#include <itkHistogramToTextureFeaturesFilter.h>

Detailed Description

template<typename THistogram>
class itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >

This class computes texture feature coefficients from a grey level co-occurrence matrix.

This class computes features that summarize image texture, given a grey level co-occurrence matrix (generated by a ScalarImageToCooccurrenceMatrixFilter or related class).

The features calculated are as follows (where \( g(i, j) \) is the element in cell i, j of a normalized GLCM):

"Energy" \( = f_1 = \sum_{i,j}g(i, j)^2 \)

"Entropy" \( = f_2 = -\sum_{i,j}g(i, j) \log_2 g(i, j)\), or 0 if \(g(i, j) = 0\)

"Correlation" \( = f_3 = \sum_{i,j}\frac{(i - \mu)(j - \mu)g(i, j)}{\sigma^2} \)

"Difference Moment" \(= f_4 = \sum_{i,j}\frac{1}{1 + (i - j)^2}g(i, j) \)

"Inertia" \( = f_5 = \sum_{i,j}(i - j)^2g(i, j) \) (sometimes called "contrast.")

"Cluster Shade" \( = f_6 = \sum_{i,j}((i - \mu) + (j - \mu))^3 g(i, j) \)

"Cluster Prominence" \( = f_7 = \sum_{i,j}((i - \mu) + (j - \mu))^4 g(i, j) \)

"Haralick's Correlation" \( = f_8 = \frac{\sum_{i,j}(i, j) g(i, j) -\mu_t^2}{\sigma_t^2} \) where \(\mu_t\) and \(\sigma_t\) are the mean and standard deviation of the row (or column, due to symmetry) sums.

Above, \( \mu = \) (weighted pixel average) \( = \sum_{i,j}i \cdot g(i, j) = \sum_{i,j}j \cdot g(i, j) \) (due to matrix symmetry), and

\( \sigma = \) (weighted pixel variance) \( = \sum_{i,j}(i - \mu)^2 \cdot g(i, j) = \sum_{i,j}(j - \mu)^2 \cdot g(i, j) \) (due to matrix symmetry)

A good texture feature set to use is the Conners, Trivedi and Harlow set: features 1, 2, 4, 5, 6, and 7. There is some correlation between the various features, so using all of them at the same time is not necessarily a good idea.

NOTA BENE: The input histogram will be forcibly normalized! This algorithm takes three passes through the input histogram if the histogram was already normalized, and four if not.

Web references:

http://www.cssip.uq.edu.au/meastex/www/algs/algs/algs.html https://www.ucalgary.ca/~mhallbey/texture/texture_tutorial.html

Print references:

Haralick, R.M., K. Shanmugam and I. Dinstein. 1973. Textural Features for Image Classification. IEEE Transactions on Systems, Man and Cybernetics. SMC-3(6):610-620.

Haralick, R.M. 1979. Statistical and Structural Approaches to Texture. Proceedings of the IEEE, 67:786-804.

R.W. Conners and C.A. Harlow. A Theoretical Comparison of Texture Algorithms. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2:204-222, 1980.

R.W. Conners, M.M. Trivedi, and C.A. Harlow. Segmentation of a High-Resolution Urban Scene using Texture Operators. Computer Vision, Graphics and Image Processing, 25:273-310, 1984.

See also: ScalarImageToCooccurrenceMatrixFilter; ScalarImageToTextureFeaturesFilter

Author: Zachary Pincus

Definition at line 133 of file itkHistogramToTextureFeaturesFilter.h.

Inheritance diagram for itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >:

Collaboration diagram for itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >:

Public Types
using	AbsoluteFrequencyType = typename HistogramType::AbsoluteFrequencyType

using	ConstPointer = SmartPointer< const Self >

using	DataObjectPointer = DataObject::Pointer

using	HistogramConstPointer = typename HistogramType::ConstPointer

using	HistogramPointer = typename HistogramType::Pointer

using	HistogramType = THistogram

using	IndexType = typename HistogramType::IndexType

using	MeasurementObjectType = SimpleDataObjectDecorator< MeasurementType >

using	MeasurementType = typename HistogramType::MeasurementType

using	MeasurementVectorType = typename HistogramType::MeasurementVectorType

using	Pointer = SmartPointer< Self >

using	RelativeFrequencyContainerType = std::vector< RelativeFrequencyType >

using	RelativeFrequencyType = typename HistogramType::RelativeFrequencyType

using	Self = HistogramToTextureFeaturesFilter

using	Superclass = ProcessObject

using	TextureFeatureEnum = HistogramToTextureFeaturesFilterEnums::TextureFeature

using	TotalAbsoluteFrequencyType = typename HistogramType::TotalAbsoluteFrequencyType

using	TotalRelativeFrequencyType = typename HistogramType::TotalRelativeFrequencyType

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

using	DataObjectIdentifierType = DataObject::DataObjectIdentifierType

using	DataObjectPointer = DataObject::Pointer

using	DataObjectPointerArray = std::vector< DataObjectPointer >

using	DataObjectPointerArraySizeType = DataObjectPointerArray::size_type

using	MultiThreaderType = MultiThreaderBase

using	NameArray = std::vector< DataObjectIdentifierType >

using	Pointer = SmartPointer< Self >

using	Self = ProcessObject

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
MeasurementType	GetClusterProminence () const

const MeasurementObjectType *	GetClusterProminenceOutput () const

MeasurementType	GetClusterShade () const

const MeasurementObjectType *	GetClusterShadeOutput () const

MeasurementType	GetCorrelation () const

const MeasurementObjectType *	GetCorrelationOutput () const

MeasurementType	GetEnergy () const

const MeasurementObjectType *	GetEnergyOutput () const

MeasurementType	GetEntropy () const

const MeasurementObjectType *	GetEntropyOutput () const

MeasurementType	GetFeature (TextureFeatureEnum feature)

MeasurementType	GetHaralickCorrelation () const

const MeasurementObjectType *	GetHaralickCorrelationOutput () const

MeasurementType	GetInertia () const

const MeasurementObjectType *	GetInertiaOutput () const

const HistogramType *	GetInput () const

MeasurementType	GetInverseDifferenceMoment () const

const MeasurementObjectType *	GetInverseDifferenceMomentOutput () const

const char *	GetNameOfClass () const override

void	SetInput (const HistogramType *histogram)

Public Member Functions inherited from itk::ProcessObject
virtual void	AbortGenerateDataOn ()

virtual void	EnlargeOutputRequestedRegion (DataObject *)

virtual const bool &	GetAbortGenerateData () const

DataObjectPointerArray	GetIndexedInputs ()

DataObjectPointerArray	GetIndexedOutputs ()

NameArray	GetInputNames () const

DataObjectPointerArray	GetInputs ()

MultiThreaderType *	GetMultiThreader () const

const char *	GetNameOfClass () const override

DataObjectPointerArraySizeType	GetNumberOfIndexedInputs () const

DataObjectPointerArraySizeType	GetNumberOfIndexedOutputs () const

DataObjectPointerArraySizeType	GetNumberOfInputs () const

DataObjectPointerArraySizeType	GetNumberOfOutputs () const

virtual DataObjectPointerArraySizeType	GetNumberOfValidRequiredInputs () const

NameArray	GetOutputNames () const

DataObjectPointerArray	GetOutputs ()

virtual float	GetProgress () const

NameArray	GetRequiredInputNames () const

bool	HasInput (const DataObjectIdentifierType &key) const

bool	HasOutput (const DataObjectIdentifierType &key) const

void	IncrementProgress (float increment)

virtual DataObjectPointer	MakeOutput (const DataObjectIdentifierType &)

virtual DataObjectPointer	MakeOutput (DataObjectPointerArraySizeType idx)

virtual void	PrepareOutputs ()

virtual void	PropagateRequestedRegion (DataObject *output)

virtual void	ResetPipeline ()

virtual void	SetAbortGenerateData (bool _arg)

void	SetMultiThreader (MultiThreaderType *threader)

virtual void	Update ()

virtual void	UpdateLargestPossibleRegion ()

virtual void	UpdateOutputData (DataObject *output)

virtual void	UpdateOutputInformation ()

void	UpdateProgress (float progress)

virtual void	SetReleaseDataFlag (bool val)

virtual bool	GetReleaseDataFlag () const

void	ReleaseDataFlagOn ()

void	ReleaseDataFlagOff ()

virtual void	SetReleaseDataBeforeUpdateFlag (bool _arg)

virtual const bool &	GetReleaseDataBeforeUpdateFlag () const

virtual void	ReleaseDataBeforeUpdateFlagOn ()

virtual void	SetNumberOfWorkUnits (ThreadIdType _arg)

virtual const ThreadIdType &	GetNumberOfWorkUnits () const

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

Command *	GetCommand (unsigned long tag)

bool	GetDebug () const

MetaDataDictionary &	GetMetaDataDictionary ()

const MetaDataDictionary &	GetMetaDataDictionary () const

virtual ModifiedTimeType	GetMTime () const

const char *	GetNameOfClass () const override

virtual const TimeStamp &	GetTimeStamp () const

bool	HasObserver (const EventObject &event) const

void	InvokeEvent (const EventObject &)

void	InvokeEvent (const EventObject &) const

virtual void	Modified () const

void	Register () const override

void	RemoveAllObservers ()

void	RemoveObserver (unsigned long tag)

void	SetDebug (bool debugFlag) const

void	SetReferenceCount (int) override

void	UnRegister () const 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
Pointer	Clone () const

virtual Pointer	CreateAnother () const

virtual void	Delete ()

virtual const char *	GetNameOfClass () const

virtual int	GetReferenceCount () const

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

virtual void	Register () const

virtual void	SetReferenceCount (int)

virtual void	UnRegister () const noexcept

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 val)

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

static Pointer	New ()

Protected Types
using	DataObjectPointerArraySizeType = ProcessObject::DataObjectPointerArraySizeType

Protected Member Functions
void	GenerateData () override

	HistogramToTextureFeaturesFilter ()

DataObjectPointer	MakeOutput (DataObjectPointerArraySizeType) override

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

	~HistogramToTextureFeaturesFilter () override=default

Protected Member Functions inherited from itk::ProcessObject
virtual void	AddInput (DataObject *input)

void	AddOptionalInputName (const DataObjectIdentifierType &)

void	AddOptionalInputName (const DataObjectIdentifierType &, DataObjectPointerArraySizeType idx)

virtual void	AddOutput (DataObject *output)

bool	AddRequiredInputName (const DataObjectIdentifierType &)

bool	AddRequiredInputName (const DataObjectIdentifierType &, DataObjectPointerArraySizeType idx)

virtual void	CacheInputReleaseDataFlags ()

virtual void	GenerateData ()

virtual void	GenerateInputRequestedRegion ()

virtual void	GenerateOutputInformation ()

virtual void	GenerateOutputRequestedRegion (DataObject *output)

DataObject *	GetInput (const DataObjectIdentifierType &key)

const DataObject *	GetInput (const DataObjectIdentifierType &key) const

virtual const DataObjectPointerArraySizeType &	GetNumberOfRequiredInputs () const

virtual const DataObjectPointerArraySizeType &	GetNumberOfRequiredOutputs () const

bool	IsIndexedInputName (const DataObjectIdentifierType &) const

bool	IsIndexedOutputName (const DataObjectIdentifierType &) const

bool	IsRequiredInputName (const DataObjectIdentifierType &) const

DataObjectPointerArraySizeType	MakeIndexFromInputName (const DataObjectIdentifierType &name) const

DataObjectPointerArraySizeType	MakeIndexFromOutputName (const DataObjectIdentifierType &name) const

DataObjectIdentifierType	MakeNameFromInputIndex (DataObjectPointerArraySizeType idx) const

DataObjectIdentifierType	MakeNameFromOutputIndex (DataObjectPointerArraySizeType idx) const

virtual void	PopBackInput ()

virtual void	PopFrontInput ()

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

	ProcessObject ()

virtual void	PropagateResetPipeline ()

virtual void	PushBackInput (const DataObject *input)

virtual void	PushFrontInput (const DataObject *input)

virtual void	ReleaseInputs ()

virtual void	RemoveInput (const DataObjectIdentifierType &key)

virtual void	RemoveInput (DataObjectPointerArraySizeType)

virtual void	RemoveOutput (const DataObjectIdentifierType &key)

virtual void	RemoveOutput (DataObjectPointerArraySizeType idx)

bool	RemoveRequiredInputName (const DataObjectIdentifierType &)

virtual void	RestoreInputReleaseDataFlags ()

virtual void	SetInput (const DataObjectIdentifierType &key, DataObject *input)

virtual void	SetNthInput (DataObjectPointerArraySizeType idx, DataObject *input)

virtual void	SetNthOutput (DataObjectPointerArraySizeType idx, DataObject *output)

void	SetNumberOfIndexedInputs (DataObjectPointerArraySizeType num)

void	SetNumberOfIndexedOutputs (DataObjectPointerArraySizeType num)

virtual void	SetNumberOfRequiredInputs (DataObjectPointerArraySizeType)

virtual void	SetNumberOfRequiredOutputs (DataObjectPointerArraySizeType _arg)

virtual void	SetOutput (const DataObjectIdentifierType &name, DataObject *output)

virtual void	SetPrimaryInput (DataObject *object)

virtual void	SetPrimaryOutput (DataObject *object)

void	SetRequiredInputNames (const NameArray &)

virtual void	VerifyInputInformation () ITKv5_CONST

virtual void	VerifyPreconditions () ITKv5_CONST

	~ProcessObject () override

DataObject *	GetInput (DataObjectPointerArraySizeType idx)

const DataObject *	GetInput (DataObjectPointerArraySizeType idx) const

DataObject *	GetPrimaryInput ()

const DataObject *	GetPrimaryInput () const

virtual void	SetPrimaryInputName (const DataObjectIdentifierType &key)

virtual const char *	GetPrimaryInputName () const

DataObject *	GetOutput (const DataObjectIdentifierType &key)

const DataObject *	GetOutput (const DataObjectIdentifierType &key) const

virtual void	SetPrimaryOutputName (const DataObjectIdentifierType &key)

virtual const char *	GetPrimaryOutputName () const

DataObject *	GetOutput (DataObjectPointerArraySizeType i)

const DataObject *	GetOutput (DataObjectPointerArraySizeType i) const

DataObject *	GetPrimaryOutput ()

const DataObject *	GetPrimaryOutput () const

virtual bool	GetThreaderUpdateProgress () const

virtual void	ThreaderUpdateProgressOn ()

virtual void	SetThreaderUpdateProgress (bool arg)

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

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

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

virtual void	SetTimeStamp (const TimeStamp &timeStamp)

	~Object () override

Protected Member Functions inherited from itk::LightObject
virtual LightObject::Pointer	InternalClone () const

	LightObject ()

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

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

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

virtual	~LightObject ()

Private Member Functions
void	ComputeMeansAndVariances (double &pixelMean, double &marginalMean, double &marginalDevSquared, double &pixelVariance)

Private Attributes
RelativeFrequencyContainerType	m_RelativeFrequencyContainer {}

Additional Inherited Members
Static Protected Member Functions inherited from itk::ProcessObject
static constexpr float	progressFixedToFloat (uint32_t fixed)

static uint32_t	progressFloatToFixed (float f)

Protected Attributes inherited from itk::ProcessObject
TimeStamp	m_OutputInformationMTime {}

bool	m_Updating {}

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

Member Typedef Documentation

◆ AbsoluteFrequencyType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::AbsoluteFrequencyType = typename HistogramType::AbsoluteFrequencyType

Definition at line 156 of file itkHistogramToTextureFeaturesFilter.h.

◆ ConstPointer

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::ConstPointer = SmartPointer<const Self>

Definition at line 142 of file itkHistogramToTextureFeaturesFilter.h.

◆ DataObjectPointer

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::DataObjectPointer = DataObject::Pointer

Smart Pointer type to a DataObject.

Definition at line 175 of file itkHistogramToTextureFeaturesFilter.h.

◆ DataObjectPointerArraySizeType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::DataObjectPointerArraySizeType = ProcessObject::DataObjectPointerArraySizeType

protected

Make a DataObject to be used for output output.

Definition at line 261 of file itkHistogramToTextureFeaturesFilter.h.

◆ HistogramConstPointer

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::HistogramConstPointer = typename HistogramType::ConstPointer

Definition at line 152 of file itkHistogramToTextureFeaturesFilter.h.

◆ HistogramPointer

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::HistogramPointer = typename HistogramType::Pointer

Definition at line 151 of file itkHistogramToTextureFeaturesFilter.h.

◆ HistogramType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::HistogramType = THistogram

Definition at line 150 of file itkHistogramToTextureFeaturesFilter.h.

◆ IndexType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::IndexType = typename HistogramType::IndexType

Definition at line 155 of file itkHistogramToTextureFeaturesFilter.h.

◆ MeasurementObjectType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::MeasurementObjectType = SimpleDataObjectDecorator<MeasurementType>

Type of DataObjects used for scalar outputs

Definition at line 178 of file itkHistogramToTextureFeaturesFilter.h.

◆ MeasurementType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::MeasurementType = typename HistogramType::MeasurementType

Definition at line 153 of file itkHistogramToTextureFeaturesFilter.h.

◆ MeasurementVectorType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::MeasurementVectorType = typename HistogramType::MeasurementVectorType

Definition at line 154 of file itkHistogramToTextureFeaturesFilter.h.

◆ Pointer

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::Pointer = SmartPointer<Self>

Definition at line 141 of file itkHistogramToTextureFeaturesFilter.h.

◆ RelativeFrequencyContainerType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::RelativeFrequencyContainerType = std::vector<RelativeFrequencyType>

Container to hold relative frequencies of the histogram

Definition at line 164 of file itkHistogramToTextureFeaturesFilter.h.

◆ RelativeFrequencyType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::RelativeFrequencyType = typename HistogramType::RelativeFrequencyType

Definition at line 157 of file itkHistogramToTextureFeaturesFilter.h.

◆ Self

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::Self = HistogramToTextureFeaturesFilter

Standard type alias

Definition at line 139 of file itkHistogramToTextureFeaturesFilter.h.

◆ Superclass

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::Superclass = ProcessObject

Definition at line 140 of file itkHistogramToTextureFeaturesFilter.h.

◆ TextureFeatureEnum

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::TextureFeatureEnum = HistogramToTextureFeaturesFilterEnums::TextureFeature

Definition at line 236 of file itkHistogramToTextureFeaturesFilter.h.

◆ TotalAbsoluteFrequencyType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::TotalAbsoluteFrequencyType = typename HistogramType::TotalAbsoluteFrequencyType

Definition at line 159 of file itkHistogramToTextureFeaturesFilter.h.

◆ TotalRelativeFrequencyType

template<typename THistogram >

using itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::TotalRelativeFrequencyType = typename HistogramType::TotalRelativeFrequencyType

Definition at line 161 of file itkHistogramToTextureFeaturesFilter.h.

Constructor & Destructor Documentation

◆ HistogramToTextureFeaturesFilter()

template<typename THistogram >

itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::HistogramToTextureFeaturesFilter ( )

protected

◆ ~HistogramToTextureFeaturesFilter()

template<typename THistogram >

itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::~HistogramToTextureFeaturesFilter ( )

overrideprotecteddefault

Member Function Documentation

◆ ComputeMeansAndVariances()

template<typename THistogram >

void itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::ComputeMeansAndVariances	(	double &	pixelMean,
		double &	marginalMean,
		double &	marginalDevSquared,
		double &	pixelVariance
	)

private

◆ GenerateData()

template<typename THistogram >

void itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GenerateData ( )

overrideprotectedvirtual

This method causes the filter to generate its output.

Reimplemented from itk::ProcessObject.

◆ GetClusterProminence()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetClusterProminence ( ) const

Return cluster prominence texture value.

◆ GetClusterProminenceOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetClusterProminenceOutput ( ) const

◆ GetClusterShade()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetClusterShade ( ) const

Return cluster shade texture value.

◆ GetClusterShadeOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetClusterShadeOutput ( ) const

◆ GetCorrelation()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetCorrelation ( ) const

return correlation texture value.

◆ GetCorrelationOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetCorrelationOutput ( ) const

◆ GetEnergy()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetEnergy ( ) const

Return energy texture value.

◆ GetEnergyOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetEnergyOutput ( ) const

◆ GetEntropy()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetEntropy ( ) const

Return entropy texture value.

◆ GetEntropyOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetEntropyOutput ( ) const

◆ GetFeature()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetFeature ( TextureFeatureEnum feature )

convenience method to access the texture values

◆ GetHaralickCorrelation()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetHaralickCorrelation ( ) const

Return Haralick correlation texture value.

◆ GetHaralickCorrelationOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetHaralickCorrelationOutput ( ) const

◆ GetInertia()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetInertia ( ) const

Return inertia texture value.

◆ GetInertiaOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetInertiaOutput ( ) const

◆ GetInput()

template<typename THistogram >

const HistogramType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetInput ( ) const

◆ GetInverseDifferenceMoment()

template<typename THistogram >

MeasurementType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetInverseDifferenceMoment ( ) const

Return inverse difference moment texture value.

◆ GetInverseDifferenceMomentOutput()

template<typename THistogram >

const MeasurementObjectType * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetInverseDifferenceMomentOutput ( ) const

◆ GetNameOfClass()

template<typename THistogram >

const char * itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::GetNameOfClass ( ) const

overridevirtual

See also: LightObject::GetNameOfClass()

Reimplemented from itk::ProcessObject.

◆ MakeOutput()

template<typename THistogram >

DataObjectPointer itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::MakeOutput ( DataObjectPointerArraySizeType idx )

overrideprotectedvirtual

Make a DataObject of the correct type to used as the specified output.

Every ProcessObject subclass must be able to create a DataObject that can be used as a specified output. This method is automatically called when DataObject::DisconnectPipeline() is called. DataObject::DisconnectPipeline, disconnects a data object from being an output of its current source. When the data object is disconnected, the ProcessObject needs to construct a replacement output data object so that the ProcessObject is in a valid state. So DataObject::DisconnectPipeline eventually calls ProcessObject::MakeOutput. Note that MakeOutput always returns a itkSmartPointer to a DataObject. ImageSource and MeshSource override this method to create the correct type of image and mesh respectively. If a filter has multiple outputs of different types, then that filter must provide an implementation of MakeOutput().

Reimplemented from itk::ProcessObject.

◆ New()

template<typename THistogram >

static Pointer itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::New ( )

static

standard New() method support

◆ PrintSelf()

template<typename THistogram >

void itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::PrintSelf	(	std::ostream &	os,
		Indent	indent
	)		const

overrideprotectedvirtual

Methods invoked by Print() to print information about the object including superclasses. Typically not called by the user (use Print() instead) but used in the hierarchical print process to combine the output of several classes.

Reimplemented from itk::ProcessObject.

◆ SetInput()

template<typename THistogram >

void itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::SetInput ( const HistogramType * histogram )

Member Data Documentation

◆ m_RelativeFrequencyContainer

template<typename THistogram >

RelativeFrequencyContainerType itk::Statistics::HistogramToTextureFeaturesFilter< THistogram >::m_RelativeFrequencyContainer {}

private

Definition at line 275 of file itkHistogramToTextureFeaturesFilter.h.

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

itkHistogramToTextureFeaturesFilter.h

Detailed Description

Public Types

Public Member Functions

Static Public Member Functions

Protected Types

Protected Member Functions

Private Member Functions

Private Attributes

Additional Inherited Members

Member Typedef Documentation

◆ AbsoluteFrequencyType

◆ ConstPointer

◆ DataObjectPointer

◆ DataObjectPointerArraySizeType

◆ HistogramConstPointer

◆ HistogramPointer

◆ HistogramType

◆ IndexType

◆ MeasurementObjectType

◆ MeasurementType

◆ MeasurementVectorType

◆ Pointer

◆ RelativeFrequencyContainerType

◆ RelativeFrequencyType

◆ Self

◆ Superclass

◆ TextureFeatureEnum

◆ TotalAbsoluteFrequencyType

◆ TotalRelativeFrequencyType

Constructor & Destructor Documentation

◆ HistogramToTextureFeaturesFilter()

◆ ~HistogramToTextureFeaturesFilter()

Member Function Documentation

◆ ComputeMeansAndVariances()

◆ GenerateData()

◆ GetClusterProminence()

◆ GetClusterProminenceOutput()

◆ GetClusterShade()

◆ GetClusterShadeOutput()

◆ GetCorrelation()

◆ GetCorrelationOutput()

◆ GetEnergy()

◆ GetEnergyOutput()

◆ GetEntropy()

◆ GetEntropyOutput()

◆ GetFeature()

◆ GetHaralickCorrelation()

◆ GetHaralickCorrelationOutput()

◆ GetInertia()

◆ GetInertiaOutput()

◆ GetInput()

◆ GetInverseDifferenceMoment()

◆ GetInverseDifferenceMomentOutput()

◆ GetNameOfClass()

◆ MakeOutput()

◆ New()

◆ PrintSelf()

◆ SetInput()

Member Data Documentation

◆ m_RelativeFrequencyContainer