)
virtual

Set whether or not anisotropic covariances are determined for each Gaussian. Default = false.

◆ UseAnisotropicCovariancesOff()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::UseAnisotropicCovariancesOff ( )
virtual

◆ UseAnisotropicCovariancesOn()

template<typename TPointSet , class TInternalComputationValueType = double>
virtual void itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::UseAnisotropicCovariancesOn ( )
virtual

Get/set whether or not anisotropic covariances are determined for each Gaussian. Default = false.

Member Data Documentation

◆ m_Alpha

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

◆ m_CovarianceKNeighborhood

template<typename TPointSet , class TInternalComputationValueType = double>
unsigned int itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::m_CovarianceKNeighborhood
private

◆ m_EvaluationKNeighborhood

template<typename TPointSet , class TInternalComputationValueType = double>
unsigned int itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::m_EvaluationKNeighborhood
private

◆ m_KernelSigma

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

◆ m_MovingDensityFunction

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

◆ m_PointSetSigma

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

◆ m_Prefactor0

template<typename TPointSet , class TInternalComputationValueType = double>
RealType itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::m_Prefactor0
mutableprivate

◆ m_Prefactor1

template<typename TPointSet , class TInternalComputationValueType = double>
RealType itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::m_Prefactor1
mutableprivate

◆ m_TotalNumberOfPoints

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

Precomputed cached values

Definition at line 261 of file itkJensenHavrdaCharvatTsallisPointSetToPointSetMetricv4.h.

◆ m_UseAnisotropicCovariances

template<typename TPointSet , class TInternalComputationValueType = double>
bool itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::m_UseAnisotropicCovariances { false }
private

◆ PointDimension

template<typename TPointSet , class TInternalComputationValueType = double>
constexpr unsigned int itk::JensenHavrdaCharvatTsallisPointSetToPointSetMetricv4< TPointSet, TInternalComputationValueType >::PointDimension = TPointSet::PointDimension
staticconstexpr

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