ITK  4.8.0
Insight Segmentation and Registration Toolkit
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itk::CurvatureNDAnisotropicDiffusionFunction< TImage > Class Template Reference

#include <itkCurvatureNDAnisotropicDiffusionFunction.h>

+ Inheritance diagram for itk::CurvatureNDAnisotropicDiffusionFunction< TImage >:
+ Collaboration diagram for itk::CurvatureNDAnisotropicDiffusionFunction< TImage >:

Detailed Description

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

This class implements a variation on the classic, Perona-Malik anisotropic image diffusion equation as described in itkGradientNDAnisotropicDiffusionFunction. This object is a level-set analog of that equation and will be referred to below as the modified curvature diffusion equation (MCDE). MCDE does not exhibit the edge enhancing properties of classic anisotropic diffusion, which can under certain conditions undergo a ``negative'' diffusion,which enhances the contrast of edges. Equations of the form of MCDE always undergo positive diffusion, with the conductance term only varying the strength of that diffusion.

Qualitatively, MCDE compares well with other non-linear diffusion techniques. It is less sensitive to contrast than classic Perona-Malik style diffusion, and preserves finer detailed structures in images. There is a potential speed trade-off for using this function in place of itkGradientNDAnisotropicDiffusionFunction. Each iteration of the solution takes roughly twice as long. Fewer iterations, however, may be required to reach an acceptable solution.
The MCDE equation is given as:

\[ f_t = \mid \nabla f \mid \nabla \cdot c( \mid \nabla f \mid ) \frac{ \nabla f }{ \mid \nabla f \mid } \]

,

where the conductance modified curvature term is

\[ \nabla \cdot \frac{\nabla f}{\mid \nabla f \mid} \]

.

References
R. Whitaker and X. Xue. Variable-Conductance, Level-Set Curvature for Image Denoising, International Conference on Image Processing, 2001 pp. 142-145, Vol.3.
See Also
AnisotropicDiffusionFunction
Todo:
References

Definition at line 75 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Public Types

typedef SmartPointer< const SelfConstPointer
 
typedef Superclass::FloatOffsetType FloatOffsetType
 
typedef Superclass::ImageType ImageType
 
typedef
NeighborhoodType::SizeValueType 
NeighborhoodSizeValueType
 
typedef
Superclass::NeighborhoodType 
NeighborhoodType
 
typedef Superclass::PixelType PixelType
 
typedef SmartPointer< SelfPointer
 
typedef Superclass::RadiusType RadiusType
 
typedef
CurvatureNDAnisotropicDiffusionFunction 
Self
 
typedef
ScalarAnisotropicDiffusionFunction
< TImage > 
Superclass
 
typedef Superclass::TimeStepType TimeStepType
 
- Public Types inherited from itk::ScalarAnisotropicDiffusionFunction< TImage >
typedef SmartPointer< const SelfConstPointer
 
typedef Superclass::ImageType ImageType
 
typedef
Superclass::NeighborhoodType 
NeighborhoodType
 
typedef Superclass::PixelRealType PixelRealType
 
typedef Superclass::PixelType PixelType
 
typedef SmartPointer< SelfPointer
 
typedef Superclass::RadiusType RadiusType
 
typedef
ScalarAnisotropicDiffusionFunction 
Self
 
typedef
AnisotropicDiffusionFunction
< TImage > 
Superclass
 
typedef Superclass::TimeStepType TimeStepType
 
- Public Types inherited from itk::AnisotropicDiffusionFunction< TImage >
typedef SmartPointer< const SelfConstPointer
 
typedef Superclass::FloatOffsetType FloatOffsetType
 
typedef Superclass::ImageType ImageType
 
typedef
Superclass::NeighborhoodType 
NeighborhoodType
 
typedef Superclass::PixelRealType PixelrealType
 
typedef Superclass::PixelType PixelType
 
typedef SmartPointer< SelfPointer
 
typedef Superclass::RadiusType RadiusType
 
typedef
AnisotropicDiffusionFunction 
Self
 
typedef
FiniteDifferenceFunction
< TImage > 
Superclass
 
typedef Superclass::TimeStepType TimeStepType
 
- Public Types inherited from itk::FiniteDifferenceFunction< TImage >
typedef SmartPointer< const SelfConstPointer
 
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< SelfPointer
 
typedef
ConstNeighborhoodIterator
< TImage >::RadiusType 
RadiusType
 
typedef FiniteDifferenceFunction Self
 
typedef LightObject Superclass
 
typedef double TimeStepType
 
- Public Types inherited from itk::LightObject
typedef SmartPointer< const SelfConstPointer
 
typedef SmartPointer< SelfPointer
 
typedef LightObject Self
 

Public Member Functions

virtual PixelType ComputeUpdate (const NeighborhoodType &neighborhood, void *globalData, const FloatOffsetType &offset=FloatOffsetType(0.0)) override
 
virtual ::itk::LightObject::Pointer CreateAnother () const
 
virtual const char * GetNameOfClass () const
 
virtual void InitializeIteration () override
 
- Public Member Functions inherited from itk::ScalarAnisotropicDiffusionFunction< TImage >
virtual void CalculateAverageGradientMagnitudeSquared (TImage *) override
 
- Public Member Functions inherited from itk::AnisotropicDiffusionFunction< TImage >
virtual TimeStepType ComputeGlobalTimeStep (void *) const override
 
const double & GetAverageGradientMagnitudeSquared () const
 
const double & GetConductanceParameter () const
 
virtual void * GetGlobalDataPointer () const override
 
const TimeStepTypeGetTimeStep () const
 
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::FiniteDifferenceFunction< TImage >
const NeighborhoodScalesType ComputeNeighborhoodScales () const
 
const RadiusTypeGetRadius () 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::ScalarAnisotropicDiffusionFunction< TImage >
static const unsigned int ImageDimension = Superclass::ImageDimension
 
- Static Public Attributes inherited from itk::AnisotropicDiffusionFunction< TImage >
static const unsigned int ImageDimension = Superclass::ImageDimension
 
- Static Public Attributes inherited from itk::FiniteDifferenceFunction< TImage >
static const unsigned int ImageDimension
 

Protected Member Functions

 CurvatureNDAnisotropicDiffusionFunction ()
 
 ~CurvatureNDAnisotropicDiffusionFunction ()
 
- Protected Member Functions inherited from itk::ScalarAnisotropicDiffusionFunction< TImage >
 ScalarAnisotropicDiffusionFunction ()
 
 ~ScalarAnisotropicDiffusionFunction ()
 
- Protected Member Functions inherited from itk::AnisotropicDiffusionFunction< TImage >
 AnisotropicDiffusionFunction ()
 
void PrintSelf (std::ostream &os, Indent indent) const override
 
 ~AnisotropicDiffusionFunction ()
 
- Protected Member Functions inherited from itk::FiniteDifferenceFunction< TImage >
 FiniteDifferenceFunction ()
 
 ~FiniteDifferenceFunction ()
 
- 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 ()
 

Private Member Functions

 CurvatureNDAnisotropicDiffusionFunction (const Self &)
 
void operator= (const Self &)
 

Private 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]
 

Static Private Attributes

static double m_MIN_NORM
 

Additional Inherited Members

- Protected Attributes inherited from itk::FiniteDifferenceFunction< TImage >
RadiusType m_Radius
 
PixelRealType m_ScaleCoefficients [ImageDimension]
 
- Protected Attributes inherited from itk::LightObject
AtomicInt< int > m_ReferenceCount
 

Member Typedef Documentation

template<typename TImage>
typedef SmartPointer< const Self > itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::ConstPointer

Definition at line 84 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Definition at line 99 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Inherit some parameters from the superclass type.

Definition at line 91 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Definition at line 98 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Definition at line 95 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

template<typename TImage>
typedef SmartPointer< Self > itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::Pointer

Definition at line 83 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Definition at line 97 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Standard class typedefs.

Definition at line 81 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

template<typename TImage>
typedef ScalarAnisotropicDiffusionFunction< TImage > itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::Superclass

Definition at line 82 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Definition at line 96 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Constructor & Destructor Documentation

template<typename TImage>
itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::~CurvatureNDAnisotropicDiffusionFunction ( )
inlineprotected
template<typename TImage>
itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::CurvatureNDAnisotropicDiffusionFunction ( const Self )
private

Member Function Documentation

template<typename TImage>
virtual PixelType itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::ComputeUpdate ( const NeighborhoodType neighborhood,
void *  globalData,
const FloatOffsetType offset = FloatOffsetType(0.0) 
)
overridevirtual

Compute incremental update.

Implements itk::FiniteDifferenceFunction< TImage >.

template<typename TImage>
virtual::itk::LightObject::Pointer itk::CurvatureNDAnisotropicDiffusionFunction< 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::CurvatureNDAnisotropicDiffusionFunction< TImage >::GetNameOfClass ( ) const
virtual

Run-time type information (and related methods)

Reimplemented from itk::ScalarAnisotropicDiffusionFunction< TImage >.

template<typename TImage>
virtual void itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::InitializeIteration ( )
inlineoverridevirtual
template<typename TImage>
static Pointer itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::New ( )
static
template<typename TImage>
void itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::operator= ( const Self )
private

Member Data Documentation

template<typename TImage>
DerivativeOperator< PixelType, itkGetStaticConstMacro(ImageDimension) > itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::dx_op
private

Derivative operator

Definition at line 140 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

template<typename TImage>
const unsigned int itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::ImageDimension = Superclass::ImageDimension
static

Inherit some parameters from the superclass type.

Definition at line 104 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

template<typename TImage>
NeighborhoodSizeValueType itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::m_Center
private
template<typename TImage>
NeighborhoodInnerProduct< ImageType > itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::m_InnerProduct
private

Inner product function.

Definition at line 132 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

template<typename TImage>
PixelType itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::m_K
private

Modified global average gradient magnitude term.

Definition at line 143 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

Referenced by itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::InitializeIteration().

template<typename TImage>
double itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::m_MIN_NORM
staticprivate
template<typename TImage>
NeighborhoodSizeValueType itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::m_Stride[ImageDimension]
private
template<typename TImage>
std::slice itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::x_slice[ImageDimension]
private

Slices for the ND neighborhood.

Definition at line 135 of file itkCurvatureNDAnisotropicDiffusionFunction.h.

template<typename TImage>
std::slice itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::xa_slice[ImageDimension][ImageDimension]
private
template<typename TImage>
std::slice itk::CurvatureNDAnisotropicDiffusionFunction< TImage >::xd_slice[ImageDimension][ImageDimension]
private

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