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itk::simple::TikhonovDeconvolutionImageFilter Class Reference

An inverse deconvolution filter regularized in the Tikhonov sense. More...

#include <sitkTikhonovDeconvolutionImageFilter.h>

+ Inheritance diagram for itk::simple::TikhonovDeconvolutionImageFilter:
+ Collaboration diagram for itk::simple::TikhonovDeconvolutionImageFilter:

Detailed Description

An inverse deconvolution filter regularized in the Tikhonov sense.

The Tikhonov deconvolution filter is the inverse deconvolution filter with a regularization term added to the denominator. The filter minimizes the equation

\[ ||\hat{f} \otimes h - g||_{L_2}^2 + \mu||\hat{f}||^2 \]

where \(\hat{f}\) is the estimate of the unblurred image, \(h\) is the blurring kernel, \(g\) is the blurred image, and \(\mu\) is a non-negative real regularization function.

The filter applies a kernel described in the Fourier domain as \(H^*(\omega) / (|H(\omega)|^2 + \mu)\) where \(H(\omega)\) is the Fourier transform of \(h\) . The term \(\mu\) is called RegularizationConstant in this filter. If \(\mu\) is set to zero, this filter is equivalent to the InverseDeconvolutionImageFilter .

Author
Gaetan Lehmann, Biologie du Developpement et de la Reproduction, INRA de Jouy-en-Josas, France
Cory Quammen, The University of North Carolina at Chapel Hill
See also
itk::simple::TikhonovDeconvolution for the procedural interface
itk::TikhonovDeconvolutionImageFilter for the Doxygen on the original ITK class.

Definition at line 48 of file sitkTikhonovDeconvolutionImageFilter.h.

Public Types

enum  BoundaryConditionType {
  ZERO_PAD,
  ZERO_FLUX_NEUMANN_PAD,
  PERIODIC_PAD
}
 
enum  OutputRegionModeType {
  SAME,
  VALID
}
 
using PixelIDTypeList = BasicPixelIDTypeList
 
using Self = TikhonovDeconvolutionImageFilter
 
- Public Types inherited from itk::simple::ImageFilter
using Self = ImageFilter
 
- Public Types inherited from itk::simple::ProcessObject
using Self = ProcessObject
 

Public Member Functions

Image Execute (const Image &image1, const Image &image2)
 
BoundaryConditionType GetBoundaryCondition () const
 
std::string GetName () const
 
bool GetNormalize () const
 
OutputRegionModeType GetOutputRegionMode () const
 
double GetRegularizationConstant () const
 
SelfNormalizeOff ()
 
SelfNormalizeOn ()
 
SelfSetBoundaryCondition (BoundaryConditionType BoundaryCondition)
 
SelfSetNormalize (bool Normalize)
 
SelfSetOutputRegionMode (OutputRegionModeType OutputRegionMode)
 
SelfSetRegularizationConstant (double RegularizationConstant)
 
 TikhonovDeconvolutionImageFilter ()
 
std::string ToString () const
 
virtual ~TikhonovDeconvolutionImageFilter ()
 
- Public Member Functions inherited from itk::simple::ImageFilter
 ImageFilter ()
 
virtual ~ImageFilter ()=0
 
- Public Member Functions inherited from itk::simple::ProcessObject
virtual void Abort ()
 
virtual int AddCommand (itk::simple::EventEnum event, const std::function< void()> &func)
 Directly add a callback to observe an event. More...
 
virtual int AddCommand (itk::simple::EventEnum event, itk::simple::Command &cmd)
 Add a Command Object to observer the event. More...
 
virtual float GetProgress () const
 An Active Measurement of the progress of execution. More...
 
virtual bool HasCommand (itk::simple::EventEnum event) const
 Query of this object has any registered commands for event. More...
 
 ProcessObject ()
 
virtual void RemoveAllCommands ()
 Remove all registered commands. More...
 
virtual ~ProcessObject ()
 
virtual void DebugOn ()
 
virtual void DebugOff ()
 
virtual bool GetDebug () const
 
virtual void SetDebug (bool debugFlag)
 
virtual void SetNumberOfThreads (unsigned int n)
 
virtual unsigned int GetNumberOfThreads () const
 
virtual void SetNumberOfWorkUnits (unsigned int n)
 
virtual unsigned int GetNumberOfWorkUnits () const
 

Private Types

using MemberFunctionType = Image(Self::*)(const Image &image1, const Image &image2)
 

Private Member Functions

template<class TImageType >
Image ExecuteInternal (const Image &image1, const Image &image2)
 

Private Attributes

BoundaryConditionType m_BoundaryCondition {itk::simple::TikhonovDeconvolutionImageFilter::ZERO_FLUX_NEUMANN_PAD}
 
std::unique_ptr< detail::MemberFunctionFactory< MemberFunctionType > > m_MemberFactory
 
bool m_Normalize {false}
 
OutputRegionModeType m_OutputRegionMode {itk::simple::TikhonovDeconvolutionImageFilter::SAME}
 
double m_RegularizationConstant {0.0}
 

Friends

struct detail::MemberFunctionAddressor< MemberFunctionType >
 

Additional Inherited Members

- Static Public Member Functions inherited from itk::simple::ProcessObject
static bool GetGlobalDefaultDebug ()
 
static void GlobalDefaultDebugOff ()
 
static void GlobalDefaultDebugOn ()
 
static void SetGlobalDefaultDebug (bool debugFlag)
 
static void GlobalWarningDisplayOn ()
 
static void GlobalWarningDisplayOff ()
 
static void SetGlobalWarningDisplay (bool flag)
 
static bool GetGlobalWarningDisplay ()
 
static double GetGlobalDefaultCoordinateTolerance ()
 Access the global tolerance to determine congruent spaces. More...
 
static void SetGlobalDefaultCoordinateTolerance (double)
 Access the global tolerance to determine congruent spaces. More...
 
static double GetGlobalDefaultDirectionTolerance ()
 Access the global tolerance to determine congruent spaces. More...
 
static void SetGlobalDefaultDirectionTolerance (double)
 Access the global tolerance to determine congruent spaces. More...
 
static bool SetGlobalDefaultThreader (const std::string &threader)
 Set/Get the default threader used for process objects. More...
 
static std::string GetGlobalDefaultThreader ()
 Set/Get the default threader used for process objects. More...
 
static void SetGlobalDefaultNumberOfThreads (unsigned int n)
 
static unsigned int GetGlobalDefaultNumberOfThreads ()
 Set/Get the default threader used for process objects. More...
 
- Protected Member Functions inherited from itk::simple::ImageFilter
void CheckImageMatchingDimension (const Image &image1, const Image &image2, const std::string &image2Name)
 
void CheckImageMatchingPixelType (const Image &image1, const Image &image2, const std::string &image2Name)
 
void CheckImageMatchingSize (const Image &image1, const Image &image2, const std::string &image2Name)
 
- Protected Member Functions inherited from itk::simple::ProcessObject
virtual unsigned long AddITKObserver (const itk::EventObject &, itk::Command *)
 
virtual itk::ProcessObjectGetActiveProcess ()
 
virtual void OnActiveProcessDelete ()
 
virtual void onCommandDelete (const itk::simple::Command *cmd) noexcept
 
virtual void PreUpdate (itk::ProcessObject *p)
 
virtual void RemoveITKObserver (EventCommand &e)
 
- Protected Member Functions inherited from itk::simple::NonCopyable
 NonCopyable ()=default
 
 NonCopyable (const NonCopyable &)=delete
 
NonCopyableoperator= (const NonCopyable &)=delete
 
- Static Protected Member Functions inherited from itk::simple::ImageFilter
template<class TImageType >
static void FixNonZeroIndex (TImageType *img)
 
- Static Protected Member Functions inherited from itk::simple::ProcessObject
template<class TImageType >
static TImageType::ConstPointer CastImageToITK (const Image &img)
 
template<class TPixelType , unsigned int VImageDimension, unsigned int VLength, template< typename, unsigned int > class TVector>
static Image CastITKToImage (itk::Image< TVector< TPixelType, VLength >, VImageDimension > *img)
 
template<unsigned int VImageDimension, unsigned int VLength, template< unsigned int > class TVector>
static Image CastITKToImage (itk::Image< TVector< VLength >, VImageDimension > *img)
 
template<class TImageType >
static Image CastITKToImage (TImageType *img)
 
static const itk::EventObjectGetITKEventObject (EventEnum e)
 
template<typename T >
static std::ostream & ToStringHelper (std::ostream &os, const T &v)
 
static std::ostream & ToStringHelper (std::ostream &os, const char &v)
 
static std::ostream & ToStringHelper (std::ostream &os, const signed char &v)
 
static std::ostream & ToStringHelper (std::ostream &os, const unsigned char &v)
 

Member Typedef Documentation

◆ MemberFunctionType

using itk::simple::TikhonovDeconvolutionImageFilter::MemberFunctionType = Image (Self::*)( const Image& image1, const Image& image2 )
private

Setup for member function dispatching

Definition at line 122 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ PixelIDTypeList

Define the pixels types supported by this filter

Definition at line 60 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ Self

Definition at line 50 of file sitkTikhonovDeconvolutionImageFilter.h.

Member Enumeration Documentation

◆ BoundaryConditionType

Enumerator
ZERO_PAD 
ZERO_FLUX_NEUMANN_PAD 
PERIODIC_PAD 

Definition at line 87 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ OutputRegionModeType

Enumerator
SAME 
VALID 

Definition at line 97 of file sitkTikhonovDeconvolutionImageFilter.h.

Constructor & Destructor Documentation

◆ ~TikhonovDeconvolutionImageFilter()

virtual itk::simple::TikhonovDeconvolutionImageFilter::~TikhonovDeconvolutionImageFilter ( )
virtual

Destructor

◆ TikhonovDeconvolutionImageFilter()

itk::simple::TikhonovDeconvolutionImageFilter::TikhonovDeconvolutionImageFilter ( )

Default Constructor that takes no arguments and initializes default parameters

Member Function Documentation

◆ Execute()

Image itk::simple::TikhonovDeconvolutionImageFilter::Execute ( const Image image1,
const Image image2 
)

Execute the filter on the input images

◆ ExecuteInternal()

template<class TImageType >
Image itk::simple::TikhonovDeconvolutionImageFilter::ExecuteInternal ( const Image image1,
const Image image2 
)
private

◆ GetBoundaryCondition()

BoundaryConditionType itk::simple::TikhonovDeconvolutionImageFilter::GetBoundaryCondition ( ) const
inline

Definition at line 95 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ GetName()

std::string itk::simple::TikhonovDeconvolutionImageFilter::GetName ( ) const
inlinevirtual

Name of this class

Implements itk::simple::ProcessObject.

Definition at line 108 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ GetNormalize()

bool itk::simple::TikhonovDeconvolutionImageFilter::GetNormalize ( ) const
inline

Definition at line 85 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ GetOutputRegionMode()

OutputRegionModeType itk::simple::TikhonovDeconvolutionImageFilter::GetOutputRegionMode ( ) const
inline

Definition at line 105 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ GetRegularizationConstant()

double itk::simple::TikhonovDeconvolutionImageFilter::GetRegularizationConstant ( ) const
inline

The regularization factor. Larger values reduce the dominance of noise in the solution, but results in higher approximation error in the deblurred image. Default value is 0.0, yielding the same results as the InverseDeconvolutionImageFilter .

Definition at line 71 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ NormalizeOff()

Self& itk::simple::TikhonovDeconvolutionImageFilter::NormalizeOff ( )
inline

Definition at line 81 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ NormalizeOn()

Self& itk::simple::TikhonovDeconvolutionImageFilter::NormalizeOn ( )
inline

Set the value of Normalize to true or false respectfully.

Definition at line 80 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ SetBoundaryCondition()

Self& itk::simple::TikhonovDeconvolutionImageFilter::SetBoundaryCondition ( BoundaryConditionType  BoundaryCondition)
inline

Definition at line 91 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ SetNormalize()

Self& itk::simple::TikhonovDeconvolutionImageFilter::SetNormalize ( bool  Normalize)
inline

Normalize the output image by the sum of the kernel components

Definition at line 77 of file sitkTikhonovDeconvolutionImageFilter.h.

References itk::simple::Normalize().

◆ SetOutputRegionMode()

Self& itk::simple::TikhonovDeconvolutionImageFilter::SetOutputRegionMode ( OutputRegionModeType  OutputRegionMode)
inline

Definition at line 101 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ SetRegularizationConstant()

Self& itk::simple::TikhonovDeconvolutionImageFilter::SetRegularizationConstant ( double  RegularizationConstant)
inline

The regularization factor. Larger values reduce the dominance of noise in the solution, but results in higher approximation error in the deblurred image. Default value is 0.0, yielding the same results as the InverseDeconvolutionImageFilter .

Definition at line 66 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ ToString()

std::string itk::simple::TikhonovDeconvolutionImageFilter::ToString ( ) const
virtual

Print ourselves out

Reimplemented from itk::simple::ProcessObject.

Friends And Related Function Documentation

◆ detail::MemberFunctionAddressor< MemberFunctionType >

Definition at line 126 of file sitkTikhonovDeconvolutionImageFilter.h.

Member Data Documentation

◆ m_BoundaryCondition

BoundaryConditionType itk::simple::TikhonovDeconvolutionImageFilter::m_BoundaryCondition {itk::simple::TikhonovDeconvolutionImageFilter::ZERO_FLUX_NEUMANN_PAD}
private

Definition at line 136 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ m_MemberFactory

std::unique_ptr<detail::MemberFunctionFactory<MemberFunctionType> > itk::simple::TikhonovDeconvolutionImageFilter::m_MemberFactory
private

Definition at line 128 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ m_Normalize

bool itk::simple::TikhonovDeconvolutionImageFilter::m_Normalize {false}
private

Definition at line 134 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ m_OutputRegionMode

OutputRegionModeType itk::simple::TikhonovDeconvolutionImageFilter::m_OutputRegionMode {itk::simple::TikhonovDeconvolutionImageFilter::SAME}
private

Definition at line 138 of file sitkTikhonovDeconvolutionImageFilter.h.

◆ m_RegularizationConstant

double itk::simple::TikhonovDeconvolutionImageFilter::m_RegularizationConstant {0.0}
private

Definition at line 131 of file sitkTikhonovDeconvolutionImageFilter.h.


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