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/*=========================================================================
Program: ORFEO Toolbox
Language: C++
Date: $Date$
Version: $Revision$
Copyright (c) Centre National d'Etudes Spatiales. All rights reserved.
See OTBCopyright.txt for details.
Copyright (c) Institut Telecom; Telecom bretagne. All rights reserved.
See IMTCopyright.txt for details.
This software is distributed WITHOUT ANY WARRANTY; without even
the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR
PURPOSE. See the above copyright notices for more information.
=========================================================================*/
#ifndef otbSVMImageClassificationWithRuleFilter_h
#define otbSVMImageClassificationWithRuleFilter_h
#include "otbSVMImageClassificationFilter.h"
#include "otbVectorImage.h"
namespace otb {
/** \class SVMImageClassificationWithRuleFilter
* \brief SVM Image Classification that yield distance to hyperplanes
*
* This class comes from SVMImageClassificationFilter that performs
* SVM classification on image. Here, the class add in ThreadedGenerateData an other output
* (a VectorImage) that gives the value for \f$ f(x) \f$ without the majority
* vote decision on class belonging.
*
* \sa SVMImageClassificationFilter
* \ingroup Streamed
* \ingroup Threaded
*
* \ingroup OTBSVMLearning
*/
template <class TInputImage, class TOutputImage, class TMaskImage = TOutputImage>
class ITK_EXPORT SVMImageClassificationWithRuleFilter
: public SVMImageClassificationFilter<TInputImage, TOutputImage, TMaskImage>
{
public:
/** Standard typedefs */
typedef SVMImageClassificationWithRuleFilter Self;
typedef SVMImageClassificationFilter<TInputImage,
TOutputImage, TMaskImage> Superclass;
typedef itk::SmartPointer<Self> Pointer;
typedef itk::SmartPointer<const Self> ConstPointer;
/** Type macro */
itkNewMacro(Self);
/** Creation through object factory macro */
itkTypeMacro(SVMImageClassificationWithRuleFilter, SVMImageClassificationFilter);
typedef typename Superclass::InputImageType InputImageType;
typedef typename Superclass::InputImageConstPointerType InputImageConstPointerType;
typedef typename Superclass::ValueType ValueType;
typedef typename Superclass::MaskImageType MaskImageType;
typedef typename Superclass::MaskImageConstPointerType MaskImageConstPointerType;
typedef typename Superclass::MaskImagePointerType MaskImagePointerType;
typedef typename Superclass::OutputImageType OutputImageType;
typedef typename Superclass::OutputImagePointerType OutputImagePointerType;
typedef typename Superclass::OutputImageRegionType OutputImageRegionType;
typedef typename Superclass::LabelType LabelType;
typedef typename Superclass::ModelType ModelType;
typedef typename Superclass::ModelPointerType ModelPointerType;
typedef typename ModelType::NodeCacheType NodeCacheType;
typedef typename ModelType::MeasurementType MeasurementType;
typedef typename ModelType::DistancesVectorType DistanceValueType;
typedef typename DistanceValueType::ValueType RuleValueType;
typedef VectorImage<RuleValueType, OutputImageType::ImageDimension>
OutputRuleImageType;
typedef typename OutputRuleImageType::Pointer OutputRuleImagePointerType;
typedef typename OutputRuleImageType::RegionType OutputRuleImageRegionType;
typedef typename OutputRuleImageType::PixelType RuleType;
/** Access to the Rule image */
itkGetObjectMacro(OutputRule, OutputRuleImageType);
protected:
/** Constructor */
SVMImageClassificationWithRuleFilter();
/** Destructor */
~SVMImageClassificationWithRuleFilter() ITK_OVERRIDE {}
/** GenerateOutputInformation
* Set the number of bands of the output rule image.
* Copy information from the input image if existing.
**/
void GenerateOutputInformation() ITK_OVERRIDE;
/** AllocateOutputs
* Output allocation redefinition for VectorImage (used in TOutputRuleImage)
**/
void AllocateOutputs() ITK_OVERRIDE;
/** Threaded generate data */
void ThreadedGenerateData(const OutputImageRegionType& outputRegionForThread, itk::ThreadIdType threadId) ITK_OVERRIDE;
private:
SVMImageClassificationWithRuleFilter(const Self &); //purposely not implemented
void operator =(const Self&); //purposely not implemented
OutputRuleImagePointerType m_OutputRule;
}; // end of class
} // end of namespace otb
#ifndef OTB_MANUAL_INSTANTIATION
#include "otbSVMImageClassificationWithRuleFilter.txx"
#endif
#endif
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