Image classification class. More...

#include <itkImageClassifierFilter.h>

Inheritance diagram for itk::Statistics::ImageClassifierFilter< TSample, TInputImage, TOutputImage >:

Collaboration diagram for itk::Statistics::ImageClassifierFilter< TSample, TInputImage, TOutputImage >:

Public Types
typedef IdentifierType	ClassLabelType
typedef ClassLabelVectorObjectType::Pointer	ClassLabelVectorObjectPointer
typedef SimpleDataObjectDecorator < ClassLabelVectorType >	ClassLabelVectorObjectType
typedef std::vector < ClassLabelType >	ClassLabelVectorType
typedef SmartPointer< const Self >	ConstPointer
typedef DecisionRuleType::ConstPointer	DecisionRulePointer
typedef DecisionRule	DecisionRuleType
typedef TInputImage::Pointer	InputImagePointer
typedef TInputImage::RegionType	InputImageRegionType
typedef TInputImage	InputImageType
typedef TInputImage::IndexType	InputIndexType
typedef TInputImage::PixelType	InputPixelType
typedef TInputImage::SizeType	InputSizeType
typedef SampleType::MeasurementType	MeasurementType
typedef SampleType::MeasurementVectorType	MeasurementVectorType
typedef MembershipFunctionType::ConstPointer	MembershipFunctionPointer
typedef SimpleDataObjectDecorator < MembershipFunctionsWeightsArrayType >	MembershipFunctionsWeightsArrayObjectType
typedef MembershipFunctionsWeightsArrayObjectType::Pointer	MembershipFunctionsWeightsArrayPointer
typedef Array< double >	MembershipFunctionsWeightsArrayType
typedef MembershipFunctionBase < MeasurementVectorType >	MembershipFunctionType
typedef MembershipFunctionVectorObjectType::Pointer	MembershipFunctionVectorObjectPointer
typedef SimpleDataObjectDecorator < MembershipFunctionVectorType >	MembershipFunctionVectorObjectType
typedef std::vector < MembershipFunctionPointer >	MembershipFunctionVectorType
typedef TOutputImage::Pointer	OutputImagePointer
typedef TOutputImage::RegionType	OutputImageRegionType
typedef TOutputImage	OutputImageType
typedef TOutputImage::IndexType	OutputIndexType
typedef TOutputImage::PixelType	OutputPixelType
typedef TOutputImage::SizeType	OutputSizeType
typedef SmartPointer< Self >	Pointer
typedef TSample	SampleType
typedef ImageClassifierFilter	Self
typedef ImageToImageFilter < TInputImage, TOutputImage >	Superclass
Public Member Functions
const InputImageType *	GetImage () const
void	SetClassLabels (const ClassLabelVectorObjectType *classLabels)
void	SetImage (const InputImageType *image)
void	SetMembershipFunctions (const MembershipFunctionVectorObjectType *membershipFunctions)
void	SetMembershipFunctionsWeightsArray (const MembershipFunctionsWeightsArrayObjectType *weightsArray)

virtual void	SetNumberOfClasses (unsigned int _arg)
virtual unsigned int	GetNumberOfClasses () const

virtual void	SetDecisionRule (const DecisionRuleType *_arg)
virtual const DecisionRuleType *	GetDecisionRule ()
Static Public Attributes

static const unsigned int	InputImageDimension = TInputImage::ImageDimension
static const unsigned int	OutputImageDimension = TOutputImage::ImageDimension
Protected Member Functions
void	GenerateData ()
	ImageClassifierFilter (const Self &)
	ImageClassifierFilter ()
void	operator= (const Self &)
void	PrintSelf (std::ostream &os, Indent indent) const
virtual	~ImageClassifierFilter ()
Private Attributes
DecisionRulePointer	m_DecisionRule
unsigned int	m_NumberOfClasses
virtual const char *	GetNameOfClass () const
virtual ::itk::LightObject::Pointer	CreateAnother (void) const
static Pointer	New ()

Detailed Description

template<class TSample, class TInputImage, class TOutputImage>
class itk::Statistics::ImageClassifierFilter< TSample, TInputImage, TOutputImage >

Image classification class.

This filter takes input image, membership functions, decision rule and produces as output image with each pixel labeled according to the classification result.

This class is templated over the type of input and output image and sample type.

See also:: SampleClassifierFilter

Definition at line 48 of file itkImageClassifierFilter.h.