#include <otbKullbackLeiblerSupervizedDistanceImageFilter.h>

Inheritance diagram for otb::KullbackLeiblerSupervizedDistanceImageFilter< TInputImage1, TInputImage2, TInputROIImage, TOutputImage >:

Collaboration diagram for otb::KullbackLeiblerSupervizedDistanceImageFilter< TInputImage1, TInputImage2, TInputROIImage, TOutputImage >:

Public Types
typedef itk::SmartPointer< const Self >	ConstPointer

typedef TInputImage1::PixelType	MeasurementType1

typedef TInputImage2::PixelType	MeasurementType2

typedef itk::SmartPointer< Self >	Pointer

typedef KullbackLeiblerSupervizedDistanceImageFilter	Self

typedef otb::BinaryFunctorNeighborhoodImageFilter< TInputImage1, TInputImage2, TOutputImage, Functor::KullbackLeiblerSupervizedDistance< typename itk::ConstNeighborhoodIterator< TInputImage1 >, typename itk::ConstNeighborhoodIterator< TInputImage2 >, TInputROIImage, typename TOutputImage::PixelType > >	Superclass

typedef std::vector< MeasurementType1 >	TrainingMeasureType1

typedef std::vector< MeasurementType2 >	TrainingMeasureType2

Public Types inherited from otb::BinaryFunctorNeighborhoodImageFilter< TInputImage1, TInputImage2, TOutputImage, Functor::KullbackLeiblerSupervizedDistance< itk::ConstNeighborhoodIterator< TInputImage1 >, itk::ConstNeighborhoodIterator< TInputImage2 >, TInputROIImage, TOutputImage::PixelType > >
typedef itk::SmartPointer< const Self >	ConstPointer

typedef Functor::KullbackLeiblerSupervizedDistance< itk::ConstNeighborhoodIterator< TInputImage1 >, itk::ConstNeighborhoodIterator< TInputImage2 >, TInputROIImage, TOutputImage::PixelType >	FunctorType

typedef Input1ImageType::ConstPointer	Input1ImageConstPointer

typedef Input1ImageType::PixelType	Input1ImagePixelType

typedef Input1ImageType::Pointer	Input1ImagePointer

typedef Input1ImageType::RegionType	Input1ImageRegionType

typedef TInputImage1	Input1ImageType

typedef Input2ImageType::ConstPointer	Input2ImageConstPointer

typedef Input2ImageType::PixelType	Input2ImagePixelType

typedef Input2ImageType::Pointer	Input2ImagePointer

typedef Input2ImageType::RegionType	Input2ImageRegionType

typedef TInputImage2	Input2ImageType

typedef OutputImageType::PixelType	OutputImagePixelType

typedef OutputImageType::Pointer	OutputImagePointer

typedef OutputImageType::RegionType	OutputImageRegionType

typedef TOutputImage	OutputImageType

typedef itk::SmartPointer< Self >	Pointer

typedef itk::ProcessObject	ProcessObjectType

typedef BinaryFunctorNeighborhoodImageFilter	Self

typedef itk::ImageToImageFilter< TInputImage1, TOutputImage >	Superclass

typedef itk::ConstNeighborhoodIterator< TInputImage1 >	NeighborhoodIteratorType1

typedef itk::ConstNeighborhoodIterator< TInputImage2 >	NeighborhoodIteratorType2

typedef NeighborhoodIteratorType1::RadiusType	RadiusType1

typedef NeighborhoodIteratorType2::RadiusType	RadiusType2

typedef itk::Size< Input1ImageType::ImageDimension >	RadiusSizeType

Public Member Functions
virtual ::itk::LightObject::Pointer	CreateAnother (void) const

void	SetTrainingArea (const TInputROIImage *trainingImage)

Public Member Functions inherited from otb::BinaryFunctorNeighborhoodImageFilter< TInputImage1, TInputImage2, TOutputImage, Functor::KullbackLeiblerSupervizedDistance< itk::ConstNeighborhoodIterator< TInputImage1 >, itk::ConstNeighborhoodIterator< TInputImage2 >, TInputROIImage, TOutputImage::PixelType > >
virtual ::itk::LightObject::Pointer	CreateAnother (void) const

virtual const char *	GetNameOfClass () const

void	SetInput1 (const TInputImage1 *image1)

void	SetInput2 (const TInputImage2 *image2)

const TInputImage1 *	GetInput1 ()

const TInputImage2 *	GetInput2 ()

FunctorType &	GetFunctor ()

void	SetFunctor (const FunctorType &functor)

virtual void	SetRadius (RadiusSizeType _arg)

void	SetRadius (unsigned int radius)

Static Public Member Functions
static Pointer	New ()

Static Public Member Functions inherited from otb::BinaryFunctorNeighborhoodImageFilter< TInputImage1, TInputImage2, TOutputImage, Functor::KullbackLeiblerSupervizedDistance< itk::ConstNeighborhoodIterator< TInputImage1 >, itk::ConstNeighborhoodIterator< TInputImage2 >, TInputROIImage, TOutputImage::PixelType > >
static Pointer	New ()

Protected Member Functions
void	BeforeThreadedGenerateData (void) override

	KullbackLeiblerSupervizedDistanceImageFilter ()

	~KullbackLeiblerSupervizedDistanceImageFilter () override

Protected Member Functions inherited from otb::BinaryFunctorNeighborhoodImageFilter< TInputImage1, TInputImage2, TOutputImage, Functor::KullbackLeiblerSupervizedDistance< itk::ConstNeighborhoodIterator< TInputImage1 >, itk::ConstNeighborhoodIterator< TInputImage2 >, TInputROIImage, TOutputImage::PixelType > >
	BinaryFunctorNeighborhoodImageFilter ()

	~BinaryFunctorNeighborhoodImageFilter () override

void	ThreadedGenerateData (const OutputImageRegionType &outputRegionForThread, itk::ThreadIdType threadId) override

void	GenerateInputRequestedRegion (void) override

Private Member Functions
	KullbackLeiblerSupervizedDistanceImageFilter (const Self &)=delete

void	operator= (const Self &)=delete

Additional Inherited Members
Protected Attributes inherited from otb::BinaryFunctorNeighborhoodImageFilter< TInputImage1, TInputImage2, TOutputImage, Functor::KullbackLeiblerSupervizedDistance< itk::ConstNeighborhoodIterator< TInputImage1 >, itk::ConstNeighborhoodIterator< TInputImage2 >, TInputROIImage, TOutputImage::PixelType > >
RadiusSizeType	m_Radius

Detailed Description

template<class TInputImage1, class TInputImage2, class TInputROIImage, class TOutputImage>
class otb::KullbackLeiblerSupervizedDistanceImageFilter< TInputImage1, TInputImage2, TInputROIImage, TOutputImage >

Implements KullbackLeibler distance over Edgeworth approximation, between a Neighborhood and a predefined Region of Interest.

This filter is parametrized over the types of the two input images and the type of the output image.

Numeric conversions (castings) are done by the C++ defaults.

The filter will walk over all the pixels in the two input images, and for each one of them it will do the following:

cast the input 1 pixel value to double
compute the first four cumulants of the ROI
cast the input 2 pixel value to double
compute the first four cumulants of the pixel values
compute the value of the Edgeorth approximation of the KL distance
cast the double value resulting to the pixel type of the output image
store the casted value into the output image.

The filter expect all images to have the same dimension (e.g. all 2D, or all 3D, or all ND)

See article of Lin Saito et Levine "Edgeworth Approximation of the Kullback-Leibler Distance Towards Problems in Image Analysis" and "Edgeworth Expansions of the Kullback-Leibler Information" (submitted to JASA, nov 25, 1999) http://www.math.ucdavis.edu/~saito/publications

See also: CumulantsForEdgeworth

Definition at line 106 of file otbKullbackLeiblerSupervizedDistanceImageFilter.h.