#include <itkGPUGradientNDAnisotropicDiffusionFunction.h>

Inheritance diagram for itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >:

Collaboration diagram for itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >:

Detailed Description

template<typename TImage>
class itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >

This class implements an N-dimensional version of the classic Perona-Malik anisotropic diffusion equation for scalar-valued images on the GPU. See itkAnisotropicDiffusionFunction for an overview of the anisotropic diffusion framework and equation.

: The conductance term for this implementation is chosen as a function of the gradient magnitude of the image at each point, reducing the strength of diffusion at edge pixels.

$C(\mathbf{x}) = e^{-(\frac{\parallel \nabla U(\mathbf{x}) \parallel}{K})^2}$

.

: The numerical implementation of this equation is similar to that described in the Perona-Malik paper below, but uses a more robust technique for gradient magnitude estimation and has been generalized to N-dimensions.

References: Pietro Perona and Jalhandra Malik, ``Scale-space and edge detection using anisotropic diffusion,'' IEEE Transactions on Pattern Analysis Machine Intelligence, vol. 12, pp. 629-639, 1990.

Definition at line 59 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

Public Types
typedef SmartPointer< const Self >	ConstPointer

typedef Superclass::FloatOffsetType	FloatOffsetType

typedef Superclass::ImageType	ImageType

typedef SizeValueType	NeighborhoodSizeValueType

typedef Superclass::NeighborhoodType	NeighborhoodType

typedef Superclass::PixelRealType	PixelRealType

typedef Superclass::PixelType	PixelType

typedef SmartPointer< Self >	Pointer

typedef Superclass::RadiusType	RadiusType

typedef GPUGradientNDAnisotropicDiffusionFunction	Self

typedef GPUScalarAnisotropicDiffusionFunction < TImage >	Superclass

typedef Superclass::TimeStepType	TimeStepType

Public Types inherited from itk::GPUScalarAnisotropicDiffusionFunction< TImage >
typedef SmartPointer< const Self >	ConstPointer

typedef Superclass::ImageType	ImageType

typedef Superclass::NeighborhoodType	NeighborhoodType

typedef Superclass::PixelRealType	PixelRealType

typedef Superclass::PixelType	PixelType

typedef SmartPointer< Self >	Pointer

typedef Superclass::RadiusType	RadiusType

typedef GPUScalarAnisotropicDiffusionFunction	Self

typedef GPUAnisotropicDiffusionFunction < TImage >	Superclass

typedef Superclass::TimeStepType	TimeStepType

Public Types inherited from itk::GPUAnisotropicDiffusionFunction< TImage >
typedef SmartPointer< const Self >	ConstPointer

typedef Superclass::FloatOffsetType	FloatOffsetType

typedef Superclass::ImageType	ImageType

typedef Superclass::NeighborhoodType	NeighborhoodType

typedef Superclass::PixelRealType	PixelrealType

typedef Superclass::PixelType	PixelType

typedef SmartPointer< Self >	Pointer

typedef Superclass::RadiusType	RadiusType

typedef GPUAnisotropicDiffusionFunction	Self

typedef GPUFiniteDifferenceFunction < TImage >	Superclass

typedef Superclass::TimeStepType	TimeStepType

Public Types inherited from itk::GPUFiniteDifferenceFunction< TImage >
typedef SmartPointer< const Self >	ConstPointer

typedef Superclass::DefaultBoundaryConditionType	DefaultBoundaryConditionType

typedef Superclass	DifferenceFunctionType

typedef Superclass::FloatOffsetType	FloatOffsetType

typedef Superclass::ImageType	ImageType

typedef Superclass::NeighborhoodType	NeighborhoodType

typedef Superclass::PixelRealType	PixelRealType

typedef Superclass::PixelType	PixelType

typedef SmartPointer< Self >	Pointer

typedef Superclass::RadiusType	RadiusType

typedef GPUFiniteDifferenceFunction	Self

typedef FiniteDifferenceFunction < TImage >	Superclass

typedef Superclass::TimeStepType	TimeStepType

Public Types inherited from itk::FiniteDifferenceFunction< TImage >
typedef SmartPointer< const Self >	ConstPointer

typedef ZeroFluxNeumannBoundaryCondition < ImageType >	DefaultBoundaryConditionType

typedef Vector< float, itkGetStaticConstMacro(ImageDimension) >	FloatOffsetType

typedef TImage	ImageType

typedef Vector< PixelRealType, itkGetStaticConstMacro(ImageDimension) >	NeighborhoodScalesType

typedef ConstNeighborhoodIterator < TImage, DefaultBoundaryConditionType >	NeighborhoodType

typedef double	PixelRealType

typedef ImageType::PixelType	PixelType

typedef SmartPointer< Self >	Pointer

typedef ConstNeighborhoodIterator < TImage >::RadiusType	RadiusType

typedef FiniteDifferenceFunction	Self

typedef LightObject	Superclass

typedef double	TimeStepType

Public Types inherited from itk::LightObject
typedef SmartPointer< const Self >	ConstPointer

typedef SmartPointer< Self >	Pointer

typedef LightObject	Self

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

virtual const char *	GetNameOfClass () const

virtual void	GPUComputeUpdate (const typename TImage::Pointer output, typename TImage::Pointer buffer, void *globalData) override

virtual void	InitializeIteration () override

	itkGetOpenCLSourceFromKernelMacro (GPUGradientNDAnisotropicDiffusionFunctionKernel)

Public Member Functions inherited from itk::GPUScalarAnisotropicDiffusionFunction< TImage >
virtual void	GPUCalculateAverageGradientMagnitudeSquared (TImage *) override

	itkGetOpenCLSourceFromKernelMacro (GPUScalarAnisotropicDiffusionFunctionKernel)

Public Member Functions inherited from itk::GPUAnisotropicDiffusionFunction< TImage >
virtual TimeStepType	ComputeGlobalTimeStep (void *) const override

const double &	GetAverageGradientMagnitudeSquared () const

const double &	GetConductanceParameter () const

virtual void *	GetGlobalDataPointer () const override

const TimeStepType &	GetTimeStep () const

virtual void	GPUCalculateAverageGradientMagnitudeSquared (ImageType *)=0

virtual void	ReleaseGlobalDataPointer (void *) const override

void	SetAverageGradientMagnitudeSquared (const double &c)

void	SetConductanceParameter (const double &c)

void	SetTimeStep (const TimeStepType &t)

Public Member Functions inherited from itk::GPUFiniteDifferenceFunction< TImage >
virtual void	GPUAllocateMetricData (unsigned int)

virtual void	GPUReleaseMetricData ()

virtual PixelType	ComputeUpdate (const NeighborhoodType &, void *, const FloatOffsetType &) override

Public Member Functions inherited from itk::FiniteDifferenceFunction< TImage >
const NeighborhoodScalesType	ComputeNeighborhoodScales () const

const RadiusType &	GetRadius () const

void	GetScaleCoefficients (PixelRealType vals[ImageDimension]) const

void	SetRadius (const RadiusType &r)

void	SetScaleCoefficients (PixelRealType vals[ImageDimension])

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

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::LightObject
static void	BreakOnError ()

static Pointer	New ()

Static Public Attributes
static const unsigned int	ImageDimension = Superclass::ImageDimension

Static Public Attributes inherited from itk::GPUScalarAnisotropicDiffusionFunction< TImage >
static const unsigned int	ImageDimension = Superclass::ImageDimension

Static Public Attributes inherited from itk::GPUAnisotropicDiffusionFunction< TImage >
static const unsigned int	ImageDimension = Superclass::ImageDimension

Static Public Attributes inherited from itk::GPUFiniteDifferenceFunction< TImage >
static const unsigned int	ImageDimension

Static Public Attributes inherited from itk::FiniteDifferenceFunction< TImage >
static const unsigned int	ImageDimension

Protected Member Functions
	GPUGradientNDAnisotropicDiffusionFunction ()

	~GPUGradientNDAnisotropicDiffusionFunction () override

Protected Member Functions inherited from itk::GPUScalarAnisotropicDiffusionFunction< TImage >
	GPUScalarAnisotropicDiffusionFunction ()

	~GPUScalarAnisotropicDiffusionFunction () override

Protected Member Functions inherited from itk::GPUAnisotropicDiffusionFunction< TImage >
	GPUAnisotropicDiffusionFunction ()

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

	~GPUAnisotropicDiffusionFunction () override

Protected Member Functions inherited from itk::GPUFiniteDifferenceFunction< TImage >
	GPUFiniteDifferenceFunction ()

	~GPUFiniteDifferenceFunction () override

Protected Member Functions inherited from itk::FiniteDifferenceFunction< TImage >
	FiniteDifferenceFunction ()

	~FiniteDifferenceFunction () 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	PrintTrailer (std::ostream &os, Indent indent) const

virtual	~LightObject ()

Protected Attributes
DerivativeOperator< PixelType, itkGetStaticConstMacro(ImageDimension) >	dx_op

NeighborhoodSizeValueType	m_Center

NeighborhoodInnerProduct < ImageType >	m_InnerProduct

PixelType	m_K

NeighborhoodSizeValueType	m_Stride [ImageDimension]

std::slice	x_slice [ImageDimension]

std::slice	xa_slice [ImageDimension][ImageDimension]

std::slice	xd_slice [ImageDimension][ImageDimension]

Protected Attributes inherited from itk::GPUAnisotropicDiffusionFunction< TImage >
GPUDataManager::Pointer	m_AnisotropicDiffusionFunctionGPUBuffer

GPUKernelManager::Pointer	m_AnisotropicDiffusionFunctionGPUKernelManager

int	m_AverageGradientMagnitudeSquaredGPUKernelHandle

Protected Attributes inherited from itk::GPUFiniteDifferenceFunction< TImage >
int	m_ComputeUpdateGPUKernelHandle

GPUKernelManager::Pointer	m_GPUKernelManager

Protected Attributes inherited from itk::FiniteDifferenceFunction< TImage >
RadiusType	m_Radius

PixelRealType	m_ScaleCoefficients [ImageDimension]

Protected Attributes inherited from itk::LightObject
AtomicInt< int >	m_ReferenceCount

Static Protected Attributes
static double	m_MIN_NORM

Member Typedef Documentation

template<typename TImage>

typedef SmartPointer< const Self > itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::ConstPointer

Definition at line 67 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef Superclass::FloatOffsetType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::FloatOffsetType

Definition at line 83 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef Superclass::ImageType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::ImageType

Inherit some parameters from the superclass type.

Definition at line 74 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef SizeValueType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::NeighborhoodSizeValueType

Definition at line 85 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef Superclass::NeighborhoodType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::NeighborhoodType

Definition at line 82 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef Superclass::PixelRealType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::PixelRealType

Definition at line 79 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef Superclass::PixelType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::PixelType

Definition at line 78 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef SmartPointer< Self > itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::Pointer

Definition at line 66 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef Superclass::RadiusType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::RadiusType

Definition at line 81 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef GPUGradientNDAnisotropicDiffusionFunction itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::Self

Standard class typedefs.

Definition at line 64 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef GPUScalarAnisotropicDiffusionFunction< TImage > itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::Superclass

Definition at line 65 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

template<typename TImage>

typedef Superclass::TimeStepType itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::TimeStepType

Definition at line 80 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

Constructor & Destructor Documentation

template<typename TImage>

itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::GPUGradientNDAnisotropicDiffusionFunction ( )

protected

template<typename TImage>

itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::~GPUGradientNDAnisotropicDiffusionFunction ( )

inlineoverrideprotected

Definition at line 106 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

Member Function Documentation

template<typename TImage>

virtual::itk::LightObject::Pointer itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::CreateAnother ( ) const

virtual

Create an object from an instance, potentially deferring to a factory. This method allows you to create an instance of an object that is exactly the same type as the referring object. This is useful in cases where an object has been cast back to a base class.

Reimplemented from itk::LightObject.

template<typename TImage>

virtual const char* itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::GetNameOfClass ( ) const

virtual

Run-time type information (and related methods)

Reimplemented from itk::GPUScalarAnisotropicDiffusionFunction< TImage >.

template<typename TImage>

virtual void itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::GPUComputeUpdate	(	const typename TImage::Pointer	output,
		typename TImage::Pointer	buffer,
		void *	globalData
	)