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elastix::QuasiNewtonLBFGS< TElastix > Class Template Reference

#include <elxQuasiNewtonLBFGS.h>

Detailed Description

template<class TElastix>
class elastix::QuasiNewtonLBFGS< TElastix >

An optimizer based on the itk::QuasiNewtonLBFGSOptimizer.

The QuasiNewtonLBFGS class is a wrap around the QuasiNewtonLBFGSOptimizer. It uses the itk::MoreThuenteLineSearchOptimizer. Please read the documentation of these classes to find out more about it.

This optimizer supports the NewSamplesEveryIteration option. It requests new samples for the computation of each search direction (not during the line search). Actually this makes no sense for a QuasiNewton optimizer. So, think twice before using the NewSamplesEveryIteration option.

The parameters used in this class are:

Parameters:

Optimizer: Select this optimizer as follows:
(Optimizer "QuasiNewtonLBFGS")

GenerateLineSearchIterations: Whether line search iteration should be counted as elastix-iterations.
example: (GenerateLineSearchIterations "true")
Can only be specified for all resolutions at once.
Default value: "false".

MaximumNumberOfIterations: The maximum number of iterations in each resolution.
example: (MaximumNumberOfIterations 100 100 50)
Default value: 100.

MaximumNumberOfLineSearchIterations: The maximum number of line search iterations in each resolution.
example: (MaximumNumberOfLineSearchIterations 10 10 5)
Default value: 20.

StepLength: Set the length of the initial step tried by the itk::MoreThuenteLineSearchOptimizer.
example: (StepLength 2.0 1.0 0.5)
Default value: 1.0.

LineSearchValueTolerance: Determine the Wolfe conditions that the itk::MoreThuenteLineSearchOptimizer tries to satisfy.
example: (LineSearchValueTolerance 0.0001 0.0001 0.0001)
Default value: 0.0001.

LineSearchGradientTolerance: Determine the Wolfe conditions that the itk::MoreThuenteLineSearchOptimizer tries to satisfy.
example: (LineSearchGradientTolerance 0.9 0.9 0.9)
Default value: 0.9.

GradientMagnitudeTolerance: Stopping criterion. See the documentation of the itk::QuasiNewtonLBFGSOptimizer for more information.
example: (GradientMagnitudeTolerance 0.001 0.0001 0.000001)
Default value: 0.000001.

LBFGSUpdateAccuracy: The "memory" of the optimizer. This determines how many past iterations are used to construct the Hessian approximation. The higher, the more memory is used, but the better the Hessian approximation. If set to zero, The QuasiNewtonLBFGS equals a gradient descent method with line search.
example: (LBFGSUpdateAccuracy 5 10 20)
Default value: 5.

StopIfWolfeNotSatisfied: Whether to stop the optimisation if in one iteration the Wolfe conditions can not be satisfied by the itk::MoreThuenteLineSearchOptimizer.
In general it is wise to do so.
example: (StopIfWolfeNotSatisfied "true" "false")
Default value: "true".

Definition at line 88 of file elxQuasiNewtonLBFGS.h.

Inheritance diagram for elastix::QuasiNewtonLBFGS< TElastix >:
Inheritance graph
[legend]

Public Types

typedef Superclass2::ConfigurationPointer ConfigurationPointer
 
typedef Superclass2::ConfigurationType ConfigurationType
 
typedef itk::SmartPointer< const SelfConstPointer
 
typedef Superclass1::CostFunctionPointer CostFunctionPointer
 
typedef Superclass1::CostFunctionType CostFunctionType
 
typedef Superclass1::DerivativeType DerivativeType
 
typedef Superclass2::ElastixPointer ElastixPointer
 
typedef Superclass2::ElastixType ElastixType
 
typedef EventPassThroughType::Pointer EventPassThroughPointer
 
typedef itk::ReceptorMemberCommand< SelfEventPassThroughType
 
typedef Superclass2::ITKBaseType ITKBaseType
 
typedef LineOptimizerType::Pointer LineOptimizerPointer
 
typedef itk::MoreThuenteLineSearchOptimizer LineOptimizerType
 
typedef Superclass1::ParametersType ParametersType
 
typedef itk::SmartPointer< SelfPointer
 
typedef Superclass2::RegistrationPointer RegistrationPointer
 
typedef Superclass2::RegistrationType RegistrationType
 
typedef Superclass1::ScalesType ScalesType
 
typedef QuasiNewtonLBFGS Self
 
typedef Superclass1::StopConditionType StopConditionType
 
typedef QuasiNewtonLBFGSOptimizer Superclass1
 
typedef OptimizerBase< TElastix > Superclass2
 
- Public Types inherited from itk::QuasiNewtonLBFGSOptimizer
typedef SmartPointer< const SelfConstPointer
 
typedef Superclass::CostFunctionType CostFunctionType
 
typedef Superclass::DerivativeType DerivativeType
 
typedef Array< doubleDiagonalMatrixType
 
typedef LineSearchOptimizerType::Pointer LineSearchOptimizerPointer
 
typedef LineSearchOptimizer LineSearchOptimizerType
 
typedef Superclass::MeasureType MeasureType
 
typedef Superclass::ParametersType ParametersType
 
typedef SmartPointer< SelfPointer
 
typedef Array< doubleRhoType
 
typedef Superclass::ScaledCostFunctionType ScaledCostFunctionType
 
typedef Superclass::ScalesType ScalesType
 
typedef QuasiNewtonLBFGSOptimizer Self
 
enum  StopConditionType {
  MetricError, LineSearchError, MaximumNumberOfIterations, InvalidDiagonalMatrix,
  GradientMagnitudeTolerance, ZeroStep, Unknown
}
 
typedef std::vector< ParametersTypeSType
 
typedef ScaledSingleValuedNonLinearOptimizer Superclass
 
typedef std::vector< DerivativeTypeYType
 
- Public Types inherited from itk::ScaledSingleValuedNonLinearOptimizer
typedef SmartPointer< const SelfConstPointer
 
typedef Superclass::CostFunctionType CostFunctionType
 
typedef Superclass::DerivativeType DerivativeType
 
typedef Superclass::MeasureType MeasureType
 
typedef Superclass::ParametersType ParametersType
 
typedef SmartPointer< SelfPointer
 
typedef ScaledCostFunctionType::Pointer ScaledCostFunctionPointer
 
typedef ScaledSingleValuedCostFunction ScaledCostFunctionType
 
typedef NonLinearOptimizer::ScalesType ScalesType
 
typedef ScaledSingleValuedNonLinearOptimizer Self
 
typedef SingleValuedNonLinearOptimizer Superclass
 
- Public Types inherited from elastix::OptimizerBase< TElastix >
typedef Superclass::ConfigurationPointer ConfigurationPointer
 
typedef Superclass::ConfigurationType ConfigurationType
 
typedef Superclass::ElastixPointer ElastixPointer
 
typedef Superclass::ElastixType ElastixType
 
typedef itk::Optimizer ITKBaseType
 
typedef ITKBaseType::ParametersType ParametersType
 
typedef Superclass::RegistrationPointer RegistrationPointer
 
typedef Superclass::RegistrationType RegistrationType
 
typedef OptimizerBase Self
 
typedef BaseComponentSE< TElastix > Superclass
 
- Public Types inherited from elastix::BaseComponentSE< TElastix >
typedef ElastixType::ConfigurationPointer ConfigurationPointer
 
typedef ElastixType::ConfigurationType ConfigurationType
 
typedef ElastixType::Pointer ElastixPointer
 
typedef TElastix ElastixType
 
typedef RegistrationTypeRegistrationPointer
 
typedef ElastixType::RegistrationBaseType RegistrationType
 
typedef BaseComponentSE Self
 
typedef BaseComponent Superclass
 

Public Member Functions

virtual void AfterEachIteration (void)
 
virtual void AfterEachResolution (void)
 
virtual void AfterRegistration (void)
 
virtual void BeforeEachResolution (void)
 
virtual void BeforeRegistration (void)
 
 elxClassNameMacro ("QuasiNewtonLBFGS")
 
virtual const char * GetClassName () const
 
virtual bool GetStartLineSearch () const
 
virtual void StartOptimization (void)
 
- Public Member Functions inherited from itk::QuasiNewtonLBFGSOptimizer
virtual const DerivativeTypeGetCurrentGradient ()
 
virtual unsigned long GetCurrentIteration () const
 
virtual double GetCurrentStepLength () const
 
virtual MeasureType GetCurrentValue () const
 
virtual double GetGradientMagnitudeTolerance () const
 
virtual bool GetInLineSearch () const
 
virtual LineSearchOptimizerTypeGetLineSearchOptimizer ()
 
virtual unsigned long GetMaximumNumberOfIterations () const
 
virtual unsigned int GetMemory () const
 
virtual const StopConditionTypeGetStopCondition ()
 
virtual void ResumeOptimization (void)
 
virtual void SetGradientMagnitudeTolerance (double _arg)
 
virtual void SetLineSearchOptimizer (LineSearchOptimizerType *_arg)
 
virtual void SetMaximumNumberOfIterations (unsigned long _arg)
 
virtual void SetMemory (unsigned int _arg)
 
virtual void StopOptimization (void)
 
- Public Member Functions inherited from itk::ScaledSingleValuedNonLinearOptimizer
virtual const ParametersTypeGetCurrentPosition (void) const
 
virtual bool GetMaximize () const
 
virtual const ScaledCostFunctionTypeGetScaledCostFunction ()
 
virtual const ParametersTypeGetScaledCurrentPosition ()
 
bool GetUseScales (void) const
 
virtual void InitializeScales (void)
 
virtual void MaximizeOff ()
 
virtual void MaximizeOn ()
 
virtual void SetCostFunction (CostFunctionType *costFunction)
 
virtual void SetMaximize (bool _arg)
 
virtual void SetUseScales (bool arg)
 
- Public Member Functions inherited from elastix::OptimizerBase< TElastix >
virtual void AfterRegistrationBase (void)
 
virtual void BeforeEachResolutionBase ()
 
virtual ITKBaseTypeGetAsITKBaseType (void)
 
virtual const ITKBaseTypeGetAsITKBaseType (void) const
 
virtual void SetCurrentPositionPublic (const ParametersType &param)
 
virtual void SetSinusScales (double amplitude, double frequency, unsigned long numberOfParameters)
 
- Public Member Functions inherited from elastix::BaseComponentSE< TElastix >
virtual ConfigurationTypeGetConfiguration (void) const
 
virtual ElastixTypeGetElastix (void) const
 
virtual RegistrationPointer GetRegistration (void) const
 
virtual void SetConfiguration (ConfigurationType *_arg)
 
virtual void SetElastix (ElastixType *_arg)
 
- Public Member Functions inherited from elastix::BaseComponent
virtual void AfterEachIterationBase (void)
 
virtual void AfterEachResolutionBase (void)
 
virtual int BeforeAll (void)
 
virtual int BeforeAllBase (void)
 
virtual void BeforeRegistrationBase (void)
 
std::string ConvertSecondsToDHMS (const double totalSeconds, const unsigned int precision) const
 
virtual const char * elxGetClassName (void) const
 
virtual const char * GetComponentLabel (void) const
 
virtual void SetComponentLabel (const char *label, unsigned int idx)
 

Static Public Member Functions

static Pointer New ()
 
- Static Public Member Functions inherited from itk::QuasiNewtonLBFGSOptimizer
static Pointer New ()
 
- Static Public Member Functions inherited from itk::ScaledSingleValuedNonLinearOptimizer
static Pointer New ()
 

Protected Member Functions

virtual std::string DeterminePhase (void) const
 
virtual std::string GetLineSearchStopCondition (void) const
 
virtual void LineSearch (const ParametersType searchDir, double &step, ParametersType &x, MeasureType &f, DerivativeType &g)
 
 QuasiNewtonLBFGS ()
 
virtual bool TestConvergence (bool firstLineSearchDone)
 
virtual ~QuasiNewtonLBFGS ()
 
- Protected Member Functions inherited from itk::QuasiNewtonLBFGSOptimizer
virtual void ComputeDiagonalMatrix (DiagonalMatrixType &diag_H0)
 
virtual void ComputeSearchDirection (const DerivativeType &gradient, ParametersType &searchDir)
 
void PrintSelf (std::ostream &os, Indent indent) const
 
 QuasiNewtonLBFGSOptimizer ()
 
virtual void SetInLineSearch (bool _arg)
 
virtual void StoreCurrentPoint (const ParametersType &step, const DerivativeType &grad_dif)
 
virtual ~QuasiNewtonLBFGSOptimizer ()
 
- Protected Member Functions inherited from itk::ScaledSingleValuedNonLinearOptimizer
virtual void GetScaledDerivative (const ParametersType &parameters, DerivativeType &derivative) const
 
virtual MeasureType GetScaledValue (const ParametersType &parameters) const
 
virtual void GetScaledValueAndDerivative (const ParametersType &parameters, MeasureType &value, DerivativeType &derivative) const
 
void PrintSelf (std::ostream &os, Indent indent) const
 
 ScaledSingleValuedNonLinearOptimizer ()
 
virtual void SetCurrentPosition (const ParametersType &param)
 
virtual void SetScaledCurrentPosition (const ParametersType &parameters)
 
virtual ~ScaledSingleValuedNonLinearOptimizer ()
 
- Protected Member Functions inherited from elastix::OptimizerBase< TElastix >
virtual bool GetNewSamplesEveryIteration (void) const
 
 OptimizerBase ()
 
virtual void SelectNewSamples (void)
 
virtual ~OptimizerBase ()
 
- Protected Member Functions inherited from elastix::BaseComponentSE< TElastix >
 BaseComponentSE ()
 
virtual ~BaseComponentSE ()
 
- Protected Member Functions inherited from elastix::BaseComponent
 BaseComponent ()
 
virtual ~BaseComponent ()
 

Protected Attributes

LineOptimizerPointer m_LineOptimizer
 
- Protected Attributes inherited from itk::QuasiNewtonLBFGSOptimizer
unsigned int m_Bound
 
DerivativeType m_CurrentGradient
 
unsigned long m_CurrentIteration
 
double m_CurrentStepLength
 
MeasureType m_CurrentValue
 
bool m_InLineSearch
 
unsigned int m_Point
 
unsigned int m_PreviousPoint
 
RhoType m_Rho
 
SType m_S
 
bool m_Stop
 
StopConditionType m_StopCondition
 
YType m_Y
 
- Protected Attributes inherited from itk::ScaledSingleValuedNonLinearOptimizer
ScaledCostFunctionPointer m_ScaledCostFunction
 
ParametersType m_ScaledCurrentPosition
 
- Protected Attributes inherited from elastix::BaseComponentSE< TElastix >
ConfigurationPointer m_Configuration
 
ElastixPointer m_Elastix
 
RegistrationPointer m_Registration
 

Private Member Functions

void InvokeIterationEvent (const itk::EventObject &event)
 
void operator= (const Self &)
 
 QuasiNewtonLBFGS (const Self &)
 

Private Attributes

EventPassThroughPointer m_EventPasser
 
bool m_GenerateLineSearchIterations
 
double m_SearchDirectionMagnitude
 
bool m_StartLineSearch
 
bool m_StopIfWolfeNotSatisfied
 
bool m_WolfeIsStopCondition
 

Member Typedef Documentation

Definition at line 127 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass2::ConfigurationType elastix::QuasiNewtonLBFGS< TElastix >::ConfigurationType

Definition at line 126 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef itk::SmartPointer< const Self > elastix::QuasiNewtonLBFGS< TElastix >::ConstPointer

Definition at line 101 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass1::CostFunctionPointer elastix::QuasiNewtonLBFGS< TElastix >::CostFunctionPointer

Definition at line 117 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass1::CostFunctionType elastix::QuasiNewtonLBFGS< TElastix >::CostFunctionType

Typedef's inherited from Superclass1.

Definition at line 116 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass1::DerivativeType elastix::QuasiNewtonLBFGS< TElastix >::DerivativeType

Definition at line 120 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass2::ElastixPointer elastix::QuasiNewtonLBFGS< TElastix >::ElastixPointer

Definition at line 125 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass2::ElastixType elastix::QuasiNewtonLBFGS< TElastix >::ElastixType

Typedef's inherited from Elastix.

Definition at line 124 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef EventPassThroughType::Pointer elastix::QuasiNewtonLBFGS< TElastix >::EventPassThroughPointer

Definition at line 136 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef itk::ReceptorMemberCommand< Self > elastix::QuasiNewtonLBFGS< TElastix >::EventPassThroughType

Definition at line 135 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass2::ITKBaseType elastix::QuasiNewtonLBFGS< TElastix >::ITKBaseType

Definition at line 130 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef LineOptimizerType::Pointer elastix::QuasiNewtonLBFGS< TElastix >::LineOptimizerPointer

Definition at line 134 of file elxQuasiNewtonLBFGS.h.

Extra typedefs

Definition at line 133 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass1::ParametersType elastix::QuasiNewtonLBFGS< TElastix >::ParametersType

Definition at line 119 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef itk::SmartPointer< Self > elastix::QuasiNewtonLBFGS< TElastix >::Pointer

Definition at line 100 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass2::RegistrationPointer elastix::QuasiNewtonLBFGS< TElastix >::RegistrationPointer

Definition at line 129 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass2::RegistrationType elastix::QuasiNewtonLBFGS< TElastix >::RegistrationType

Definition at line 128 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass1::ScalesType elastix::QuasiNewtonLBFGS< TElastix >::ScalesType

Definition at line 121 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef QuasiNewtonLBFGS elastix::QuasiNewtonLBFGS< TElastix >::Self

Standard ITK.

Definition at line 97 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef Superclass1::StopConditionType elastix::QuasiNewtonLBFGS< TElastix >::StopConditionType

Definition at line 118 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef QuasiNewtonLBFGSOptimizer elastix::QuasiNewtonLBFGS< TElastix >::Superclass1

Definition at line 98 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
typedef OptimizerBase< TElastix > elastix::QuasiNewtonLBFGS< TElastix >::Superclass2

Definition at line 99 of file elxQuasiNewtonLBFGS.h.

Constructor & Destructor Documentation

template<class TElastix >
elastix::QuasiNewtonLBFGS< TElastix >::QuasiNewtonLBFGS ( )
protected
template<class TElastix >
virtual elastix::QuasiNewtonLBFGS< TElastix >::~QuasiNewtonLBFGS ( )
inlineprotectedvirtual

Definition at line 159 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
elastix::QuasiNewtonLBFGS< TElastix >::QuasiNewtonLBFGS ( const Self )
private

Member Function Documentation

template<class TElastix >
virtual void elastix::QuasiNewtonLBFGS< TElastix >::AfterEachIteration ( void  )
virtual

Reimplemented from elastix::BaseComponent.

template<class TElastix >
virtual void elastix::QuasiNewtonLBFGS< TElastix >::AfterEachResolution ( void  )
virtual

Reimplemented from elastix::BaseComponent.

template<class TElastix >
virtual void elastix::QuasiNewtonLBFGS< TElastix >::AfterRegistration ( void  )
virtual

Reimplemented from elastix::BaseComponent.

template<class TElastix >
virtual void elastix::QuasiNewtonLBFGS< TElastix >::BeforeEachResolution ( void  )
virtual

Reimplemented from elastix::BaseComponent.

template<class TElastix >
virtual void elastix::QuasiNewtonLBFGS< TElastix >::BeforeRegistration ( void  )
virtual

Methods to set parameters and print output at different stages in the registration process.

Reimplemented from elastix::BaseComponent.

template<class TElastix >
virtual std::string elastix::QuasiNewtonLBFGS< TElastix >::DeterminePhase ( void  ) const
protectedvirtual

Generate a string, representing the phase of optimisation (line search, main)

template<class TElastix >
elastix::QuasiNewtonLBFGS< TElastix >::elxClassNameMacro ( "QuasiNewtonLBFGS< TElastix >"  )

Name of this class. Use this name in the parameter file to select this specific optimizer.
example: (Optimizer "QuasiNewtonLBFGS")

template<class TElastix >
virtual const char* elastix::QuasiNewtonLBFGS< TElastix >::GetClassName ( ) const
virtual

Run-time type information (and related methods).

Reimplemented from itk::QuasiNewtonLBFGSOptimizer.

template<class TElastix >
virtual std::string elastix::QuasiNewtonLBFGS< TElastix >::GetLineSearchStopCondition ( void  ) const
protectedvirtual

Convert the line search stop condition to a string

template<class TElastix >
virtual bool elastix::QuasiNewtonLBFGS< TElastix >::GetStartLineSearch ( ) const
virtual
template<class TElastix >
void elastix::QuasiNewtonLBFGS< TElastix >::InvokeIterationEvent ( const itk::EventObject &  event)
private
template<class TElastix >
virtual void elastix::QuasiNewtonLBFGS< TElastix >::LineSearch ( const ParametersType  searchDir,
double step,
ParametersType x,
MeasureType f,
DerivativeType g 
)
protectedvirtual

Call the superclass' implementation. If an ExceptionObject is caught, because the line search optimizer tried a too big step, the exception is printed, but ignored further. The optimizer stops, but elastix just goes on to the next resolution.

Reimplemented from itk::QuasiNewtonLBFGSOptimizer.

template<class TElastix >
static Pointer elastix::QuasiNewtonLBFGS< TElastix >::New ( )
static

Method for creation through the object factory.

template<class TElastix >
void elastix::QuasiNewtonLBFGS< TElastix >::operator= ( const Self )
private
template<class TElastix >
virtual void elastix::QuasiNewtonLBFGS< TElastix >::StartOptimization ( void  )
virtual

Check if any scales are set, and set the UseScales flag on or off; after that call the superclass' implementation

Reimplemented from itk::QuasiNewtonLBFGSOptimizer.

template<class TElastix >
virtual bool elastix::QuasiNewtonLBFGS< TElastix >::TestConvergence ( bool  firstLineSearchDone)
protectedvirtual

Reimplement the superclass. Calls the superclass' implementation and checks if the MoreThuente line search routine has stopped with Wolfe conditions satisfied.

Reimplemented from itk::QuasiNewtonLBFGSOptimizer.

Field Documentation

template<class TElastix >
EventPassThroughPointer elastix::QuasiNewtonLBFGS< TElastix >::m_EventPasser
private

Definition at line 193 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
bool elastix::QuasiNewtonLBFGS< TElastix >::m_GenerateLineSearchIterations
private

Definition at line 196 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
LineOptimizerPointer elastix::QuasiNewtonLBFGS< TElastix >::m_LineOptimizer
protected

Definition at line 161 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
double elastix::QuasiNewtonLBFGS< TElastix >::m_SearchDirectionMagnitude
private

Definition at line 194 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
bool elastix::QuasiNewtonLBFGS< TElastix >::m_StartLineSearch
private

Definition at line 195 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
bool elastix::QuasiNewtonLBFGS< TElastix >::m_StopIfWolfeNotSatisfied
private

Definition at line 197 of file elxQuasiNewtonLBFGS.h.

template<class TElastix >
bool elastix::QuasiNewtonLBFGS< TElastix >::m_WolfeIsStopCondition
private

Definition at line 198 of file elxQuasiNewtonLBFGS.h.



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