itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage > Class Template Reference

#include <itkKNNGraphAlphaMutualInformationImageToImageMetric.h>

Detailed Description

template<class TFixedImage, class TMovingImage>
class itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >

Computes similarity between two images to be registered.

This metric computes the alpha-Mutual Information (aMI) between two multi-channeled data sets. Said otherwise, given two sets of features, the aMI between them is calculated. Since for higher dimensional aMI it is infeasible to compute high dimensional joint histograms, here we adopt a framework based on the length of certain graphs, see Neemuchwala. Specifically, we use the k-Nearest Neighbour (kNN) graph, using an implementation provided by the Approximate Nearest Neighbour (ANN) software package.

Note that the feature image are given beforehand, and that values are calculated by interpolation on the transformed point. For some features, it would be better (but slower) to first apply the transform on the image and then recalculate the feature.

All the technical details can be found in:
M. Staring, U.A. van der Heide, S. Klein, M.A. Viergever and J.P.W. Pluim, "Registration of Cervical MRI Using Multifeature Mutual Information," IEEE Transactions on Medical Imaging, vol. 28, no. 9, pp. 1412 - 1421, September 2009.

Definition at line 74 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

Inheritance diagram for itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >:

Public Types
using	ANNbdTreeType = ANNbdTree<ListSampleType>
using	ANNBruteForceTreeType = ANNBruteForceTree<ListSampleType>
using	ANNFixedRadiusTreeSearchType = ANNFixedRadiusTreeSearch<ListSampleType>
using	ANNkDTreeType = ANNkDTree<ListSampleType>
using	ANNPriorityTreeSearchType = ANNPriorityTreeSearch<ListSampleType>
using	ANNStandardTreeSearchType = ANNStandardTreeSearch<ListSampleType>
using	BinaryKNNTreePointer = typename BinaryKNNTreeType::Pointer
using	BinaryKNNTreeSearchPointer = typename BinaryKNNTreeSearchType::Pointer
using	BinaryKNNTreeSearchType = BinaryTreeSearchBase<ListSampleType>
using	BinaryKNNTreeType = BinaryTreeBase<ListSampleType>
using	ConstPointer = SmartPointer<const Self>
using	DistanceArrayType = typename BinaryKNNTreeSearchType::DistanceArrayType
using	FixedImageInterpolatorVectorType
using	FixedImageMaskPointer
using	FixedImageMaskType
using	FixedImageMaskVectorType
using	FixedImageRegionVectorType
using	FixedImageVectorType
using	IndexArrayType = typename BinaryKNNTreeSearchType::IndexArrayType
using	InterpolatorVectorType
using	ListSamplePointer = typename ListSampleType::Pointer
using	ListSampleType = typename Statistics::ListSampleCArray<MeasurementVectorType, double>
using	MeasurementVectorType = Array<double>
using	MeasurementVectorValueType = typename MeasurementVectorType::ValueType
using	MovingImageMaskPointer
using	MovingImageMaskType
using	MovingImageMaskVectorType
using	MovingImageVectorType
using	Pointer = SmartPointer<Self>
using	Self = KNNGraphAlphaMutualInformationImageToImageMetric
using	Superclass = MultiInputImageToImageMetricBase<TFixedImage, TMovingImage>
using	TransformJacobianValueType = typename TransformJacobianType::ValueType
Public Types inherited from itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >
using	ConstPointer = SmartPointer<const Self>
using	FixedImageInterpolatorPointer = typename FixedImageInterpolatorType::Pointer
using	FixedImageInterpolatorType = InterpolateImageFunction<FixedImageType, CoordinateRepresentationType>
using	FixedImageInterpolatorVectorType = std::vector<FixedImageInterpolatorPointer>
using	FixedImageMaskConstPointer
using	FixedImageMaskPointer
using	FixedImageMaskType
using	FixedImageMaskVectorType = std::vector<FixedImageMaskConstPointer>
using	FixedImagePointer
using	FixedImageRegionVectorType = std::vector<FixedImageRegionType>
using	FixedImageVectorType = std::vector<FixedImageConstPointer>
using	InterpolatorVectorType = std::vector<InterpolatorPointer>
using	MovingImageMaskConstPointer
using	MovingImageMaskPointer
using	MovingImageMaskType
using	MovingImageMaskVectorType = std::vector<MovingImageMaskConstPointer>
using	MovingImagePointer
using	MovingImageVectorType = std::vector<MovingImageConstPointer>
using	Pointer = SmartPointer<Self>
using	Self = MultiInputImageToImageMetricBase
using	Superclass = AdvancedImageToImageMetric<TFixedImage, TMovingImage>
Public Types inherited from itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >
using	AdvancedTransformType = AdvancedTransform<ScalarType, FixedImageDimension, MovingImageDimension>
using	BSplineOrder1TransformPointer = typename BSplineOrder1TransformType::Pointer
using	BSplineOrder1TransformType = AdvancedBSplineDeformableTransform<ScalarType, FixedImageDimension, 1>
using	BSplineOrder2TransformPointer = typename BSplineOrder2TransformType::Pointer
using	BSplineOrder2TransformType = AdvancedBSplineDeformableTransform<ScalarType, FixedImageDimension, 2>
using	BSplineOrder3TransformPointer = typename BSplineOrder3TransformType::Pointer
using	BSplineOrder3TransformType = AdvancedBSplineDeformableTransform<ScalarType, FixedImageDimension, 3>
using	CombinationTransformType = AdvancedCombinationTransform<ScalarType, FixedImageDimension>
using	ConstPointer = SmartPointer<const Self>
using	DerivativeValueType = typename DerivativeType::ValueType
using	FixedImageLimiterOutputType = typename FixedImageLimiterType::OutputType
using	FixedImageLimiterPointer = typename FixedImageLimiterType::Pointer
using	FixedImageLimiterType = LimiterFunctionBase<RealType, FixedImageDimension>
using	FixedImageMaskConstPointer = SmartPointer<const FixedImageMaskType>
using	FixedImageMaskPointer = SmartPointer<FixedImageMaskType>
using	FixedImageMaskType = ImageMaskSpatialObject<Self::FixedImageDimension>
using	FixedImagePixelType = typename FixedImageType::PixelType
using	FixedImagePointer = typename FixedImageType::Pointer
using	ImageSampleContainerPointer = typename ImageSamplerType::OutputVectorContainerPointer
using	ImageSampleContainerType = typename ImageSamplerType::OutputVectorContainerType
using	ImageSamplerPointer = typename ImageSamplerType::Pointer
using	ImageSamplerType = ImageSamplerBase<FixedImageType>
using	MovingImageDerivativeScalesType = FixedArray<double, Self::MovingImageDimension>
using	MovingImageLimiterOutputType = typename MovingImageLimiterType::OutputType
using	MovingImageLimiterPointer = typename MovingImageLimiterType::Pointer
using	MovingImageLimiterType = LimiterFunctionBase<RealType, MovingImageDimension>
using	MovingImageMaskConstPointer = SmartPointer<const MovingImageMaskType>
using	MovingImageMaskPointer = SmartPointer<MovingImageMaskType>
using	MovingImageMaskType = ImageMaskSpatialObject<Self::MovingImageDimension>
using	MovingImagePointer = typename MovingImageType::Pointer
using	MovingImageRegionType = typename MovingImageType::RegionType
using	NumberOfParametersType = typename AdvancedTransformType::NumberOfParametersType
using	Pointer = SmartPointer<Self>
using	ScalarType = typename TransformType::ScalarType
using	Self = AdvancedImageToImageMetric
using	Superclass = ImageToImageMetric<TFixedImage, TMovingImage>
using	ThreadInfoType = MultiThreaderBase::WorkUnitInfo

Public Member Functions
virtual const double &	GetAlpha ()
virtual const double &	GetAvoidDivisionBy ()
virtual const char *	GetClassName () const
void	GetDerivative (const TransformParametersType &parameters, DerivativeType &Derivative) const override
MeasureType	GetValue (const TransformParametersType &parameters) const override
void	GetValueAndDerivative (const TransformParametersType &parameters, MeasureType &Value, DerivativeType &Derivative) const override
void	Initialize () override
	ITK_DISALLOW_COPY_AND_MOVE (KNNGraphAlphaMutualInformationImageToImageMetric)
	itkStaticConstMacro (FixedImageDimension, unsigned int, FixedImageType::ImageDimension)
	itkStaticConstMacro (MovingImageDimension, unsigned int, MovingImageType::ImageDimension)
virtual void	SetAlpha (double _arg)
void	SetANNbdTree (unsigned int bucketSize, std::string splittingRule, std::string shrinkingRule)
void	SetANNbdTree (unsigned int bucketSize, std::string splittingRuleFixed, std::string splittingRuleMoving, std::string splittingRuleJoint, std::string shrinkingRuleFixed, std::string shrinkingRuleMoving, std::string shrinkingRuleJoint)
void	SetANNBruteForceTree ()
void	SetANNFixedRadiusTreeSearch (unsigned int kNearestNeighbors, double errorBound, double squaredRadius)
void	SetANNkDTree (unsigned int bucketSize, std::string splittingRule)
void	SetANNkDTree (unsigned int bucketSize, std::string splittingRuleFixed, std::string splittingRuleMoving, std::string splittingRuleJoint)
void	SetANNPriorityTreeSearch (unsigned int kNearestNeighbors, double errorBound)
void	SetANNStandardTreeSearch (unsigned int kNearestNeighbors, double errorBound)
virtual void	SetAvoidDivisionBy (double _arg)
Public Member Functions inherited from itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >
const FixedImageType *	GetFixedImage () const override
virtual const FixedImageType *	GetFixedImage (unsigned int pos) const
virtual FixedImageInterpolatorType *	GetFixedImageInterpolator () const
virtual FixedImageInterpolatorType *	GetFixedImageInterpolator (unsigned int pos) const
const FixedImageMaskType *	GetFixedImageMask () const override
virtual const FixedImageMaskType *	GetFixedImageMask (unsigned int pos) const
const FixedImageRegionType &	GetFixedImageRegion () const override
virtual const FixedImageRegionType &	GetFixedImageRegion (unsigned int pos) const
const InterpolatorType *	GetInterpolator () const override
InterpolatorType *	GetInterpolator () override
virtual InterpolatorType *	GetInterpolator (unsigned int pos) const
virtual bool	GetInterpolatorsAreBSpline () const
const MovingImageType *	GetMovingImage () const override
virtual const MovingImageType *	GetMovingImage (unsigned int pos) const
const MovingImageMaskType *	GetMovingImageMask () const override
virtual const MovingImageMaskType *	GetMovingImageMask (unsigned int pos) const
virtual unsigned int	GetNumberOfFixedImageInterpolators () const
virtual unsigned int	GetNumberOfFixedImageMasks () const
virtual unsigned int	GetNumberOfFixedImageRegions () const
virtual unsigned int	GetNumberOfFixedImages () const
virtual unsigned int	GetNumberOfInterpolators () const
virtual unsigned int	GetNumberOfMovingImageMasks () const
virtual unsigned int	GetNumberOfMovingImages () const
void	Initialize () override
	ITK_DISALLOW_COPY_AND_MOVE (MultiInputImageToImageMetricBase)
	itkSetNumberOfMacro (FixedImage)
	itkSetNumberOfMacro (FixedImageInterpolator)
	itkSetNumberOfMacro (FixedImageMask)
	itkSetNumberOfMacro (FixedImageRegion)
	itkSetNumberOfMacro (Interpolator)
	itkSetNumberOfMacro (MovingImage)
	itkSetNumberOfMacro (MovingImageMask)
	itkStaticConstMacro (FixedImageDimension, unsigned int, TFixedImage::ImageDimension)
	itkStaticConstMacro (MovingImageDimension, unsigned int, TMovingImage::ImageDimension)
void	SetFixedImage (const FixedImageType *_arg) override
virtual void	SetFixedImage (const FixedImageType *_arg, unsigned int pos)
virtual void	SetFixedImageInterpolator (FixedImageInterpolatorType *_arg)
virtual void	SetFixedImageInterpolator (FixedImageInterpolatorType *_arg, unsigned int pos)
void	SetFixedImageMask (const FixedImageMaskType *_arg) override
virtual void	SetFixedImageMask (const FixedImageMaskType *_arg, unsigned int pos)
void	SetFixedImageRegion (const FixedImageRegionType _arg) override
virtual void	SetFixedImageRegion (const FixedImageRegionType _arg, unsigned int pos)
void	SetInterpolator (InterpolatorType *_arg) override
virtual void	SetInterpolator (InterpolatorType *_arg, unsigned int pos)
void	SetMovingImage (const MovingImageType *_arg) override
virtual void	SetMovingImage (const MovingImageType *_arg, unsigned int pos)
void	SetMovingImageMask (const MovingImageMaskType *_arg) override
virtual void	SetMovingImageMask (const MovingImageMaskType *_arg, unsigned int pos)
Public Member Functions inherited from itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >
virtual void	BeforeThreadedGetValueAndDerivative (const TransformParametersType &parameters) const
virtual const FixedImageLimiterType *	GetFixedImageLimiter ()
const FixedImageMaskType *	GetFixedImageMask () const override
virtual double	GetFixedLimitRangeRatio () const
ImageSamplerType *	GetImageSampler () const
virtual const MovingImageDerivativeScalesType &	GetMovingImageDerivativeScales ()
virtual const MovingImageLimiterType *	GetMovingImageLimiter ()
const MovingImageMaskType *	GetMovingImageMask () const override
virtual double	GetMovingLimitRangeRatio () const
virtual double	GetRequiredRatioOfValidSamples () const
virtual bool	GetScaleGradientWithRespectToMovingImageOrientation () const
const AdvancedTransformType *	GetTransform () const override
AdvancedTransformType *	GetTransform () override
virtual bool	GetUseFixedImageLimiter () const
virtual bool	GetUseImageSampler () const
virtual const bool &	GetUseMetricSingleThreaded ()
virtual bool	GetUseMovingImageDerivativeScales () const
virtual bool	GetUseMovingImageLimiter () const
virtual const bool &	GetUseMultiThread ()
void	Initialize () override
	ITK_DISALLOW_COPY_AND_MOVE (AdvancedImageToImageMetric)
	itkStaticConstMacro (FixedImageDimension, unsigned int, TFixedImage::ImageDimension)
	itkStaticConstMacro (MovingImageDimension, unsigned int, TMovingImage::ImageDimension)
virtual void	SetFixedImageLimiter (FixedImageLimiterType *_arg)
virtual void	SetFixedLimitRangeRatio (double _arg)
virtual void	SetImageSampler (ImageSamplerType *_arg)
virtual void	SetMovingImageDerivativeScales (MovingImageDerivativeScalesType _arg)
virtual void	SetMovingImageLimiter (MovingImageLimiterType *_arg)
virtual void	SetMovingLimitRangeRatio (double _arg)
virtual void	SetRequiredRatioOfValidSamples (double _arg)
virtual void	SetScaleGradientWithRespectToMovingImageOrientation (bool _arg)
virtual void	SetTransform (AdvancedTransformType *arg)
virtual void	SetUseMetricSingleThreaded (bool _arg)
virtual void	SetUseMovingImageDerivativeScales (bool _arg)
virtual void	SetUseMultiThread (bool _arg)
virtual void	UseMetricSingleThreadedOff ()
virtual void	UseMetricSingleThreadedOn ()
virtual void	UseMultiThreadOff ()
virtual void	UseMultiThreadOn ()

Static Public Member Functions
static Pointer	New ()

Protected Member Functions
	KNNGraphAlphaMutualInformationImageToImageMetric ()
void	PrintSelf (std::ostream &os, Indent indent) const override
	~KNNGraphAlphaMutualInformationImageToImageMetric () override=default
Protected Member Functions inherited from itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >
virtual void	CheckForBSplineInterpolators ()
bool	EvaluateMovingImageValueAndDerivative (const MovingImagePointType &mappedPoint, RealType &movingImageValue, MovingImageDerivativeType *gradient) const override
void	InitializeImageSampler () override
bool	IsInsideMovingMask (const MovingImagePointType &mappedPoint) const override
	MultiInputImageToImageMetricBase ()=default
	~MultiInputImageToImageMetricBase () override=default
Protected Member Functions inherited from itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >
	AdvancedImageToImageMetric ()
virtual void	AfterThreadedGetValue (MeasureType &) const
virtual void	AfterThreadedGetValueAndDerivative (MeasureType &, DerivativeType &) const
void	CheckForAdvancedTransform ()
void	CheckForBSplineInterpolator ()
void	CheckForBSplineTransform () const
void	CheckNumberOfSamples (unsigned long wanted, unsigned long found) const
bool	EvaluateTransformJacobian (const FixedImagePointType &fixedImagePoint, TransformJacobianType &jacobian, NonZeroJacobianIndicesType &nzji) const
virtual void	EvaluateTransformJacobianInnerProduct (const TransformJacobianType &jacobian, const MovingImageDerivativeType &movingImageDerivative, DerivativeType &imageJacobian) const
bool	FastEvaluateMovingImageValueAndDerivative (const MovingImagePointType &mappedPoint, RealType &movingImageValue, MovingImageDerivativeType *gradient, const ThreadIdType threadId) const
void	InitializeLimiters ()
virtual void	InitializeThreadingParameters () const
	itkAlignedTypedef (ITK_CACHE_LINE_ALIGNMENT, PaddedGetValueAndDerivativePerThreadStruct, AlignedGetValueAndDerivativePerThreadStruct)
	itkPadStruct (ITK_CACHE_LINE_ALIGNMENT, GetValueAndDerivativePerThreadStruct, PaddedGetValueAndDerivativePerThreadStruct)
void	LaunchGetValueAndDerivativeThreaderCallback () const
void	LaunchGetValueThreaderCallback () const
void	PrintSelf (std::ostream &os, Indent indent) const override
void	SetFixedImageMask (const typename Superclass::FixedImageMaskType *) final
void	SetFixedImageMask (typename Superclass::FixedImageMaskType *) final
void	SetMovingImageMask (const typename Superclass::MovingImageMaskType *) final
void	SetMovingImageMask (typename Superclass::MovingImageMaskType *) final
virtual void	SetUseFixedImageLimiter (bool _arg)
virtual void	SetUseImageSampler (bool _arg)
virtual void	SetUseMovingImageLimiter (bool _arg)
virtual void	ThreadedGetValue (ThreadIdType) const
virtual void	ThreadedGetValueAndDerivative (ThreadIdType) const
MovingImagePointType	TransformPoint (const FixedImagePointType &fixedImagePoint) const
	~AdvancedImageToImageMetric () override=default

Protected Attributes
double	m_Alpha { 0.99 }
double	m_AvoidDivisionBy { 1e-10 }
BinaryKNNTreePointer	m_BinaryKNNTreeFixed { nullptr }
BinaryKNNTreePointer	m_BinaryKNNTreeJoint { nullptr }
BinaryKNNTreePointer	m_BinaryKNNTreeMoving { nullptr }
BinaryKNNTreeSearchPointer	m_BinaryKNNTreeSearcherFixed { nullptr }
BinaryKNNTreeSearchPointer	m_BinaryKNNTreeSearcherJoint { nullptr }
BinaryKNNTreeSearchPointer	m_BinaryKNNTreeSearcherMoving { nullptr }
Protected Attributes inherited from itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >
BSplineInterpolatorVectorType	m_BSplineInterpolatorVector {}
FixedImageInterpolatorVectorType	m_FixedImageInterpolatorVector {}
FixedImageMaskVectorType	m_FixedImageMaskVector {}
FixedImageRegionVectorType	m_FixedImageRegionVector {}
FixedImageVectorType	m_FixedImageVector {}
bool	m_InterpolatorsAreBSpline { false }
InterpolatorVectorType	m_InterpolatorVector {}
MovingImageMaskVectorType	m_MovingImageMaskVector {}
MovingImageVectorType	m_MovingImageVector {}
Protected Attributes inherited from itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >
AdvancedTransformType::Pointer	m_AdvancedTransform { nullptr }
FixedImageLimiterOutputType	m_FixedImageMaxLimit { 1 }
FixedImageLimiterOutputType	m_FixedImageMinLimit { 0 }
FixedImagePixelType	m_FixedImageTrueMax { 1 }
FixedImagePixelType	m_FixedImageTrueMin { 0 }
double	m_FixedLimitRangeRatio { 0.01 }
std::unique_ptr< AlignedGetValueAndDerivativePerThreadStruct[]>	m_GetValueAndDerivativePerThreadVariables
ThreadIdType	m_GetValueAndDerivativePerThreadVariablesSize { 0 }
ImageSamplerPointer	m_ImageSampler { nullptr }
MovingImageLimiterOutputType	m_MovingImageMaxLimit { 1 }
MovingImageLimiterOutputType	m_MovingImageMinLimit { 0 }
MovingImagePixelType	m_MovingImageTrueMax { 1 }
MovingImagePixelType	m_MovingImageTrueMin { 0 }
double	m_MovingLimitRangeRatio { 0.01 }
MultiThreaderParameterType	m_ThreaderMetricParameters {}
bool	m_TransformIsBSpline { false }
bool	m_UseMetricSingleThreaded { true }
bool	m_UseMultiThread { false }

Private Types
using	MovingImageContinuousIndexType
using	MovingImageDerivativeType
using	MovingImagePointType
using	SpatialDerivativeContainerType = std::vector<SpatialDerivativeType>
using	SpatialDerivativeType = vnl_matrix<double>
using	TransformJacobianContainerType = std::vector<TransformJacobianType>
using	TransformJacobianIndicesContainerType = std::vector<NonZeroJacobianIndicesType>

Private Member Functions
void	ComputeListSampleValuesAndDerivativePlusJacobian (const ListSamplePointer &listSampleFixed, const ListSamplePointer &listSampleMoving, const ListSamplePointer &listSampleJoint, const bool doDerivative, TransformJacobianContainerType &jacobians, TransformJacobianIndicesContainerType &jacobiansIndices, SpatialDerivativeContainerType &spatialDerivatives) const
virtual void	EvaluateMovingFeatureImageDerivatives (const MovingImagePointType &mappedPoint, SpatialDerivativeType &featureGradients) const
virtual void	UpdateDerivativeOfGammas (const SpatialDerivativeType &D1sparse, const SpatialDerivativeType &D2sparse_M, const SpatialDerivativeType &D2sparse_J, const NonZeroJacobianIndicesType &D1indices, const NonZeroJacobianIndicesType &D2indices_M, const NonZeroJacobianIndicesType &D2indices_J, const MeasurementVectorType &diff_M, const MeasurementVectorType &diff_J, const MeasureType &distance_M, const MeasureType &distance_J, DerivativeType &dGamma_M, DerivativeType &dGamma_J) const

Additional Inherited Members
Protected Types inherited from itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >
using	BSplineInterpolatorPointer = typename BSplineInterpolatorType::Pointer
using	BSplineInterpolatorType
using	BSplineInterpolatorVectorType = std::vector<BSplineInterpolatorPointer>
using	MovingImageContinuousIndexType
using	MovingImageDerivativeType
using	MovingImageIndexType
using	MovingImagePointType
Protected Types inherited from itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >
using	BSplineInterpolatorFloatPointer = typename BSplineInterpolatorFloatType::Pointer
using	BSplineInterpolatorFloatType
using	BSplineInterpolatorPointer = typename BSplineInterpolatorType::Pointer
using	BSplineInterpolatorType
using	FixedImageIndexType = typename FixedImageType::IndexType
using	FixedImageIndexValueType = typename FixedImageIndexType::IndexValueType
using	FixedImagePointType = typename TransformType::InputPointType
using	LinearInterpolatorPointer = typename LinearInterpolatorType::Pointer
using	LinearInterpolatorType = AdvancedLinearInterpolateImageFunction<MovingImageType, CoordinateRepresentationType>
using	MovingImageContinuousIndexType = typename InterpolatorType::ContinuousIndexType
using	MovingImageDerivativeType = typename BSplineInterpolatorType::CovariantVectorType
using	MovingImageIndexType = typename MovingImageType::IndexType
using	MovingImagePointType = typename TransformType::OutputPointType
using	NonZeroJacobianIndicesType = typename AdvancedTransformType::NonZeroJacobianIndicesType
using	ReducedBSplineInterpolatorPointer = typename ReducedBSplineInterpolatorType::Pointer
using	ReducedBSplineInterpolatorType
Static Protected Member Functions inherited from itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >
static ITK_THREAD_RETURN_FUNCTION_CALL_CONVENTION	AccumulateDerivativesThreaderCallback (void *arg)
static ITK_THREAD_RETURN_FUNCTION_CALL_CONVENTION	GetValueAndDerivativeThreaderCallback (void *arg)
static ITK_THREAD_RETURN_FUNCTION_CALL_CONVENTION	GetValueThreaderCallback (void *arg)

Member Typedef Documentation

ANNbdTreeType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ANNbdTreeType = ANNbdTree<ListSampleType>

Definition at line 154 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

ANNBruteForceTreeType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ANNBruteForceTreeType = ANNBruteForceTree<ListSampleType>

Definition at line 155 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

ANNFixedRadiusTreeSearchType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ANNFixedRadiusTreeSearchType = ANNFixedRadiusTreeSearch<ListSampleType>

Definition at line 161 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

ANNkDTreeType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ANNkDTreeType = ANNkDTree<ListSampleType>

Definition at line 153 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

ANNPriorityTreeSearchType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ANNPriorityTreeSearchType = ANNPriorityTreeSearch<ListSampleType>

Definition at line 162 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

ANNStandardTreeSearchType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ANNStandardTreeSearchType = ANNStandardTreeSearch<ListSampleType>

Definition at line 160 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

BinaryKNNTreePointer

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::BinaryKNNTreePointer = typename BinaryKNNTreeType::Pointer

Definition at line 152 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

BinaryKNNTreeSearchPointer

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::BinaryKNNTreeSearchPointer = typename BinaryKNNTreeSearchType::Pointer

Definition at line 159 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

BinaryKNNTreeSearchType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::BinaryKNNTreeSearchType = BinaryTreeSearchBase<ListSampleType>

Typedefs for tree searchers.

Definition at line 158 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

BinaryKNNTreeType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::BinaryKNNTreeType = BinaryTreeBase<ListSampleType>

Typedefs for trees.

Definition at line 151 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

ConstPointer

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ConstPointer = SmartPointer<const Self>

Definition at line 84 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

DistanceArrayType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::DistanceArrayType = typename BinaryKNNTreeSearchType::DistanceArrayType

Definition at line 165 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

FixedImageInterpolatorVectorType

template<class TFixedImage , class TMovingImage >

using itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >::FixedImageInterpolatorVectorType

Definition at line 110 of file itkMultiInputImageToImageMetricBase.h.

FixedImageMaskPointer

template<class TFixedImage , class TMovingImage >

using itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >::FixedImageMaskPointer

Definition at line 91 of file itkAdvancedImageToImageMetric.h.

FixedImageMaskType

template<class TFixedImage , class TMovingImage >

using itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >::FixedImageMaskType

Definition at line 90 of file itkAdvancedImageToImageMetric.h.

FixedImageMaskVectorType

template<class TFixedImage , class TMovingImage >

using itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >::FixedImageMaskVectorType

Definition at line 105 of file itkMultiInputImageToImageMetricBase.h.

FixedImageRegionVectorType

template<class TFixedImage , class TMovingImage >

using itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >::FixedImageRegionVectorType

Definition at line 106 of file itkMultiInputImageToImageMetricBase.h.

FixedImageVectorType

template<class TFixedImage , class TMovingImage >

using itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >::FixedImageVectorType

Typedef's for storing multiple inputs.

Definition at line 104 of file itkMultiInputImageToImageMetricBase.h.

IndexArrayType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::IndexArrayType = typename BinaryKNNTreeSearchType::IndexArrayType

Definition at line 164 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

InterpolatorVectorType

template<class TFixedImage , class TMovingImage >

using itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >::InterpolatorVectorType

Definition at line 109 of file itkMultiInputImageToImageMetricBase.h.

ListSamplePointer

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ListSamplePointer = typename ListSampleType::Pointer

Definition at line 148 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

ListSampleType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ListSampleType = typename Statistics::ListSampleCArray<MeasurementVectorType, double>

Definition at line 147 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

MeasurementVectorType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::MeasurementVectorType = Array<double>

Typedefs for the samples.

Definition at line 145 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

MeasurementVectorValueType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::MeasurementVectorValueType = typename MeasurementVectorType::ValueType

Definition at line 146 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

MovingImageContinuousIndexType

template<class TFixedImage , class TMovingImage >

using itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >::MovingImageContinuousIndexType

private

Definition at line 367 of file itkAdvancedImageToImageMetric.h.

MovingImageDerivativeType

template<class TFixedImage , class TMovingImage >

using itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >::MovingImageDerivativeType

private

Definition at line 366 of file itkAdvancedImageToImageMetric.h.

MovingImageMaskPointer

template<class TFixedImage , class TMovingImage >

using itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >::MovingImageMaskPointer

Definition at line 94 of file itkAdvancedImageToImageMetric.h.

MovingImageMaskType

template<class TFixedImage , class TMovingImage >

using itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >::MovingImageMaskType

Definition at line 93 of file itkAdvancedImageToImageMetric.h.

MovingImageMaskVectorType

template<class TFixedImage , class TMovingImage >

using itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >::MovingImageMaskVectorType

Definition at line 108 of file itkMultiInputImageToImageMetricBase.h.

MovingImagePointType

template<class TFixedImage , class TMovingImage >

using itk::AdvancedImageToImageMetric< TFixedImage, TMovingImage >::MovingImagePointType

private

Definition at line 364 of file itkAdvancedImageToImageMetric.h.

MovingImageVectorType

template<class TFixedImage , class TMovingImage >

using itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >::MovingImageVectorType

Definition at line 107 of file itkMultiInputImageToImageMetricBase.h.

Pointer

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::Pointer = SmartPointer<Self>

Definition at line 83 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

Self

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::Self = KNNGraphAlphaMutualInformationImageToImageMetric

Standard itk.

Definition at line 81 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

SpatialDerivativeContainerType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SpatialDerivativeContainerType = std::vector<SpatialDerivativeType>

private

Definition at line 288 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

SpatialDerivativeType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SpatialDerivativeType = vnl_matrix<double>

private

Definition at line 287 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

Superclass

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::Superclass = MultiInputImageToImageMetricBase<TFixedImage, TMovingImage>

Definition at line 82 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

TransformJacobianContainerType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::TransformJacobianContainerType = std::vector<TransformJacobianType>

private

Definition at line 284 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

TransformJacobianIndicesContainerType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::TransformJacobianIndicesContainerType = std::vector<NonZeroJacobianIndicesType>

private

Definition at line 286 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

TransformJacobianValueType

template<class TFixedImage , class TMovingImage >

using itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::TransformJacobianValueType = typename TransformJacobianType::ValueType

Definition at line 168 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

Constructor & Destructor Documentation

KNNGraphAlphaMutualInformationImageToImageMetric()

template<class TFixedImage , class TMovingImage >

itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::KNNGraphAlphaMutualInformationImageToImageMetric ( )

protected

Constructor.

~KNNGraphAlphaMutualInformationImageToImageMetric()

template<class TFixedImage , class TMovingImage >

itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::~KNNGraphAlphaMutualInformationImageToImageMetric ( )

overrideprotecteddefault

Destructor.

Member Function Documentation

ComputeListSampleValuesAndDerivativePlusJacobian()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ComputeListSampleValuesAndDerivativePlusJacobian ( const ListSamplePointer & listSampleFixed, const ListSamplePointer & listSampleMoving, const ListSamplePointer & listSampleJoint, const bool doDerivative, TransformJacobianContainerType & jacobians, TransformJacobianIndicesContainerType & jacobiansIndices, SpatialDerivativeContainerType & spatialDerivatives ) const

private

This function takes the fixed image samples from the ImageSampler and puts them in the listSampleFixed, together with the fixed feature image samples. Also the corresponding moving image values and moving feature values are computed and put into listSampleMoving. The concatenation is put into listSampleJoint. If desired, i.e. if doDerivative is true, then also things needed to compute the derivative of the cost function to the transform parameters are computed:

• The sparse Jacobian of the transformation (dT/dmu).
• The spatial derivatives of the moving (feature) images (dm/dx).

EvaluateMovingFeatureImageDerivatives()

template<class TFixedImage , class TMovingImage >

virtual void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::EvaluateMovingFeatureImageDerivatives ( const MovingImagePointType & mappedPoint, SpatialDerivativeType & featureGradients ) const

privatevirtual

This function calculates the spatial derivative of the featureNr feature image at the point mappedPoint.

Todo

move this to base class.

GetAlpha()

template<class TFixedImage , class TMovingImage >

virtual const double & itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::GetAlpha ( )

virtual

Get alpha from alpha - mutual information.

GetAvoidDivisionBy()

template<class TFixedImage , class TMovingImage >

virtual const double & itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::GetAvoidDivisionBy ( )

virtual

Avoid division by a small number.

GetClassName()

template<class TFixedImage , class TMovingImage >

virtual const char * itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::GetClassName ( ) const

virtual

Run-time type information (and related methods).

Reimplemented from itk::MultiInputImageToImageMetricBase< TFixedImage, TMovingImage >.

Reimplemented in elastix::KNNGraphAlphaMutualInformationMetric< TElastix >.

GetDerivative()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::GetDerivative ( const TransformParametersType & parameters, DerivativeType & Derivative ) const

override

Get the derivatives of the match measure.

GetValue()

template<class TFixedImage , class TMovingImage >

MeasureType itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::GetValue ( const TransformParametersType & parameters ) const

override

Get the value for single valued optimizers.

GetValueAndDerivative()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::GetValueAndDerivative ( const TransformParametersType & parameters, MeasureType & Value, DerivativeType & Derivative ) const

override

Get value and derivatives for multiple valued optimizers.

Initialize()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::Initialize ( )

override

*** Standard metric stuff: *** Initialize the metric.

ITK_DISALLOW_COPY_AND_MOVE()

template<class TFixedImage , class TMovingImage >

itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::ITK_DISALLOW_COPY_AND_MOVE

(

KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >

)

itkStaticConstMacro() [1/2]

template<class TFixedImage , class TMovingImage >

itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::itkStaticConstMacro	(	FixedImageDimension	,
		unsigned int	,
		FixedImageType::ImageDimension	)

The fixed image dimension.

itkStaticConstMacro() [2/2]

template<class TFixedImage , class TMovingImage >

itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::itkStaticConstMacro	(	MovingImageDimension	,
		unsigned int	,
		MovingImageType::ImageDimension	)

New()

template<class TFixedImage , class TMovingImage >

static Pointer itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::New ( )

static

Method for creation through the object factory.

PrintSelf()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::PrintSelf ( std::ostream & os, Indent indent ) const

overrideprotected

PrintSelf.

SetAlpha()

template<class TFixedImage , class TMovingImage >

virtual void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetAlpha ( double _arg )

virtual

Set alpha from alpha - mutual information.

SetANNbdTree() [1/2]

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNbdTree	(	unsigned int	bucketSize,
		std::string	splittingRule,
		std::string	shrinkingRule )

Set ANNbdTree.

SetANNbdTree() [2/2]

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNbdTree	(	unsigned int	bucketSize,
		std::string	splittingRuleFixed,
		std::string	splittingRuleMoving,
		std::string	splittingRuleJoint,
		std::string	shrinkingRuleFixed,
		std::string	shrinkingRuleMoving,
		std::string	shrinkingRuleJoint )

Set ANNbdTree.

SetANNBruteForceTree()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNBruteForceTree

(

)

Set ANNBruteForceTree.

SetANNFixedRadiusTreeSearch()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNFixedRadiusTreeSearch	(	unsigned int	kNearestNeighbors,
		double	errorBound,
		double	squaredRadius )

Set ANNFixedRadiusTreeSearch.

SetANNkDTree() [1/2]

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNkDTree	(	unsigned int	bucketSize,
		std::string	splittingRule )

*** Set trees: *** Currently kd, bd, and brute force trees are supported. Set ANNkDTree.

SetANNkDTree() [2/2]

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNkDTree	(	unsigned int	bucketSize,
		std::string	splittingRuleFixed,
		std::string	splittingRuleMoving,
		std::string	splittingRuleJoint )

Set ANNkDTree.

SetANNPriorityTreeSearch()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNPriorityTreeSearch	(	unsigned int	kNearestNeighbors,
		double	errorBound )

Set ANNPriorityTreeSearch.

SetANNStandardTreeSearch()

template<class TFixedImage , class TMovingImage >

void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetANNStandardTreeSearch	(	unsigned int	kNearestNeighbors,
		double	errorBound )

*** Set tree searchers: *** Currently standard, fixed radius, and priority tree searchers are supported. Set ANNStandardTreeSearch.

SetAvoidDivisionBy()

template<class TFixedImage , class TMovingImage >

virtual void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::SetAvoidDivisionBy ( double _arg )

virtual

Avoid division by a small number.

UpdateDerivativeOfGammas()

template<class TFixedImage , class TMovingImage >

virtual void itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::UpdateDerivativeOfGammas ( const SpatialDerivativeType & D1sparse, const SpatialDerivativeType & D2sparse_M, const SpatialDerivativeType & D2sparse_J, const NonZeroJacobianIndicesType & D1indices, const NonZeroJacobianIndicesType & D2indices_M, const NonZeroJacobianIndicesType & D2indices_J, const MeasurementVectorType & diff_M, const MeasurementVectorType & diff_J, const MeasureType & distance_M, const MeasureType & distance_J, DerivativeType & dGamma_M, DerivativeType & dGamma_J ) const

privatevirtual

This function essentially computes D1 - D2, but also takes care of going from a sparse matrix (hence the indices) to a full sized matrix.

Field Documentation

m_Alpha

template<class TFixedImage , class TMovingImage >

double itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_Alpha { 0.99 }

protected

Definition at line 275 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

m_AvoidDivisionBy

template<class TFixedImage , class TMovingImage >

double itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_AvoidDivisionBy { 1e-10 }

protected

Definition at line 276 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

m_BinaryKNNTreeFixed

template<class TFixedImage , class TMovingImage >

BinaryKNNTreePointer itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_BinaryKNNTreeFixed { nullptr }

protected

Member variables.

Definition at line 267 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

m_BinaryKNNTreeJoint

template<class TFixedImage , class TMovingImage >

BinaryKNNTreePointer itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_BinaryKNNTreeJoint { nullptr }

protected

Definition at line 269 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

m_BinaryKNNTreeMoving

template<class TFixedImage , class TMovingImage >

BinaryKNNTreePointer itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_BinaryKNNTreeMoving { nullptr }

protected

Definition at line 268 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

m_BinaryKNNTreeSearcherFixed

template<class TFixedImage , class TMovingImage >

BinaryKNNTreeSearchPointer itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_BinaryKNNTreeSearcherFixed { nullptr }

protected

Definition at line 271 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

m_BinaryKNNTreeSearcherJoint

template<class TFixedImage , class TMovingImage >

BinaryKNNTreeSearchPointer itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_BinaryKNNTreeSearcherJoint { nullptr }

protected

Definition at line 273 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.

m_BinaryKNNTreeSearcherMoving

template<class TFixedImage , class TMovingImage >

BinaryKNNTreeSearchPointer itk::KNNGraphAlphaMutualInformationImageToImageMetric< TFixedImage, TMovingImage >::m_BinaryKNNTreeSearcherMoving { nullptr }

protected

Definition at line 272 of file itkKNNGraphAlphaMutualInformationImageToImageMetric.h.