itkSampleClassifierFilter.h

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/*=========================================================================

  Program:   Insight Segmentation & Registration Toolkit
  Module:    $RCSfile: itkSampleClassifierFilter.h,v $
  Language:  C++
  Date:      $Date: 2009-05-02 05:43:58 $
  Version:   $Revision: 1.1 $

  Copyright (c) Insight Software Consortium. All rights reserved.
  See ITKCopyright.txt or http://www.itk.org/HTML/Copyright.htm 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 __itkSampleClassifierFilter_h
#define __itkSampleClassifierFilter_h

#include <vector>

#include "itkMembershipSample.h"
#include "itkMembershipFunctionBase.h"
#include "itkDecisionRule.h"
#include "itkProcessObject.h"
#include "itkSimpleDataObjectDecorator.h"

namespace itk {
namespace Statistics {

template< class TSample >
class ITK_EXPORT SampleClassifierFilter : 
      public ProcessObject
{
public:
  typedef SampleClassifierFilter         Self;
  typedef ProcessObject                  Superclass;
  typedef SmartPointer< Self >           Pointer;
  typedef SmartPointer<const Self>       ConstPointer;

  itkTypeMacro(SampleClassifierFilter, ProcessObject);
  itkNewMacro(Self);

  typedef TSample                        SampleType;

  typedef MembershipSample< SampleType >                     MembershipSampleType;
  typedef typename MembershipSampleType::Pointer             MembershipSampleObjectPointer; 

  typedef typename SampleType::MeasurementType            MeasurementType;
  typedef typename SampleType::MeasurementVectorType      MeasurementVectorType;

  typedef MembershipFunctionBase< MeasurementVectorType > MembershipFunctionType;
  typedef typename MembershipFunctionType::ConstPointer   MembershipFunctionPointer;
  typedef std::vector< MembershipFunctionPointer >        MembershipFunctionVectorType;
  typedef SimpleDataObjectDecorator<
    MembershipFunctionVectorType >                        MembershipFunctionVectorObjectType;
  typedef typename 
    MembershipFunctionVectorObjectType::Pointer           MembershipFunctionVectorObjectPointer;

  typedef Array< double >                                MembershipFunctionsWeightsArrayType;

  typedef SimpleDataObjectDecorator<
   MembershipFunctionsWeightsArrayType >                 MembershipFunctionsWeightsArrayObjectType;
  typedef typename 
    MembershipFunctionsWeightsArrayObjectType::Pointer   MembershipFunctionsWeightsArrayPointer;

  typedef unsigned long                               ClassLabelType;
  typedef std::vector< ClassLabelType >               ClassLabelVectorType;
  typedef SimpleDataObjectDecorator<
    ClassLabelVectorType >                            ClassLabelVectorObjectType;
  typedef ClassLabelVectorObjectType::Pointer         ClassLabelVectorObjectPointer;


  typedef DecisionRule                                DecisionRuleType;
  typedef DecisionRuleType::ConstPointer              DecisionRulePointer;

  void SetInput(const SampleType * sample);
  const SampleType *  GetInput() const;

  const MembershipSampleType * GetOutput() const;

  itkSetMacro( NumberOfClasses, unsigned int );
  itkGetConstMacro( NumberOfClasses, unsigned int );

  itkSetConstObjectMacro( DecisionRule, DecisionRuleType );
  itkGetConstObjectMacro( DecisionRule, DecisionRuleType );

  void SetClassLabels(const ClassLabelVectorObjectType * classLabels );

  void SetMembershipFunctions(const MembershipFunctionVectorObjectType * membershipFunctions );

  void SetMembershipFunctionsWeightsArray(const MembershipFunctionsWeightsArrayObjectType * weightsArray );


protected:
  SampleClassifierFilter();
  virtual ~SampleClassifierFilter() {}
  void PrintSelf(std::ostream& os, Indent indent) const;

  SampleClassifierFilter(const Self&); //purposely not implemented
  void operator=(const Self&); //purposely not implemented


  void GenerateData();

  virtual DataObjectPointer MakeOutput(unsigned int idx);

private:
 
  unsigned int                     m_NumberOfClasses;

  DecisionRulePointer              m_DecisionRule;

}; // end of class


} // end of namespace Statistics 
} // end of namespace itk


#ifndef ITK_MANUAL_INSTANTIATION
#include "itkSampleClassifierFilter.txx"
#endif

#endif