Class for SVM models. More...

#include <otbSVMModel.h>

Inheritance diagram for otb::SVMModel< TValue, TLabel >:

Collaboration diagram for otb::SVMModel< TValue, TLabel >:

Public Types
typedef std::vector< struct svm_node * >	CacheVectorType
typedef itk::SmartPointer < const Self >	ConstPointer
typedef itk::VariableLengthVector < double >	DistancesVectorType
typedef TLabel	LabelType
typedef std::vector< ValueType >	MeasurementType
typedef struct svm_node *	NodeCacheType
typedef itk::SmartPointer< Self >	Pointer
typedef itk::VariableLengthVector < double >	ProbabilitiesVectorType
typedef std::vector< SampleType >	SamplesVectorType
typedef std::pair < MeasurementType, LabelType >	SampleType
typedef SVMModel	Self
typedef itk::DataObject	Superclass
typedef TValue	ValueType

Public Member Functions
unsigned long	AddObserver (const EventObject &event, Command *)
unsigned long	AddObserver (const EventObject &event, Command *) const
void	AddSample (const MeasurementType &measure, const LabelType &label)
void	BuildProblem ()
void	ClearSamples ()
void	ConsistencyCheck ()
virtual void	CopyInformation (const DataObject *)
virtual ::itk::LightObject::Pointer	CreateAnother (void) const
double	CrossValidation (unsigned int nbFolders)
void	DataHasBeenGenerated ()
virtual void	DebugOff () const
virtual void	DebugOn () const
virtual void	Delete ()
void	DisconnectPipeline ()
void	DoProbabilityEstimates (bool prob)
void	DoShrinking (bool s)
DistancesVectorType	EvaluateHyperplanesDistances (const MeasurementType &measure) const
LabelType	EvaluateLabel (const MeasurementType &measure) const
ProbabilitiesVectorType	EvaluateProbabilities (const MeasurementType &measure) const
double **	GetAlpha (void)
double	GetC (void) const
int	GetCacheSize (void) const
Command *	GetCommand (unsigned long tag)
Pointer	GetCopy () const
bool	GetDataReleased () const
bool	GetDebug () const
bool	GetDoProbabilityEstimates (void) const
bool	GetDoShrinking (void) const
double	GetEpsilon (void) const
double	GetKernelCoef0 (void) const
GenericKernelFunctorBase *	GetKernelFunctor (void) const
double	GetKernelGamma (void) const
int	GetKernelType (void) const
int *	GetLabels ()
MetaDataDictionary &	GetMetaDataDictionary (void)
const MetaDataDictionary &	GetMetaDataDictionary (void) const
struct svm_model *	GetModel ()
virtual unsigned long	GetMTime () const
virtual const char *	GetNameOfClass () const
double	GetNu (void) const
unsigned int	GetNumberOfClasses (void) const
unsigned int	GetNumberOfHyperplane (void) const
int	GetNumberOfSupportVectors (void) const
int *	GetNumberOfSVPerClasse ()
double	GetP (void) const
struct svm_parameter &	GetParameters ()
struct svm_parameter &	GetParameters () const
virtual const unsigned long &	GetPipelineMTime ()
int	GetPolynomialKernelDegree (void) const
struct svm_problem &	GetProblem ()
virtual int	GetReferenceCount () const
virtual const bool &	GetReleaseDataFlag ()
double *	GetRho (void) const
SmartPointerForwardReference < ProcessObject >	GetSource () const
unsigned int	GetSourceOutputIndex () const
svm_node **	GetSupportVectors (void)
int	GetSVMType (void) const
virtual unsigned long	GetUpdateMTime () const
virtual void	Graft (const DataObject *)
bool	HasObserver (const EventObject &event) const
void	InvokeEvent (const EventObject &)
void	InvokeEvent (const EventObject &) const
void	LoadModel (const char *model_file_name)
void	LoadModel (const std::string &model_file_name)
virtual void	Modified () const
virtual void	Modified ()
virtual void	PrepareForNewData ()
void	Print (std::ostream &os, Indent indent=0) const
virtual void	PropagateRequestedRegion ()
virtual void	Register () const
void	ReleaseData ()
virtual void	ReleaseDataFlagOff ()
virtual void	ReleaseDataFlagOn ()
void	RemoveAllObservers ()
void	RemoveObserver (unsigned long tag)
virtual bool	RequestedRegionIsOutsideOfTheBufferedRegion ()
void	Reset ()
virtual void	ResetPipeline ()
void	SaveModel (const char *model_file_name) const
void	SaveModel (const std::string &model_file_name) const
void	SetAlpha (double **alpha, int nbOfSupportVector)
void	SetC (double c)
void	SetCacheSize (int cSize)
void	SetDebug (bool debugFlag) const
void	SetEpsilon (double eps)
void	SetKernelCoef0 (double coef0)
void	SetKernelFunctor (GenericKernelFunctorBase *pGenericKernelFunctor)
virtual void	SetKernelGamma (double gamma)
void	SetKernelType (int kerneltype)
void	SetMetaDataDictionary (const MetaDataDictionary &rhs)
void	SetModel (struct svm_model *aModel)
void	SetNu (double nu)
void	SetP (double p)
void	SetPipelineMTime (unsigned long time)
void	SetPolynomialKernelDegree (int degree)
virtual void	SetReferenceCount (int)
void	SetReleaseDataFlag (bool flag)
virtual void	SetRequestedRegion (DataObject *)
virtual void	SetRequestedRegionToLargestPossibleRegion ()
void	SetSamples (const SamplesVectorType &samples)
void	SetSupportVectors (svm_node **sv, int nbOfSupportVector)
void	SetSVMType (int svmtype)
bool	ShouldIReleaseData () const
void	Train ()
virtual void	UnRegister () const
virtual void	Update ()
virtual void	UpdateOutputData ()
virtual void	UpdateOutputInformation ()
virtual bool	VerifyRequestedRegion ()

Static Public Member Functions
static void	BreakOnError ()
static bool	GetGlobalReleaseDataFlag ()
static bool	GetGlobalWarningDisplay ()
static void	GlobalReleaseDataFlagOff ()
static void	GlobalReleaseDataFlagOn ()
static void	GlobalWarningDisplayOff ()
static void	GlobalWarningDisplayOn ()
static Pointer	New ()
static void	SetGlobalReleaseDataFlag (bool val)
static void	SetGlobalWarningDisplay (bool flag)

Protected Types
typedef int	InternalReferenceCountType

Protected Member Functions
	SVMModel ()
virtual	~SVMModel ()
void	DeleteModel ()
void	DeleteProblem ()
void	Initialize ()
virtual void	PrintHeader (std::ostream &os, Indent indent) const
bool	PrintObservers (std::ostream &os, Indent indent) const
void	PrintSelf (std::ostream &os, itk::Indent indent) const
virtual void	PrintTrailer (std::ostream &os, Indent indent) const
virtual void	PropagateResetPipeline ()

Protected Attributes
InternalReferenceCountType	m_ReferenceCount
SimpleFastMutexLock	m_ReferenceCountLock

Private Member Functions
	SVMModel (const Self &)
void	operator= (const Self &)

Private Attributes
struct svm_model *	m_Model
bool	m_ModelUpToDate
struct svm_parameter	m_Parameters
struct svm_problem	m_Problem
bool	m_ProblemUpToDate
SamplesVectorType	m_Samples

Detailed Description

template<class TValue, class TLabel>
class otb::SVMModel< TValue, TLabel >

Class for SVM models.

update documentation

The basic functionality of the SVMModel framework base class is to generate the models used in SVM classification. It requires input images and a training image to be provided by the user. This object supports data handling of multiband images. The object accepts the input image in vector format only, where each pixel is a vector and each element of the vector corresponds to an entry from 1 particular band of a multiband dataset. A single band image is treated as a vector image with a single element for every vector. The classified image is treated as a single band scalar image.

A membership function represents a specific knowledge about a class. In other words, it should tell us how "likely" is that a measurement vector (pattern) belong to the class.

As the method name indicates, you can have more than one membership function. One for each classes. The order you put the membership calculator becomes the class label for the class that is represented by the membership calculator.

Definition at line 59 of file otbSVMModel.h.

Member Typedef Documentation

template<class TValue, class TLabel>

typedef std::vector<struct svm_node *> otb::SVMModel< TValue, TLabel >::CacheVectorType

Cache vector type

Definition at line 76 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef itk::SmartPointer<const Self> otb::SVMModel< TValue, TLabel >::ConstPointer

Reimplemented from itk::DataObject.

Definition at line 66 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef itk::VariableLengthVector<double> otb::SVMModel< TValue, TLabel >::DistancesVectorType

Definition at line 80 of file otbSVMModel.h.

typedef int itk::LightObject::InternalReferenceCountType

protectedinherited

Define the type of the reference count according to the target. This allows the use of atomic operations

Definition at line 137 of file itkLightObject.h.

template<class TValue, class TLabel>

typedef TLabel otb::SVMModel< TValue, TLabel >::LabelType

Label Type

Definition at line 71 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef std::vector<ValueType> otb::SVMModel< TValue, TLabel >::MeasurementType

Definition at line 72 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef struct svm_node* otb::SVMModel< TValue, TLabel >::NodeCacheType

Definition at line 82 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef itk::SmartPointer<Self> otb::SVMModel< TValue, TLabel >::Pointer

Reimplemented from itk::DataObject.

Definition at line 65 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef itk::VariableLengthVector<double> otb::SVMModel< TValue, TLabel >::ProbabilitiesVectorType

Distances vector

Definition at line 79 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef std::vector<SampleType> otb::SVMModel< TValue, TLabel >::SamplesVectorType

Definition at line 74 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef std::pair<MeasurementType, LabelType> otb::SVMModel< TValue, TLabel >::SampleType

Definition at line 73 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef SVMModel otb::SVMModel< TValue, TLabel >::Self

Standard class typedefs.

Reimplemented from itk::DataObject.

Definition at line 63 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef itk::DataObject otb::SVMModel< TValue, TLabel >::Superclass

Reimplemented from itk::DataObject.

Definition at line 64 of file otbSVMModel.h.

template<class TValue, class TLabel>

typedef TValue otb::SVMModel< TValue, TLabel >::ValueType

Value type

Definition at line 69 of file otbSVMModel.h.

Constructor & Destructor Documentation

template<class TValue , class TLabel >

otb::SVMModel< TValue, TLabel >::SVMModel ( )

protected

Constructor

Definition at line 28 of file otbSVMModel.txx.

References C_SVC, LINEAR, and NULL.

template<class TValue , class TLabel >

otb::SVMModel< TValue, TLabel >::~SVMModel ( )

protectedvirtual

Destructor

Definition at line 57 of file otbSVMModel.txx.

template<class TValue, class TLabel>

otb::SVMModel< TValue, TLabel >::SVMModel ( const Self & )

private

Member Function Documentation

unsigned long itk::Object::AddObserver	(	const EventObject &	event,
		Command *	cmd
	)

inherited

Allow people to add/remove/invoke observers (callbacks) to any ITK object. This is an implementation of the subject/observer design pattern. An observer is added by specifying an event to respond to and an itk::Command to execute. It returns an unsigned long tag which can be used later to remove the event or retrieve the command. The memory for the Command becomes the responsibility of this object, so don't pass the same instance of a command to two different objects

Definition at line 389 of file itkObject.cxx.

References itk::SubjectImplementation::AddObserver().

Referenced by otb::StreamingImageVirtualWriter< TInputImage >::GenerateData(), itk::ProgressAccumulator::RegisterInternalFilter(), otb::ImageFileWriter< TInputImage >::Update(), and otb::WriterWatcherBase::WriterWatcherBase().

unsigned long itk::Object::AddObserver	(	const EventObject &	event,
		Command *	cmd
	)		const

inherited

Definition at line 401 of file itkObject.cxx.

References itk::SubjectImplementation::AddObserver().

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::AddSample	(	const MeasurementType &	measure,
		const LabelType &	label
	)

Add a new sample to the list

Definition at line 143 of file otbSVMModel.txx.

Referenced by otb::SVMPointSetModelEstimator< TInputPointSet, TTrainingPointSet >::PrepareData(), otb::SVMImageModelEstimator< TInputImage, TTrainingImage >::PrepareData(), and otb::SVMSampleListModelEstimator< TInputSampleList, TTrainingSampleList, TMeasurementFunctor >::PrepareData().

void itk::LightObject::BreakOnError ( )

staticinherited

This method is called when itkExceptionMacro executes. It allows the debugger to break on error.

Definition at line 149 of file itkLightObject.cxx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::BuildProblem ( )

Allocate the problem

Definition at line 168 of file otbSVMModel.txx.

References COMPOSED, GENERIC, svm_node::index, and otbMsgDebugMacro.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::ClearSamples ( )

Clear all samples

Definition at line 152 of file otbSVMModel.txx.

Referenced by otb::SVMPointSetModelEstimator< TInputPointSet, TTrainingPointSet >::PrepareData(), otb::SVMImageModelEstimator< TInputImage, TTrainingImage >::PrepareData(), and otb::SVMSampleListModelEstimator< TInputSampleList, TTrainingSampleList, TMeasurementFunctor >::PrepareData().

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::ConsistencyCheck ( )

Check consistency (potentially throws exception)

Definition at line 295 of file otbSVMModel.txx.

References ONE_CLASS, otbMsgDebugMacro, and svm_check_parameter().

virtual void itk::DataObject::CopyInformation ( const DataObject * )

inlinevirtualinherited

Copy information from the specified data set. This method is part of the pipeline execution model. By default, a ProcessObject will copy meta-data from the first input to all of its outputs. See ProcessObject::GenerateOutputInformation(). Each subclass of DataObject is responsible for being able to copy whatever meta-data it needs from from another DataObject. The default implementation of this method is empty. If a subclass overrides this method, it should always call its superclass' version.

Definition at line 435 of file itkDataObject.h.

template<class TValue, class TLabel>

virtual::itk::LightObject::Pointer otb::SVMModel< TValue, TLabel >::CreateAnother ( void ) 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::Object.

template<class TValue , class TLabel >

double otb::SVMModel< TValue, TLabel >::CrossValidation ( unsigned int nbFolders )

Cross validation (returns the accuracy)

Definition at line 256 of file otbSVMModel.txx.

References svm_cross_validation().

void itk::DataObject::DataHasBeenGenerated ( )

inherited

Inform the pipeline mechanism that data has been generated. This method is called by ProcessObject::UpdateOutputData() once the process object has finished generating its data. This essentially marks the DataObject as being updated and ready for use.

Definition at line 428 of file itkDataObject.cxx.

void itk::Object::DebugOff ( ) const

virtualinherited

Turn debugging output off.

Definition at line 253 of file itkObject.cxx.

void itk::Object::DebugOn ( ) const

virtualinherited

Turn debugging output on.

Definition at line 242 of file itkObject.cxx.

void itk::LightObject::Delete ( )

virtualinherited

Delete an itk object. This method should always be used to delete an object when the new operator was used to create it. Using the C delete method will not work with reference counting.

Delete a itk object. This method should always be used to delete an object when the new operator was used to create it. Using the C++ delete method will not work with reference counting.

Definition at line 88 of file itkLightObject.cxx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::DeleteModel ( )

protected

Delete any allocated model

Definition at line 108 of file otbSVMModel.txx.

References NULL, and svm_free_and_destroy_model().

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::DeleteProblem ( )

protected

Delete any allocated problem

Definition at line 116 of file otbSVMModel.txx.

References NULL.

void itk::DataObject::DisconnectPipeline ( )

inherited

Separate this data object from the pipeline. This routine disconnects a data object from the upstream pipeline. Hence an Update() from downstream will not propagate back past this data object. To completely isolate this data object from the pipeline, the application must remove this data object from any filters which it is connected as the input.

Definition at line 216 of file itkDataObject.cxx.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::DoProbabilityEstimates ( bool prob )

inline

Do probability estimates

Definition at line 289 of file otbSVMModel.h.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::DoShrinking ( bool s )

inline

Use the shrinking heuristics for the training

Definition at line 276 of file otbSVMModel.h.

template<class TValue , class TLabel >

SVMModel< TValue, TLabel >::DistancesVectorType otb::SVMModel< TValue, TLabel >::EvaluateHyperplanesDistances ( const MeasurementType & measure ) const

Evaluate hyperplan distances (Please note that due to caching this method is not

thread safe. If you want to run multiple concurrent instances of this method, please consider using the GetCopy() method to clone the model.)

Definition at line 416 of file otbSVMModel.txx.

References itk::VariableLengthVector< TValueType >::GetDataPointer(), svm_node::index, svm_predict_values(), and svm_node::value.

template<class TValue , class TLabel >

SVMModel< TValue, TLabel >::LabelType otb::SVMModel< TValue, TLabel >::EvaluateLabel ( const MeasurementType & measure ) const

Predict (Please note that due to caching this method is not

thread safe. If you want to run multiple concurrent instances of this method, please consider using the GetCopy() method to clone the model.)

Definition at line 336 of file otbSVMModel.txx.

References C_SVC, EPSILON_SVR, svm_node::index, NU_SVC, NU_SVR, NULL, ONE_CLASS, otbMsgDevMacro, svm_check_probability_model(), svm_get_nr_class(), svm_get_svm_type(), svm_get_svr_probability(), svm_predict(), svm_predict_probability(), and svm_node::value.

Referenced by otb::PersistentObjectDetectionClassifier< TInputImage, TOutputVectorData, TLabel, TFunctionType >::ThreadedGenerateData().

template<class TValue , class TLabel >

SVMModel< TValue, TLabel >::ProbabilitiesVectorType otb::SVMModel< TValue, TLabel >::EvaluateProbabilities ( const MeasurementType & measure ) const

Evaluate probabilities of each class. Returns a probability vector ordered by increasing class label value (Please note that due to caching this method is not thread safe. If you want to run multiple concurrent instances of this method, please consider using the GetCopy() method to clone the model.)

Definition at line 455 of file otbSVMModel.txx.

References svm_node::index, svm_check_probability_model(), svm_get_nr_class(), svm_predict_probability(), and svm_node::value.

template<class TValue, class TLabel>

double** otb::SVMModel< TValue, TLabel >::GetAlpha ( void )

inline

Return the alphas values (SV Coef)

Definition at line 334 of file otbSVMModel.h.

template<class TValue, class TLabel>

double otb::SVMModel< TValue, TLabel >::GetC ( void ) const

inline

Get the C parameter for the training for C_SVC, EPSILON_SVR and NU_SVR

Definition at line 244 of file otbSVMModel.h.

template<class TValue, class TLabel>

int otb::SVMModel< TValue, TLabel >::GetCacheSize ( void ) const

inline

Get the cache size in MB for the training

Definition at line 231 of file otbSVMModel.h.

Command * itk::Object::GetCommand ( unsigned long tag )

inherited

Get the command associated with the given tag. NOTE: This returns a pointer to a Command, but it is safe to asign this to a Command::Pointer. Since Command inherits from LightObject, at this point in the code, only a pointer or a reference to the Command can be used.

Definition at line 414 of file itkObject.cxx.

References itk::Object::GetCommand(), and NULL.

Referenced by itk::Object::GetCommand().

template<class TValue , class TLabel >

SVMModel< TValue, TLabel >::Pointer otb::SVMModel< TValue, TLabel >::GetCopy ( ) const

Copy the model

Definition at line 550 of file otbSVMModel.txx.

bool itk::DataObject::GetDataReleased ( ) const

inlineinherited

Get the flag indicating the data has been released.

Definition at line 332 of file itkDataObject.h.

bool itk::Object::GetDebug ( ) const

inherited

Get the value of the debug flag.

Definition at line 264 of file itkObject.cxx.

Referenced by otb::ogr::ImageReference< double >::GetDebug().

template<class TValue, class TLabel>

bool otb::SVMModel< TValue, TLabel >::GetDoProbabilityEstimates ( void ) const

inline

Get Do probability estimates boolean

Definition at line 296 of file otbSVMModel.h.

template<class TValue, class TLabel>

bool otb::SVMModel< TValue, TLabel >::GetDoShrinking ( void ) const

inline

Get Use the shrinking heuristics for the training boolea

Definition at line 283 of file otbSVMModel.h.

template<class TValue, class TLabel>

double otb::SVMModel< TValue, TLabel >::GetEpsilon ( void ) const

inline

Get the tolerance for the stopping criterion for the training

Definition at line 257 of file otbSVMModel.h.

bool itk::DataObject::GetGlobalReleaseDataFlag ( )

staticinherited

Definition at line 189 of file itkDataObject.cxx.

bool itk::Object::GetGlobalWarningDisplay ( )

staticinherited

Get the value of the global debug output control flag.

Definition at line 381 of file itkObject.cxx.

template<class TValue, class TLabel>

double otb::SVMModel< TValue, TLabel >::GetKernelCoef0 ( void ) const

inline

Get the coef0 parameter for poly/sigmoid kernels

Definition at line 203 of file otbSVMModel.h.

template<class TValue, class TLabel>

GenericKernelFunctorBase* otb::SVMModel< TValue, TLabel >::GetKernelFunctor ( void ) const

inline

Get/Set methods for generic kernel functor

Definition at line 302 of file otbSVMModel.h.

template<class TValue, class TLabel>

double otb::SVMModel< TValue, TLabel >::GetKernelGamma ( void ) const

inline

Get the gamma parameter for poly/rbf/sigmoid kernels

Definition at line 190 of file otbSVMModel.h.

template<class TValue, class TLabel>

int otb::SVMModel< TValue, TLabel >::GetKernelType ( void ) const

inline

Get the kernel type

Definition at line 165 of file otbSVMModel.h.

template<class TValue, class TLabel>

int* otb::SVMModel< TValue, TLabel >::GetLabels ( )

inline

Return the labels lists

Definition at line 342 of file otbSVMModel.h.

MetaDataDictionary & itk::Object::GetMetaDataDictionary ( void )

inherited

Returns:: A reference to this objects MetaDataDictionary.

Warning:: This reference may be changed.

Reimplemented in otb::ImageMetadataInterfaceBase.

Definition at line 532 of file itkObject.cxx.

References NULL.

const MetaDataDictionary & itk::Object::GetMetaDataDictionary ( void ) const

inherited

Returns:: A constant reference to this objects MetaDataDictionary.

Reimplemented in otb::ImageMetadataInterfaceBase.

Definition at line 543 of file itkObject.cxx.

References NULL.

template<class TValue, class TLabel>

struct svm_model* otb::SVMModel< TValue, TLabel >::GetModel ( )

inlineread

Gets the model

Definition at line 105 of file otbSVMModel.h.

Referenced by main().

unsigned long itk::Object::GetMTime ( void ) const

virtualinherited

Return this objects modified time.

Return the modification for this object.

Definition at line 286 of file itkObject.cxx.

Referenced by itk::DeformationFieldSource< TOutputImage >::GetMTime(), itk::BoundingBox< TPointIdentifier, VPointDimension, TCoordRep, TPointsContainer >::GetMTime(), itk::InverseDeformationFieldImageFilter< TInputImage, TOutputImage >::GetMTime(), itk::TransformToDeformationFieldSource< TOutputImage, TTransformPrecisionType >::GetMTime(), itk::VectorResampleImageFilter< TInputImage, TOutputImage, TInterpolatorPrecisionType >::GetMTime(), itk::SpatialObject< TDimension >::GetMTime(), itk::ResampleImageFilter< TInputImage, TOutputImage, TInterpolatorPrecisionType >::GetMTime(), itk::SpatialObject< ::itk::GetMeshDimension< TMesh >::PointDimension >::GetObjectMTime(), otb::Function::NoStretchRenderingFunction< TPixel, TRGBPixel, TPixelRepresentationFunction, TTransferFunction >::Initialize(), otb::Function::StandardRenderingFunction< TPixel, TRGBPixel, TPixelRepresentationFunction, TTransferFunction >::Initialize(), itk::VTKImageExportBase::PipelineModifiedCallback(), and itk::ProcessObject::UpdateOutputInformation().

template<class TValue, class TLabel>

virtual const char* otb::SVMModel< TValue, TLabel >::GetNameOfClass ( ) const

virtual

Run-time type information (and related methods).

Reimplemented from itk::DataObject.

template<class TValue, class TLabel>

double otb::SVMModel< TValue, TLabel >::GetNu ( void ) const

inline

Set the Nu parameter for the training

Definition at line 217 of file otbSVMModel.h.

template<class TValue, class TLabel>

unsigned int otb::SVMModel< TValue, TLabel >::GetNumberOfClasses ( void ) const

inline

Get the number of classes.

Definition at line 89 of file otbSVMModel.h.

template<class TValue, class TLabel>

unsigned int otb::SVMModel< TValue, TLabel >::GetNumberOfHyperplane ( void ) const

inline

Get the number of hyperplane.

Definition at line 95 of file otbSVMModel.h.

template<class TValue, class TLabel>

int otb::SVMModel< TValue, TLabel >::GetNumberOfSupportVectors ( void ) const

inline

Return number of support vectors

Definition at line 315 of file otbSVMModel.h.

template<class TValue, class TLabel>

int* otb::SVMModel< TValue, TLabel >::GetNumberOfSVPerClasse ( )

inline

Get the number of SV per classes

Definition at line 348 of file otbSVMModel.h.

template<class TValue, class TLabel>

double otb::SVMModel< TValue, TLabel >::GetP ( void ) const

inline

Definition at line 270 of file otbSVMModel.h.

template<class TValue, class TLabel>

struct svm_parameter& otb::SVMModel< TValue, TLabel >::GetParameters ( void )

inlineread

Gets the parameters

Definition at line 111 of file otbSVMModel.h.

template<class TValue, class TLabel>

struct svm_parameter& otb::SVMModel< TValue, TLabel >::GetParameters ( void ) const

inlineread

Gets the parameters

Definition at line 116 of file otbSVMModel.h.

virtual const unsigned long& itk::DataObject::GetPipelineMTime ( )

virtualinherited

Referenced by itk::ProcessObject::UpdateOutputInformation().

template<class TValue, class TLabel>

int otb::SVMModel< TValue, TLabel >::GetPolynomialKernelDegree ( void ) const

inline

Get the degree of the polynomial kernel

Definition at line 178 of file otbSVMModel.h.

template<class TValue, class TLabel>

struct svm_problem& otb::SVMModel< TValue, TLabel >::GetProblem ( )

inlineread

Definition at line 353 of file otbSVMModel.h.

virtual int itk::LightObject::GetReferenceCount ( ) const

inlinevirtualinherited

Gets the reference count on this object.

Definition at line 105 of file itkLightObject.h.

virtual const bool& itk::DataObject::GetReleaseDataFlag ( )

virtualinherited

template<class TValue, class TLabel>

double* otb::SVMModel< TValue, TLabel >::GetRho ( void ) const

inline

Return rho values

Definition at line 321 of file otbSVMModel.h.

SmartPointerForwardReference< ProcessObject > itk::DataObject::GetSource ( void ) const

inherited

Get the process object that generated this data object. If there is no process object, then the data object has been disconnected from the pipeline, or the data object was created manually. (Note: we cannot use the GetObjectMacro() defined in itkMacro because the mutual dependency of DataObject and ProcessObject causes compile problems. Also, a forward reference smart pointer is returned, not a smart pointer, because of the circular dependency between the process and data object.)

GetSource() returns a SmartPointerForwardReference and not a WeakPointer because it is assumed the code calling GetSource() wants to hold a long term reference to the source.

Definition at line 288 of file itkDataObject.cxx.

Referenced by otb::PipelineMemoryPrintCalculator::EvaluateProcessObjectPrintRecursive().

unsigned int itk::DataObject::GetSourceOutputIndex ( ) const

inherited

Which of the source's outputs corresponds to this data object?

Definition at line 296 of file itkDataObject.cxx.

Referenced by itk::MultiResolutionPyramidImageFilter< TInputImage, TOutputImage >::GenerateOutputRequestedRegion().

template<class TValue, class TLabel>

svm_node** otb::SVMModel< TValue, TLabel >::GetSupportVectors ( void )

inline

Return the support vectors

Definition at line 326 of file otbSVMModel.h.

template<class TValue, class TLabel>

int otb::SVMModel< TValue, TLabel >::GetSVMType ( void ) const

inline

Get the SVM type (C_SVC, NU_SVC, ONE_CLASS, EPSILON_SVR, NU_SVR)

Definition at line 148 of file otbSVMModel.h.

unsigned long itk::DataObject::GetUpdateMTime ( ) const

virtualinherited

MTime for the last time this DataObject was generated.

Definition at line 438 of file itkDataObject.cxx.

static void itk::DataObject::GlobalReleaseDataFlagOff ( )

inlinestaticinherited

Definition at line 318 of file itkDataObject.h.

static void itk::DataObject::GlobalReleaseDataFlagOn ( )

inlinestaticinherited

Definition at line 316 of file itkDataObject.h.

static void itk::Object::GlobalWarningDisplayOff ( )

inlinestaticinherited

Definition at line 100 of file itkObject.h.

References itk::Object::SetGlobalWarningDisplay().

Referenced by itk::OutputWindow::DisplayText(), itk::Win32OutputWindow::PromptText(), and itk::Win32OutputWindow::WndProc().

static void itk::Object::GlobalWarningDisplayOn ( )

inlinestaticinherited

Definition at line 98 of file itkObject.h.

References itk::Object::SetGlobalWarningDisplay().

virtual void itk::DataObject::Graft ( const DataObject * )

inlinevirtualinherited

Method for grafting the content of one data object into another one. This method is intended to be overloaded by derived classes. Each one of them should use dynamic_casting in order to verify that the grafted object is actually of the same type as the class on which the Graft() method was invoked.

Definition at line 449 of file itkDataObject.h.

Referenced by otb::AtmosphericCorrectionParametersTo6SAtmosphericRadiativeTerms::GraftNthOutput(), otb::VectorDataSource< TOutputVectorData >::GraftNthOutput(), otb::PointSetSource< TOutputPointSet >::GraftNthOutput(), itk::MeshSource< TOutputMesh >::GraftNthOutput(), otb::ObjectListSource< TOutputList >::GraftNthOutput(), and itk::ImageSource< TOutputImage >::GraftNthOutput().

bool itk::Object::HasObserver ( const EventObject & event ) const

inherited

Return true if an observer is registered for this event.

Definition at line 467 of file itkObject.cxx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::Initialize ( void )

protectedvirtual

Initializes default parameters

Reimplemented from itk::DataObject.

Definition at line 64 of file otbSVMModel.txx.

References svm_model::l, and NULL.

void itk::Object::InvokeEvent ( const EventObject & event )

inherited

Call Execute on all the Commands observing this event id.

Definition at line 446 of file itkObject.cxx.

Referenced by otb::Wrapper::Application::AddProcess(), itk::ParallelSparseFieldLevelSetImageFilter< TInputImage, TOutputImage >::IterateThreaderCallback(), and itk::VTKImageExportBase::UpdateDataCallback().

void itk::Object::InvokeEvent ( const EventObject & event ) const

inherited

Call Execute on all the Commands observing this event id. The actions triggered by this call doesn't modify this object.

Definition at line 457 of file itkObject.cxx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::LoadModel ( const char * model_file_name )

Loads the model from a file

Definition at line 535 of file otbSVMModel.txx.

References svm_load_model().

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::LoadModel ( const std::string & model_file_name )

inline

Definition at line 131 of file otbSVMModel.h.

void itk::Object::Modified ( void ) const

virtualinherited

Update the modification time for this object. Many filters rely on the modification time to determine if they need to recompute their data.

Make sure this object's modified time is greater than all others.

Definition at line 297 of file itkObject.cxx.

template<class TValue, class TLabel>

virtual void otb::SVMModel< TValue, TLabel >::Modified ( void )

inlinevirtual

Reset ModelUpToDate

Reimplemented from itk::Object.

Definition at line 359 of file otbSVMModel.h.

template<class TValue, class TLabel>

static Pointer otb::SVMModel< TValue, TLabel >::New ( )

static

Run-time type information (and related methods).

Reimplemented from itk::Object.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::operator= ( const Self & )

private

virtual void itk::DataObject::PrepareForNewData ( )

inlinevirtualinherited

Setup a DataObject to receive new data. This method is called by the pipeline mechanism on each output of filter that needs to execute. The default implementation is to return a DataObject to its initial state. This may involve releasing previously allocated bulk data. Subclasses of DataObject may want to override this method and/or the Initialize() method if they want a different default behavior (for instance a DataObject might want finer control over its bulk data memory management).

Definition at line 385 of file itkDataObject.h.

void itk::LightObject::Print	(	std::ostream &	os,
		Indent	indent = `0`
	)		const

inherited

Cause the object to print itself out.

Avoid DLL boundary problems. This function will be common to all itk objects. It just calls the header/self/trailer virtual print methods, which can be overriden by subclasses (any itk object).

Definition at line 135 of file itkLightObject.cxx.

References itk::Indent::GetNextIndent().

Referenced by itk::operator<<().

void itk::LightObject::PrintHeader	(	std::ostream &	os,
		Indent	indent
	)		const

protectedvirtualinherited

Define a default print header for all objects.

Definition at line 320 of file itkLightObject.cxx.

bool itk::Object::PrintObservers	(	std::ostream &	os,
		Indent	indent
	)		const

protectedinherited

Definition at line 478 of file itkObject.cxx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::PrintSelf	(	std::ostream &	os,
		itk::Indent	indent
	)		const

protectedvirtual

Display infos

Reimplemented from itk::DataObject.

Definition at line 560 of file otbSVMModel.txx.

void itk::LightObject::PrintTrailer	(	std::ostream &	os,
		Indent	indent
	)		const

protectedvirtualinherited

Define a default print trailer for all objects.

Definition at line 331 of file itkLightObject.cxx.

void itk::DataObject::PropagateRequestedRegion ( void )

virtualinherited

Methods to update the pipeline. Called internally by the pipeline mechanism.

Definition at line 379 of file itkDataObject.cxx.

References itk::DataObjectError::SetDataObject(), itk::ExceptionObject::SetDescription(), and itk::ExceptionObject::SetLocation().

void itk::DataObject::PropagateResetPipeline ( )

protectedvirtualinherited

Propagate a call to ResetPipeline(). Called only from ProcessObject.

Definition at line 367 of file itkDataObject.cxx.

void itk::Object::Register ( ) const

virtualinherited

Increase the reference count (mark as used by another object).

Reimplemented from itk::LightObject.

Definition at line 309 of file itkObject.cxx.

Referenced by itk::ObjectFactoryBase::RegisterFactory().

void itk::DataObject::ReleaseData ( )

inherited

Release data back to system to conserve memory resource. Used during pipeline execution. Releasing this data does not make down-stream data invalid, so it does not modify the MTime of this data object.

Definition at line 197 of file itkDataObject.cxx.

virtual void itk::DataObject::ReleaseDataFlagOff ( )

virtualinherited

virtual void itk::DataObject::ReleaseDataFlagOn ( )

virtualinherited

void itk::Object::RemoveAllObservers ( )

inherited

Remove all observers .

Definition at line 435 of file itkObject.cxx.

void itk::Object::RemoveObserver ( unsigned long tag )

inherited

Remove the observer with this tag value.

Definition at line 425 of file itkObject.cxx.

Referenced by otb::StreamingImageVirtualWriter< TInputImage >::GenerateData(), and otb::ImageFileWriter< TInputImage >::Update().

virtual bool itk::DataObject::RequestedRegionIsOutsideOfTheBufferedRegion ( )

inlinevirtualinherited

Determine whether the RequestedRegion is outside of the BufferedRegion. This method returns true if the RequestedRegion is outside the BufferedRegion (true if at least one pixel is outside). This is used by the pipeline mechanism to determine whether a filter needs to re-execute in order to satisfy the current request. If the current RequestedRegion is already inside the BufferedRegion from the previous execution (and the current filter is up to date), then a given filter does not need to re-execute

Reimplemented in itk::ImageBase< VImageDimension >, itk::ImageBase< ::itk::GetImageDimension< TLabelObject >::ImageDimension >, itk::ImageBase< ::itk::GetImageDimension< VectorImage< TPixelType, Dimension > >::ImageDimension >, itk::ImageBase< ::itk::GetImageDimension< TImage >::ImageDimension >, itk::SpatialObject< TDimension >, itk::SpatialObject< 3 >, itk::SpatialObject< ::itk::GetMeshDimension< TMesh >::PointDimension >, itk::QuadEdgeMesh< TPixel, VDimension, TTraits >, itk::PointSet< TPixelType, VDimension, TMeshTraits >, itk::PointSet< TPixel, VDimension, TTraits >, and itk::PointSet< TCoordType, VDimension, DefaultDynamicMeshTraits< TCoordType, 2, 2, TCoordType > >.

Definition at line 409 of file itkDataObject.h.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::Reset ( void )

Reset all the model, leaving it in the same state that just before constructor call

Definition at line 94 of file otbSVMModel.txx.

Referenced by otb::SVMModelEstimator< InputPixelType, LabelPixelType >::GenerateData().

void itk::DataObject::ResetPipeline ( )

virtualinherited

Reset the pipeline. If an exception is thrown during an Update(), the pipeline may be in an inconsistent state. This method clears the internal state of the pipeline so Update() can be called.

Definition at line 360 of file itkDataObject.cxx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::SaveModel ( const char * model_file_name ) const

Saves the model to a file

Definition at line 524 of file otbSVMModel.txx.

References svm_save_model().

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SaveModel ( const std::string & model_file_name ) const

inline

Definition at line 123 of file otbSVMModel.h.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::SetAlpha	(	double **	alpha,
		int	nbOfSupportVector
	)

Set the alphas values (SV Coef)

Definition at line 636 of file otbSVMModel.txx.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetC ( double c )

inline

Set the C parameter for the training for C_SVC, EPSILON_SVR and NU_SVR

Definition at line 237 of file otbSVMModel.h.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetCacheSize ( int cSize )

inline

Set the cache size in MB for the training

Definition at line 224 of file otbSVMModel.h.

void itk::Object::SetDebug ( bool debugFlag ) const

inherited

Set the value of the debug flag. A non-zero value turns debugging on.

Definition at line 275 of file itkObject.cxx.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetEpsilon ( double eps )

inline

Set the tolerance for the stopping criterion for the training

Definition at line 250 of file otbSVMModel.h.

References svm_parameter::eps.

void itk::DataObject::SetGlobalReleaseDataFlag ( bool val )

staticinherited

Turn on/off a flag to control whether every object releases its data after being used by a filter. Being a global flag, it controls the behavior of all DataObjects and ProcessObjects.

Definition at line 177 of file itkDataObject.cxx.

void itk::Object::SetGlobalWarningDisplay ( bool val )

staticinherited

This is a global flag that controls whether any debug, warning or error messages are displayed.

Set the value of the global debug output control flag.

Definition at line 370 of file itkObject.cxx.

Referenced by itk::Object::GlobalWarningDisplayOff(), and itk::Object::GlobalWarningDisplayOn().

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetKernelCoef0 ( double coef0 )

inline

Set the coef0 parameter for poly/sigmoid kernels

Definition at line 196 of file otbSVMModel.h.

References svm_parameter::coef0.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetKernelFunctor ( GenericKernelFunctorBase * pGenericKernelFunctor )

inline

Definition at line 307 of file otbSVMModel.h.

References GenericKernelFunctorBase::Clone(), and NULL.

template<class TValue, class TLabel>

virtual void otb::SVMModel< TValue, TLabel >::SetKernelGamma ( double gamma )

inlinevirtual

Set the gamma parameter for poly/rbf/sigmoid kernels

Definition at line 184 of file otbSVMModel.h.

References svm_parameter::gamma.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetKernelType ( int kerneltype )

inline

Set the kernel type to LINEAR, POLY, RBF, SIGMOID

linear: u'v polynomial: (gamma*u'*v + coef0)^degree radial basis function: exp(-gamma|u-v|^2) sigmoid: tanh(gamma*u'*v + coef0)

Definition at line 158 of file otbSVMModel.h.

void itk::Object::SetMetaDataDictionary ( const MetaDataDictionary & rhs )

inherited

Returns:: Set the MetaDataDictionary

Reimplemented in otb::ImageMetadataInterfaceBase.

Definition at line 554 of file itkObject.cxx.

References NULL.

Referenced by otb::VectorImage< TPixel, VImageDimension >::CopyInformation(), and otb::Image< TPixel, VImageDimension >::CopyInformation().

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::SetModel ( struct svm_model * aModel )

Set a new model. To avoid pointers holding conflicts, this method actually makes a copy of aModel

Definition at line 515 of file otbSVMModel.txx.

References svm_copy_model().

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetNu ( double nu )

inline

Set the Nu parameter for the training

Definition at line 210 of file otbSVMModel.h.

References svm_parameter::nu.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetP ( double p )

inline

Definition at line 263 of file otbSVMModel.h.

References svm_parameter::p.

void itk::DataObject::SetPipelineMTime ( unsigned long time )

inlineinherited

The maximum MTime of all upstream filters and data objects. This does not include the MTime of this data object.

Definition at line 370 of file itkDataObject.h.

Referenced by itk::ProcessObject::UpdateOutputInformation().

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetPolynomialKernelDegree ( int degree )

inline

Set the degree of the polynomial kernel

Definition at line 171 of file otbSVMModel.h.

References svm_parameter::degree.

void itk::Object::SetReferenceCount ( int ref )

virtualinherited

Sets the reference count (use with care)

If there is a delete method, invoke it.

Reimplemented from itk::LightObject.

Definition at line 347 of file itkObject.cxx.

void itk::DataObject::SetReleaseDataFlag ( bool flag )

inlineinherited

Turn on/off a flag to control whether this object's data is released after being used by a filter.

Definition at line 304 of file itkDataObject.h.

virtual void itk::DataObject::SetRequestedRegion ( DataObject * )

inlinevirtualinherited

Set the requested region from this data object to match the requested region of the data object passed in as a parameter. For DataObject's that do not support Regions, this method does nothing. Subclasses of DataObject that do support Regions, provide an alternative implementation.

Definition at line 442 of file itkDataObject.h.

virtual void itk::DataObject::SetRequestedRegionToLargestPossibleRegion ( )

inlinevirtualinherited

Set the RequestedRegion to the LargestPossibleRegion. This forces a filter to produce all of the output in one execution (i.e. not streaming) on the next call to Update().

Definition at line 398 of file itkDataObject.h.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::SetSamples ( const SamplesVectorType & samples )

Set the samples vector

Definition at line 160 of file otbSVMModel.txx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::SetSupportVectors	(	svm_node **	sv,
		int	nbOfSupportVector
	)

Set the support vectors and changes the l number of support vectors accordind to sv.

Definition at line 567 of file otbSVMModel.txx.

References svm_node::index, NULL, and svm_node::value.

template<class TValue, class TLabel>

void otb::SVMModel< TValue, TLabel >::SetSVMType ( int svmtype )

inline

Set the SVM type to C_SVC, NU_SVC, ONE_CLASS, EPSILON_SVR, NU_SVR

Definition at line 141 of file otbSVMModel.h.

bool itk::DataObject::ShouldIReleaseData ( ) const

inherited

Return flag indicating whether data should be released after use by a filter.

Definition at line 206 of file itkDataObject.cxx.

template<class TValue , class TLabel >

void otb::SVMModel< TValue, TLabel >::Train ( )

Estimate the model

Definition at line 313 of file otbSVMModel.txx.

References svm_train().

Referenced by otb::SVMModelEstimator< InputPixelType, LabelPixelType >::GenerateData().

void itk::Object::UnRegister ( ) const

virtualinherited

Decrease the reference count (release by another object).

If there is a delete method, invoke it.

Reimplemented from itk::LightObject.

Definition at line 324 of file itkObject.cxx.

Referenced by itk::Object::New(), and itk::ObjectFactoryBase::UnRegisterFactory().

void itk::DataObject::Update ( void )

virtualinherited

Provides opportunity for the data object to insure internal consistency before access. Also causes owning source/filter (if any) to update itself. The Update() method is composed of UpdateOutputInformation(), PropagateRequestedRegion(), and UpdateOutputData(). This method may call methods that throw an InvalidRequestedRegionError exception. This exception will leave the pipeline in an inconsistent state. You will need to call ResetPipeline() on the last ProcessObject in your pipeline in order to restore the pipeline to a state where you can call Update() again.

Definition at line 340 of file itkDataObject.cxx.

Referenced by itk::WatershedImageFilter< TInputImage >::GetBasicSegmentation().

void itk::DataObject::UpdateOutputData ( void )

virtualinherited

Definition at line 410 of file itkDataObject.cxx.

void itk::DataObject::UpdateOutputInformation ( void )

virtualinherited

Update the information for this DataObject so that it can be used as an output of a ProcessObject. This method is used in the pipeline mechanism to propagate information and initialize the meta data associated with a DataObject. Any implementation of this method in a derived class is assumed to call its source's ProcessObject::UpdateOutputInformation() which determines modified times, LargestPossibleRegions, and any extra meta data like spacing, origin, etc. Default implementation simply call's it's source's UpdateOutputInformation().

Definition at line 350 of file itkDataObject.cxx.

Referenced by otb::Wrapper::InputVectorDataListParameter::AddVectorData(), and itk::ProcessObject::UpdateOutputInformation().

virtual bool itk::DataObject::VerifyRequestedRegion ( )

inlinevirtualinherited

Verify that the RequestedRegion is within the LargestPossibleRegion.

If the RequestedRegion is not within the LargestPossibleRegion, then the filter cannot possibly satisfy the request. This method returns true if the request can be satisfied (even if it will be necessary to process the entire LargestPossibleRegion) and returns false otherwise. This method is used by PropagateRequestedRegion(). PropagateRequestedRegion() throws a InvalidRequestedRegionError exception if the requested region is not within the LargestPossibleRegion. Default implementation simply returns true in order to support DataObjects that do not need regions (for instance itk::EquivalencyTable).

Definition at line 424 of file itkDataObject.h.

Member Data Documentation

template<class TValue, class TLabel>

struct svm_model* otb::SVMModel< TValue, TLabel >::m_Model

private

Container to hold the SVM model itself

Definition at line 432 of file otbSVMModel.h.

template<class TValue, class TLabel>

bool otb::SVMModel< TValue, TLabel >::m_ModelUpToDate

private

True if model is up-to-date

Definition at line 435 of file otbSVMModel.h.

template<class TValue, class TLabel>

struct svm_parameter otb::SVMModel< TValue, TLabel >::m_Parameters

private

Container of the SVM parameters

Definition at line 441 of file otbSVMModel.h.

template<class TValue, class TLabel>

struct svm_problem otb::SVMModel< TValue, TLabel >::m_Problem

private

Container of the SVM problem

Definition at line 438 of file otbSVMModel.h.

template<class TValue, class TLabel>

bool otb::SVMModel< TValue, TLabel >::m_ProblemUpToDate

private

true if problem is up-to-date

Definition at line 444 of file otbSVMModel.h.

InternalReferenceCountType itk::LightObject::m_ReferenceCount

mutableprotectedinherited

Number of uses of this object by other objects.

Definition at line 141 of file itkLightObject.h.

SimpleFastMutexLock itk::LightObject::m_ReferenceCountLock

mutableprotectedinherited

Mutex lock to protect modification to the reference count

Definition at line 144 of file itkLightObject.h.

template<class TValue, class TLabel>

SamplesVectorType otb::SVMModel< TValue, TLabel >::m_Samples

private

Contains the samples

Definition at line 447 of file otbSVMModel.h.

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

Public Types

Public Member Functions

Static Public Member Functions

Protected Types

Protected Member Functions

Protected Attributes

Private Member Functions

Private Attributes

Detailed Description

template<class TValue, class TLabel> class otb::SVMModel< TValue, TLabel >

Member Typedef Documentation

Constructor & Destructor Documentation

Member Function Documentation

Member Data Documentation

template<class TValue, class TLabel>
class otb::SVMModel< TValue, TLabel >