#include <itkGPUGradientNDAnisotropicDiffusionFunction.h>

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 60 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

Inheritance diagram for itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >:

Collaboration diagram for itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >:

Public Types
using	ConstPointer = SmartPointer< const Self >

using	NeighborhoodSizeValueType = SizeValueType

using	Pointer = SmartPointer< Self >

using	Self = GPUGradientNDAnisotropicDiffusionFunction

using	Superclass = GPUScalarAnisotropicDiffusionFunction< TImage >

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

using	Pointer = SmartPointer< Self >

using	Self = GPUScalarAnisotropicDiffusionFunction

using	Superclass = GPUAnisotropicDiffusionFunction< TImage >

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

using	PixelrealType = typename Superclass::PixelRealType

using	Pointer = SmartPointer< Self >

using	Self = GPUAnisotropicDiffusionFunction

using	Superclass = GPUFiniteDifferenceFunction< TImage >

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

using	DifferenceFunctionType = Superclass

using	Pointer = SmartPointer< Self >

using	Self = GPUFiniteDifferenceFunction

using	Superclass = FiniteDifferenceFunction< TImage >

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

using	DefaultBoundaryConditionType = ZeroFluxNeumannBoundaryCondition< ImageType >

using	FloatOffsetType = Vector< float, Self::ImageDimension >

using	ImageType = TImage

using	NeighborhoodScalesType = Vector< PixelRealType, Self::ImageDimension >

using	NeighborhoodType = ConstNeighborhoodIterator< TImage, DefaultBoundaryConditionType >

using	PixelRealType = double

using	PixelType = typename ImageType::PixelType

using	Pointer = SmartPointer< Self >

using	RadiusType = typename ConstNeighborhoodIterator< TImage >::RadiusType

using	Self = FiniteDifferenceFunction

using	Superclass = LightObject

using	TimeStepType = double

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

using	Pointer = SmartPointer< Self >

using	Self = LightObject

Public Member Functions
const char *	GetNameOfClass () const override

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

void	InitializeIteration () override

	itkGetOpenCLSourceFromKernelMacro (GPUGradientNDAnisotropicDiffusionFunctionKernel)

Public Member Functions inherited from itk::GPUScalarAnisotropicDiffusionFunction< TImage >
const char *	GetNameOfClass () const override

void	GPUCalculateAverageGradientMagnitudeSquared (TImage *) override

	itkGetOpenCLSourceFromKernelMacro (GPUScalarAnisotropicDiffusionFunctionKernel)

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

const double &	GetAverageGradientMagnitudeSquared () const

const double &	GetConductanceParameter () const

void *	GetGlobalDataPointer () const override

const TimeStepType &	GetTimeStep () const

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 >
const char *	GetNameOfClass () const override

virtual void	GPUAllocateMetricData (unsigned int)

virtual void	GPUComputeUpdate (const typename TImage ::Pointer output, typename TImage ::Pointer update, void *gd)=0

virtual void	GPUReleaseMetricData ()

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 (const PixelRealType vals[ImageDimension])

Public Member Functions inherited from itk::LightObject
Pointer	Clone () const

virtual Pointer	CreateAnother () const

virtual void	Delete ()

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::LightObject
static void	BreakOnError ()

static Pointer	New ()

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

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

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

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

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

Protected Member Functions
	GPUGradientNDAnisotropicDiffusionFunction ()

	~GPUGradientNDAnisotropicDiffusionFunction () override=default

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

	~GPUScalarAnisotropicDiffusionFunction () override=default

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

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

	~GPUAnisotropicDiffusionFunction () override=default

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

	~GPUFiniteDifferenceFunction () override=default

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

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

	~FiniteDifferenceFunction () override=default

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
NeighborhoodSizeValueType	m_Center {}

DerivativeOperator< PixelType, Self::ImageDimension >	m_DerivativeOperator {}

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
std::atomic< int >	m_ReferenceCount {}

Static Protected Attributes
static double	m_MIN_NORM

Member Typedef Documentation

◆ ConstPointer

template<typename TImage>

using itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::ConstPointer = SmartPointer<const Self>

Definition at line 70 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

◆ NeighborhoodSizeValueType

template<typename TImage>

using itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::NeighborhoodSizeValueType = SizeValueType

Definition at line 87 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

◆ Pointer

template<typename TImage>

using itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::Pointer = SmartPointer<Self>

Definition at line 69 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

◆ Self

template<typename TImage>

using itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::Self = GPUGradientNDAnisotropicDiffusionFunction

Standard class type aliases.

Definition at line 67 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

◆ Superclass

template<typename TImage>

using itk::GPUGradientNDAnisotropicDiffusionFunction< TImage >::Superclass = GPUScalarAnisotropicDiffusionFunction<TImage>

Definition at line 68 of file itkGPUGradientNDAnisotropicDiffusionFunction.h.

Constructor & Destructor Documentation

◆ GPUGradientNDAnisotropicDiffusionFunction()

template<typename TImage>

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

protected

◆ ~GPUGradientNDAnisotropicDiffusionFunction()

template<typename TImage>

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

overrideprotecteddefault

Member Function Documentation

◆ GetNameOfClass()

template<typename TImage>

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

overridevirtual

See also: LightObject::GetNameOfClass()

Reimplemented from itk::GPUAnisotropicDiffusionFunction< TImage >.

◆ GPUComputeUpdate()

template<typename TImage>

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