Orfeo Toolbox  3.16
Public Types | Public Member Functions | Static Public Member Functions | Protected Types | Protected Member Functions | Protected Attributes | Private Attributes
otb::SVMClassifier< TSample, TLabel > Class Template Reference

SVM-based classifier. More...

#include <otbSVMClassifier.h>

+ Inheritance diagram for otb::SVMClassifier< TSample, TLabel >:
+ Collaboration diagram for otb::SVMClassifier< TSample, TLabel >:

List of all members.

Public Types

typedef TLabel ClassLabelType
typedef std::vector
< ClassLabelType > 		ClassLabelVectorType
typedef itk::SmartPointer
< const Self > 		ConstPointer
typedef DecisionRuleBase DecisionRuleType
typedef
itk::Statistics::ListSample
< HyperplanesDistancesType > 		HyperplanesDistancesListSampleType
typedef
itk::VariableLengthVector
< float > 		HyperplanesDistancesType
typedef TSample::MeasurementType MeasurementType
typedef
TSample::MeasurementVectorType 		MeasurementVectorType
typedef
MembershipFunctionType::Pointer 		MembershipFunctionPointer
typedef
Superclass::MembershipFunctionPointerVector 		MembershipFunctionPointerVector
typedef
Statistics::MembershipFunctionBase
< MeasurementVectorType > 		MembershipFunctionType
typedef
itk::Statistics::MembershipSample
< TSample > 		OutputType
typedef itk::SmartPointer< Self > Pointer
typedef SVMClassifier Self
typedef
itk::Statistics::SampleClassifier
< TSample > 		Superclass
typedef SVMModelType::Pointer SVMModelPointer
typedef SVMModel
< MeasurementType,
ClassLabelType > 		SVMModelType

Public Member Functions

virtual void AbortGenerateDataOff ()
virtual void AbortGenerateDataOn ()
unsigned int AddMembershipFunction (MembershipFunctionType *function)
unsigned long AddObserver (const EventObject &event, Command *)
unsigned long AddObserver (const EventObject &event, Command *) const
virtual ::itk::LightObject::Pointer CreateAnother (void) const
virtual void DebugOff () const
virtual void DebugOn () const
virtual void Delete ()
virtual const bool & GetAbortGenerateData ()
Command * GetCommand (unsigned long tag)
bool GetDebug () const
DecisionRuleType * GetDecisionRule (void)
HyperplanesDistancesListSampleType * GetHyperplanesDistancesOutput ()
const MembershipFunctionType * GetMembershipFunction (unsigned int index) const
ClassLabelVectorType & GetMembershipFunctionClassLabels ()
MetaDataDictionary & GetMetaDataDictionary (void)
const MetaDataDictionary & GetMetaDataDictionary (void) const
virtual SVMModelType * GetModel ()
virtual unsigned long GetMTime () const
virtual const char * GetNameOfClass () const
virtual const unsigned int & GetNumberOfClasses ()
unsigned int GetNumberOfMembershipFunctions ()
OutputType * GetOutput ()
virtual const float & GetProgress ()
virtual int GetReferenceCount () const
const TSample * GetSample () const
bool HasObserver (const EventObject &event) const
void InvokeEvent (const EventObject &)
void InvokeEvent (const EventObject &) const
virtual void Modified () const
void Print (std::ostream &os, Indent indent=0) const
virtual void Register () const
void RemoveAllObservers ()
void RemoveObserver (unsigned long tag)
virtual void SetAbortGenerateData (bool _arg)
void SetDebug (bool debugFlag) const
void SetDecisionRule (DecisionRuleType *ptrToDecisionRule)
void SetMembershipFunctionClassLabels (ClassLabelVectorType &labels)
void SetMetaDataDictionary (const MetaDataDictionary &rhs)
virtual void SetModel (SVMModelType *_arg)
virtual void SetNumberOfClasses (unsigned int _arg)
void SetOutput (OutputType *output)
virtual void SetProgress (float _arg)
virtual void SetReferenceCount (int)
void SetSample (const TSample *sample)
virtual void UnRegister () const
void Update ()
virtual void UpdateOutputData ()
void UpdateProgress (float amount)

Static Public Member Functions

static void BreakOnError ()
static bool GetGlobalWarningDisplay ()
static void GlobalWarningDisplayOff ()
static void GlobalWarningDisplayOn ()
static Pointer New ()
static void SetGlobalWarningDisplay (bool flag)

Protected Types

typedef int InternalReferenceCountType

Protected Member Functions

 SVMClassifier ()
virtual ~SVMClassifier ()
virtual void DoClassification ()
void GenerateData ()
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

Protected Attributes

InternalReferenceCountType m_ReferenceCount
SimpleFastMutexLock m_ReferenceCountLock

Private Attributes

HyperplanesDistancesListSampleType::Pointer m_HyperplanesDistancesOutput
SVMModelPointer m_Model
OutputType::Pointer m_Output

Detailed Description

template<class TSample, class TLabel>
class otb::SVMClassifier< TSample, TLabel >

SVM-based classifier.

The first template argument is the type of the target sample data that this classifier will assign a class label for each measurement vector. The second one is the pixel type of the labels to be produced by the classifier.

Before you call the GenerateData method to start the classification process, you should plug in all necessary parts ( a SVM model and a target sample data).

The classification result is stored in a vector of Subsample object. Each class has its own class sample (Subsample object) that has InstanceIdentifiers for all measurement vectors belong to the class. The InstanceIdentifiers come from the target sample data. Therefore, the Subsample objects act as separate class masks.

Definition at line 51 of file otbSVMClassifier.h.

Member Typedef Documentation

template<class TSample , class TLabel >
typedef TLabel otb::SVMClassifier< TSample, TLabel >::ClassLabelType

typedef for label type

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 79 of file otbSVMClassifier.h.

template<class TSample>
typedef std::vector< ClassLabelType > itk::Statistics::SampleClassifier< TSample >::ClassLabelVectorType
inherited

Reimplemented in itk::Statistics::SampleClassifierWithMask< TSample, TMaskSample >, and otb::SEMClassifier< TInputImage, TOutputImage >.

Definition at line 100 of file itkSampleClassifier.h.

template<class TSample , class TLabel >
typedef itk::SmartPointer<const Self> otb::SVMClassifier< TSample, TLabel >::ConstPointer

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 59 of file otbSVMClassifier.h.

typedef DecisionRuleBase itk::ClassifierBase< TSample >::DecisionRuleType
inherited

Type alias for decision rule

Definition at line 114 of file itkClassifierBase.h.

template<class TSample , class TLabel >
typedef itk::Statistics::ListSample<HyperplanesDistancesType> otb::SVMClassifier< TSample, TLabel >::HyperplanesDistancesListSampleType

Definition at line 68 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
typedef itk::VariableLengthVector<float> otb::SVMClassifier< TSample, TLabel >::HyperplanesDistancesType

Definition at line 67 of file otbSVMClassifier.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 TSample , class TLabel >
typedef TSample::MeasurementType otb::SVMClassifier< TSample, TLabel >::MeasurementType

typedefs from TSample object

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 71 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
typedef TSample::MeasurementVectorType otb::SVMClassifier< TSample, TLabel >::MeasurementVectorType

Sets the decision rule

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 72 of file otbSVMClassifier.h.

typedef MembershipFunctionType::Pointer itk::ClassifierBase< TSample >::MembershipFunctionPointer
inherited

Definition at line 108 of file itkClassifierBase.h.

template<class TSample , class TLabel >
typedef Superclass::MembershipFunctionPointerVector otb::SVMClassifier< TSample, TLabel >::MembershipFunctionPointerVector

typedefs from Superclass

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 76 of file otbSVMClassifier.h.

typedef Statistics::MembershipFunctionBase< MeasurementVectorType > itk::ClassifierBase< TSample >::MembershipFunctionType
inherited

Typedefs for membership funciton

Definition at line 107 of file itkClassifierBase.h.

template<class TSample , class TLabel >
typedef itk::Statistics::MembershipSample<TSample> otb::SVMClassifier< TSample, TLabel >::OutputType

Output type for GetClassSample method

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 63 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
typedef itk::SmartPointer<Self> otb::SVMClassifier< TSample, TLabel >::Pointer

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 58 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
typedef SVMClassifier otb::SVMClassifier< TSample, TLabel >::Self

Standard class typedef

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 56 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
typedef itk::Statistics::SampleClassifier<TSample> otb::SVMClassifier< TSample, TLabel >::Superclass

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 57 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
typedef SVMModelType::Pointer otb::SVMClassifier< TSample, TLabel >::SVMModelPointer

Definition at line 90 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
typedef SVMModel<MeasurementType, ClassLabelType> otb::SVMClassifier< TSample, TLabel >::SVMModelType

Type definitions for the SVM Model.

Definition at line 89 of file otbSVMClassifier.h.

Constructor & Destructor Documentation

template<class TSample , class TLabel >
otb::SVMClassifier< TSample, TLabel >::SVMClassifier ( )
protected

Definition at line 29 of file otbSVMClassifier.txx.

template<class TSample , class TLabel >
virtual otb::SVMClassifier< TSample, TLabel >::~SVMClassifier ( )
inlineprotectedvirtual

Definition at line 102 of file otbSVMClassifier.h.

Member Function Documentation

virtual void itk::LightProcessObject::AbortGenerateDataOff ( )
virtualinherited
virtual void itk::LightProcessObject::AbortGenerateDataOn ( )
virtualinherited

Turn on and off the AbortGenerateData flag.

unsigned int itk::ClassifierBase< TSample >::AddMembershipFunction ( MembershipFunctionType *  function)
inherited

Stores a membership function of a class in its internal vector

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().

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 TSample , class TLabel >
virtual::itk::LightObject::Pointer otb::SVMClassifier< TSample, 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::Statistics::SampleClassifier< TSample >.

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 TSample , class TLabel >
void otb::SVMClassifier< TSample, TLabel >::DoClassification ( )
protectedvirtual

Definition at line 103 of file otbSVMClassifier.txx.

References itk::Statistics::MembershipSample< TSample >::ConstIterator::GetInstanceIdentifier(), itk::Statistics::MembershipSample< TSample >::ConstIterator::GetMeasurementVector(), and otbMsgDevMacro.

template<class TSample , class TLabel >
void otb::SVMClassifier< TSample, TLabel >::GenerateData ( void  )
protectedvirtual

Starts the classification process

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 54 of file otbSVMClassifier.txx.

virtual const bool& itk::LightProcessObject::GetAbortGenerateData ( )
virtualinherited

Get the AbortGenerateData flag for the process object. Process objects may handle premature termination of execution in different ways.

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().

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().

DecisionRuleType* itk::ClassifierBase< TSample >::GetDecisionRule ( void  )
inlineinherited

Gets the pointer to the decision rule being used.

Definition at line 125 of file itkClassifierBase.h.

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 TSample , class TLabel >
SVMClassifier< TSample, TLabel >::HyperplanesDistancesListSampleType * otb::SVMClassifier< TSample, TLabel >::GetHyperplanesDistancesOutput ( )

Returns the hyperplanes distances

Definition at line 95 of file otbSVMClassifier.txx.

const MembershipFunctionType* itk::ClassifierBase< TSample >::GetMembershipFunction ( unsigned int  index) const
inlineinherited

Gets the MembershipFunction that are plugged in by the AddMembershipFunction method. The index is assigned according to the order each membership function has been added using the AddMemberShipFunction method

Definition at line 134 of file itkClassifierBase.h.

template<class TSample>
ClassLabelVectorType& itk::Statistics::SampleClassifier< TSample >::GetMembershipFunctionClassLabels ( )
inlineinherited

Gets the user given class labels

Definition at line 115 of file itkSampleClassifier.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.

Referenced by otb::RenderingImageFilter< TInputImage, TOutputImage >::BeforeThreadedGenerateData(), itk::Brains2MaskImageIO::CanReadFile(), otb::DataNode< TPrecision, VDimension, TValuePrecision >::CopyFieldList(), otb::VectorImage< TPixel, VImageDimension >::CopyInformation(), otb::Image< TPixel, VImageDimension >::CopyInformation(), itk::GDCMImageIO::GetBodyPart(), itk::GDCMImageIO::GetInstitution(), itk::GDCMImageIO::GetManufacturer(), itk::GDCMImageIO::GetModality(), itk::GDCMImageIO::GetModel(), itk::GDCMImageIO::GetNumberOfSeriesInStudy(), itk::GDCMImageIO::GetNumberOfStudyRelatedSeries(), itk::GDCMImageIO::GetPatientAge(), itk::GDCMImageIO::GetPatientDOB(), itk::GDCMImageIO::GetPatientID(), itk::GDCMImageIO::GetPatientName(), itk::GDCMImageIO::GetPatientSex(), itk::GDCMImageIO::GetScanOptions(), itk::GDCMImageIO::GetStudyDate(), itk::GDCMImageIO::GetStudyDescription(), itk::GDCMImageIO::GetStudyID(), itk::GDCMImageIO::GetValueFromTag(), otb::GDALImageIO::InternalReadImageInformation(), itk::GDCMImageIO::InternalReadImageInformation(), otb::GDALImageIO::InternalWriteImageInformation(), otb::RAMDrivenAdaptativeStreamingManager< TImage >::PrepareStreaming(), itk::DICOMImageIO2::Read(), itk::DICOMImageIO2::ReadImageInformation(), itk::NrrdImageIO::ReadImageInformation(), otb::JPEG2000ImageIO::ReadImageInformation(), itk::MetaImageIO::ReadImageInformation(), itk::VoxBoCUBImageIO::ReadImageInformation(), itk::MRCImageIO::ReadImageInformation(), itk::IPLCommonImageIO::ReadImageInformation(), itk::PhilipsRECImageIO::ReadImageInformation(), itk::AnalyzeImageIO::ReadImageInformation(), itk::Bruker2DSEQImageIO::ReadImageInformation(), otb::ImageMetadataInterfaceBase::SetImage(), itk::NiftiImageIO::SetImageIOMetadataFromNIfTI(), otb::VectorDataToLabelImageFilter< TVectorData, TOutputImage >::SetOutputParametersFromImage(), itk::NrrdImageIO::Write(), itk::GDCMImageIO::Write(), and itk::PolygonGroupSpatialObjectXMLFileWriter::WriteFile().

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 TSample , class TLabel >
virtual SVMModelType* otb::SVMClassifier< TSample, TLabel >::GetModel ( )
virtual

Get the number of classes.

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

Return this objects modified time.

Return the modification for this object.

Reimplemented in itk::ImageAdaptor< TImage, TAccessor >, itk::ImageAdaptor< TImage, Accessor::AsinPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::SqrtPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, otb::Accessor::VectorImageToASPixelAccessor< TImage::PixelType::ValueType > >, itk::ImageAdaptor< TImage, Accessor::TanPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::CosPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::VectorToRGBPixelAccessor< TImage::PixelType::ValueType > >, itk::ImageAdaptor< TImage, Accessor::RGBToVectorPixelAccessor< TImage::PixelType::ComponentType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToModulusPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AbsPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ShiftScalePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::SinPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::LogPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToPhasePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< VectorImage< TPixelType, Dimension >, Accessor::VectorImageToImagePixelAccessor< TPixelType > >, itk::ImageAdaptor< TImage, Accessor::Log10PixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AtanPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToRealPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToImaginaryPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ExpNegativePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ExpPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AcosPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::RGBToLuminancePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AddPixelAccessor< TImage::PixelType > >, itk::ResampleImageFilter< TInputImage, TOutputImage, TInterpolatorPrecisionType >, itk::ResampleImageFilter< TInputImage, TOutputImage, TInterpolatorPrecisionType >, itk::SpatialObject< TDimension >, itk::SpatialObject< 3 >, itk::SpatialObject< ::itk::GetMeshDimension< TMesh >::PointDimension >, itk::MultiResolutionImageRegistrationMethod< TFixedImage, TMovingImage >, itk::ImageRegistrationMethod< TFixedImage, TMovingImage >, itk::VectorResampleImageFilter< TInputImage, TOutputImage, TInterpolatorPrecisionType >, itk::ImageToSpatialObjectRegistrationMethod< TFixedImage, TMovingSpatialObject >, itk::TransformToDeformationFieldSource< TOutputImage, TTransformPrecisionType >, itk::InverseDeformationFieldImageFilter< TInputImage, TOutputImage >, itk::PointSetToImageRegistrationMethod< TFixedPointSet, TMovingImage >, itk::BoundingBox< TPointIdentifier, VPointDimension, TCoordRep, TPointsContainer >, itk::PointSetToPointSetRegistrationMethod< TFixedPointSet, TMovingPointSet >, itk::DeformationFieldSource< TOutputImage >, itk::ImageSpatialObject< TDimension, TPixelType >, itk::ImageSpatialObject< TDimension, unsigned char >, itk::MeshSpatialObject< TMesh >, and itk::SceneSpatialObject< TSpaceDimension >.

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 TSample , class TLabel >
virtual const char* otb::SVMClassifier< TSample, TLabel >::GetNameOfClass ( ) const
virtual

Standard macros

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

virtual const unsigned int& itk::ClassifierBase< TSample >::GetNumberOfClasses ( void  )
virtualinherited

Gets the number of classes.

unsigned int itk::ClassifierBase< TSample >::GetNumberOfMembershipFunctions ( )
inlineinherited

Gets the number of membership functions

Definition at line 140 of file itkClassifierBase.h.

template<class TSample , class TLabel >
SVMClassifier< TSample, TLabel >::OutputType * otb::SVMClassifier< TSample, TLabel >::GetOutput ( void  )

Returns the classification result

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 79 of file otbSVMClassifier.txx.

virtual const float& itk::LightProcessObject::GetProgress ( )
virtualinherited

Get the execution progress of a process object. The progress is a floating number between (0,1), 0 meaning no progress; 1 meaning the filter has completed execution.

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

Gets the reference count on this object.

Definition at line 105 of file itkLightObject.h.

template<class TSample >
const TSample * itk::Statistics::SampleClassifier< TSample >::GetSample ( ) const
inherited

Returns the target data

Reimplemented in otb::SEMClassifier< TInputImage, TOutputImage >.

Definition at line 68 of file itkSampleClassifier.txx.

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().

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.

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.

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.

Reimplemented in otb::SVMModel< TValue, TLabel >, otb::SurfaceAdjacencyEffect6SCorrectionSchemeFilter< TInputImage, TOutputImage >, itk::ImageAdaptor< TImage, TAccessor >, itk::ImageAdaptor< TImage, Accessor::AsinPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::SqrtPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, otb::Accessor::VectorImageToASPixelAccessor< TImage::PixelType::ValueType > >, itk::ImageAdaptor< TImage, Accessor::TanPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::CosPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::VectorToRGBPixelAccessor< TImage::PixelType::ValueType > >, itk::ImageAdaptor< TImage, Accessor::RGBToVectorPixelAccessor< TImage::PixelType::ComponentType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToModulusPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AbsPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ShiftScalePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::SinPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::LogPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToPhasePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< VectorImage< TPixelType, Dimension >, Accessor::VectorImageToImagePixelAccessor< TPixelType > >, itk::ImageAdaptor< TImage, Accessor::Log10PixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AtanPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToRealPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ComplexToImaginaryPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ExpNegativePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::ExpPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AcosPixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::RGBToLuminancePixelAccessor< TImage::PixelType, TOutputPixelType > >, itk::ImageAdaptor< TImage, Accessor::AddPixelAccessor< TImage::PixelType > >, otb::GenericRSTransform< TScalarType, NInputDimensions, NOutputDimensions >, otb::MeanShiftImageFilter< TInputImage, TOutputImage, TLabeledOutput, TBufferConverter >, otb::MeanShiftImageFilter< TInputImage, TOutputImage, TLabeledOutput, MeanShift::VectorBufferConverter >, otb::GCPsToRPCSensorModelImageFilter< TImage >, otb::Polygon< TValue >, otb::ImageRegionAdaptativeSplitter< VImageDimension >, otb::GenericInterpolateImageFunction< TInputImage, TFunction, TBoundaryCondition, TCoordRep >, itk::GrayscaleDilateImageFilter< TInputImage, TOutputImage, TKernel >, otb::PolyLineParametricPathWithValue< TValue, VDimension >, itk::GrayscaleErodeImageFilter< TInputImage, TOutputImage, TKernel >, otb::PolyLineParametricPathWithValue< TValue, 2 >, itk::MorphologicalGradientImageFilter< TInputImage, TOutputImage, TKernel >, otb::PhysicalToRPCSensorModelImageFilter< TImage >, itk::GrayscaleMorphologicalClosingImageFilter< TInputImage, TOutputImage, TKernel >, itk::GrayscaleMorphologicalOpeningImageFilter< TInputImage, TOutputImage, TKernel >, itk::MiniPipelineSeparableImageFilter< TInputImage, TOutputImage, TFilter >, itk::MiniPipelineSeparableImageFilter< TInputImage, TOutputImage, RankImageFilter< TInputImage, TInputImage, FlatStructuringElement< ::itk::GetImageDimension< TInputImage >::ImageDimension > > >, itk::NormalizeImageFilter< TInputImage, TOutputImage >, and otb::StatisticsXMLFileReader< TMeasurementVector >.

Definition at line 297 of file itkObject.cxx.

Referenced by otb::Wrapper::InputImageListParameter::AddFromFileName(), otb::Wrapper::InputVectorDataListParameter::AddFromFileName(), otb::Wrapper::InputImageListParameter::AddImage(), otb::Wrapper::InputImageListParameter::AddNullElement(), otb::Wrapper::InputVectorDataListParameter::AddNullElement(), otb::Wrapper::StringListParameter::AddNullElement(), otb::VectorDataModel::AddPointToGeometry(), otb::Wrapper::InputVectorDataListParameter::AddVectorData(), otb::Wrapper::InputImageListParameter::ClearValue(), otb::Wrapper::InputVectorDataListParameter::ClearValue(), otb::VectorDataModel::DeleteGeometry(), otb::VectorDataModel::EndGeometry(), otb::Wrapper::InputImageListParameter::Erase(), otb::Wrapper::InputVectorDataListParameter::Erase(), itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::InsertNarrowBandNode(), otb::ImageWidget< TInputImage >::LinearInterpolationOff(), otb::ImageWidget< TInputImage >::LinearInterpolationOn(), itk::MatrixOffsetTransformBase< TScalarType, NInputDimensions, NOutputDimensions >::MatrixOffsetTransformBase(), otb::ogr::ImageReference< double >::Modified(), otb::Function::StandardRenderingFunction< TPixel, TRGBPixel, TPixelRepresentationFunction, TTransferFunction >::SetAutoMinMax(), otb::BlendingImageFilter< TInputImage1, TInputImage2, TOutputImage >::SetBlendingFunction(), otb::ImageLayerGenerator< TImageLayer >::SetBlendingFunction(), otb::TileMapImageIO::SetCacheDirectory(), itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetCenter(), otb::Function::StandardRenderingFunction< TPixel, TRGBPixel, TPixelRepresentationFunction, TTransferFunction >::SetChannelList(), itk::LBFGSBOptimizer::SetCostFunction(), itk::MINC2ImageIO::SetDimensionName(), itk::ImageIOBase::SetDimensions(), itk::ImageIOBase::SetDirection(), otb::Wrapper::InputImageListParameter::SetImageList(), itk::GDCMSeriesFileNames::SetInputDirectory(), otb::HistogramStatisticsFunction< TInputHistogram, TOutput >::SetInputHistogram(), otb::ImageToGenericRSOutputParameters< TImage >::SetInputKeywordList(), otb::Wrapper::InputVectorDataListParameter::SetListFromFileName(), otb::Wrapper::InputImageListParameter::SetListFromFileName(), otb::Function::RenderingFunction< TPixel, TRGBPixel >::SetListSample(), itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetMatrix(), itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::SetNarrowBand(), itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::SetNarrowBandInnerRadius(), itk::NarrowBandImageFilterBase< TInputImage, Image< TOutputPixelType,::itk::GetImageDimension< TInputImage >::ImageDimension > >::SetNarrowBandTotalRadius(), otb::Wrapper::InputImageListParameter::SetNthFileName(), otb::Wrapper::InputVectorDataListParameter::SetNthFileName(), itk::ImageIOBase::SetNumberOfDimensions(), itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetOffset(), itk::ImageIOBase::SetOrigin(), otb::ImageToGenericRSOutputParameters< TImage >::SetOutputProjectionRef(), otb::MapProjectionAdapter::SetParameter(), otb::Function::GaussianRenderingFunction< TPixel, TRGBPixel, TPixelRepresentationFunction, TTransferFunction >::SetParameters(), otb::Function::StandardRenderingFunction< TPixel, TRGBPixel, TPixelRepresentationFunction, TTransferFunction >::SetParameters(), itk::ThresholdLabelerImageFilter< TInputImage, TOutputImage >::SetRealThresholds(), otb::ImageLayerGenerator< TImageLayer >::SetRenderingFunction(), otb::RenderingImageFilter< TInputImage, TOutputImage >::SetRenderingFunction(), itk::ImageIOBase::SetSpacing(), itk::ThresholdLabelerImageFilter< TInputImage, TOutputImage >::SetThresholds(), itk::Statistics::GoodnessOfFitFunctionBase< TInputHistogram >::SetTotalObservedScale(), itk::MatrixOffsetTransformBase< TScalarType, 3, 3 >::SetTranslation(), otb::Wrapper::OutputFilenameParameter::SetValue(), otb::Wrapper::InputFilenameParameter::SetValue(), otb::Wrapper::ListViewParameter::SetValue(), otb::Wrapper::ChoiceParameter::SetValue(), otb::Wrapper::InputVectorDataListParameter::SetVectorDataList(), and otb::MapProjectionAdapter::SetWkt().

template<class TSample , class TLabel >
static Pointer otb::SVMClassifier< TSample, TLabel >::New ( )
static

Method for creation through the object factory.

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

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 TSample , class TLabel >
void otb::SVMClassifier< TSample, TLabel >::PrintSelf ( std::ostream &  os,
itk::Indent  indent 
) const
protectedvirtual

Methods invoked by Print() to print information about the object including superclasses. Typically not called by the user (use Print() instead) but used in the hierarchical print process to combine the output of several classes.

Chaining method to print an object's instance variables, as well as its superclasses.

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 38 of file otbSVMClassifier.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::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::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 void itk::LightProcessObject::SetAbortGenerateData ( bool  _arg)
virtualinherited

Set the AbortGenerateData flag for the process object. Process objects may handle premature termination of execution in different ways.

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.

void itk::ClassifierBase< TSample >::SetDecisionRule ( DecisionRuleType *  ptrToDecisionRule)
inlineinherited

Sets the pointer to the decision rule. Stores the decision rule that makes the real decision using informations from MembershipFunctions and other prior knowledge

Definition at line 119 of file itkClassifierBase.h.

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 TSample >
void itk::Statistics::SampleClassifier< TSample >::SetMembershipFunctionClassLabels ( ClassLabelVectorType &  labels)
inherited

Sets the user given class labels for membership functions. If users do not provide class labels for membership functions by calling this function, then the index of the membership function vector for a membership function will be used as class label of measurement vectors belong to the membership function

Definition at line 76 of file itkSampleClassifier.txx.

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 TSample , class TLabel >
virtual void otb::SVMClassifier< TSample, TLabel >::SetModel ( SVMModelType *  _arg)
virtual

Set the model

virtual void itk::ClassifierBase< TSample >::SetNumberOfClasses ( unsigned int  _arg)
virtualinherited

Sets the number of classes.

template<class TSample , class TLabel >
void otb::SVMClassifier< TSample, TLabel >::SetOutput ( OutputType *  output)

Definition at line 87 of file otbSVMClassifier.txx.

virtual void itk::LightProcessObject::SetProgress ( float  _arg)
virtualinherited

Set the execution progress of a process object. The progress is a floating number between (0,1), 0 meaning no progress; 1 meaning the filter has completed execution.

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.

template<class TSample>
void itk::Statistics::SampleClassifier< TSample >::SetSample ( const TSample *  sample)
inherited

Sets the target data that will be classified by this

Definition at line 56 of file itkSampleClassifier.txx.

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().

template<class TSample , class TLabel >
void otb::SVMClassifier< TSample, TLabel >::Update ( void  )

Starts the classification process

Reimplemented from itk::ClassifierBase< TSample >.

Definition at line 46 of file otbSVMClassifier.txx.

void itk::LightProcessObject::UpdateOutputData ( void  )
virtualinherited

Actually generate new output.

GenerateData this object - we have not aborted yet, and our progress before we start to execute is 0.0.

 If we ended due to aborting, push the progress up to 1.0 (since
 it probably didn't end there)

Definition at line 77 of file itkLightProcessObject.cxx.

void itk::LightProcessObject::UpdateProgress ( float  amount)
inherited

Update the progress of the process object. If a ProgressMethod exists, executes it. Then set the Progress ivar to amount. The parameter amount should range between (0,1).

Definition at line 51 of file itkLightProcessObject.cxx.

Member Data Documentation

template<class TSample , class TLabel >
HyperplanesDistancesListSampleType::Pointer otb::SVMClassifier< TSample, TLabel >::m_HyperplanesDistancesOutput
private

Hyperplanes distances output

Definition at line 115 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
SVMModelPointer otb::SVMClassifier< TSample, TLabel >::m_Model
private

Definition at line 117 of file otbSVMClassifier.h.

template<class TSample , class TLabel >
OutputType::Pointer otb::SVMClassifier< TSample, TLabel >::m_Output
private

Output pointer (MembershipSample)

Reimplemented from itk::Statistics::SampleClassifier< TSample >.

Definition at line 112 of file otbSVMClassifier.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.

The documentation for this class was generated from the following files:
Generated at Sun Feb 3 2013 04:16:59 for Orfeo Toolbox with doxygen 1.8.1.1