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itkMattesMutualInformationImageToImageMetric.h

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00001 /*=========================================================================
00002 
00003   Program:   Insight Segmentation & Registration Toolkit
00004   Module:    $RCSfile: itkMattesMutualInformationImageToImageMetric.h,v $
00005   Language:  C++
00006   Date:      $Date: 2002/12/03 21:56:39 $
00007   Version:   $Revision: 1.6 $
00008 
00009   Copyright (c) 2002 Insight Consortium. All rights reserved.
00010   See ITKCopyright.txt or http://www.itk.org/HTML/Copyright.htm for details.
00011 
00012      This software is distributed WITHOUT ANY WARRANTY; without even 
00013      the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR 
00014      PURPOSE.  See the above copyright notices for more information.
00015 
00016 =========================================================================*/
00017 #ifndef __itkMattesMutualInformationImageToImageMetric_h
00018 #define __itkMattesMutualInformationImageToImageMetric_h
00019 
00020 #include "itkImageToImageMetric.h"
00021 #include "itkCovariantVector.h"
00022 #include "itkPoint.h"
00023 #include "itkIndex.h"
00024 #include "itkBSplineKernelFunction.h"
00025 #include "itkBSplineDerivativeKernelFunction.h"
00026 #include "itkCentralDifferenceImageFunction.h"
00027 #include "itkBSplineInterpolateImageFunction.h"
00028 #include "itkBSplineDeformableTransform.h"
00029 
00030 
00031 namespace itk
00032 {
00033 
00110 template <class TFixedImage,class TMovingImage >
00111 class ITK_EXPORT MattesMutualInformationImageToImageMetric :
00112   public ImageToImageMetric< TFixedImage, TMovingImage >
00113 {
00114 public:
00115 
00117   typedef MattesMutualInformationImageToImageMetric  Self;
00118   typedef ImageToImageMetric< TFixedImage, TMovingImage > Superclass;
00119   typedef SmartPointer<Self>  Pointer;
00120   typedef SmartPointer<const Self>  ConstPointer;
00121 
00123   itkNewMacro(Self);
00124 
00126   itkTypeMacro(MattesMutualInformationImageToImageMetric, ImageToImageMetric);
00127 
00129   typedef typename Superclass::TransformType            TransformType;
00130   typedef typename Superclass::TransformPointer         TransformPointer;
00131   typedef typename Superclass::TransformJacobianType    TransformJacobianType;
00132   typedef typename Superclass::InterpolatorType         InterpolatorType;
00133   typedef typename Superclass::MeasureType              MeasureType;
00134   typedef typename Superclass::DerivativeType           DerivativeType;
00135   typedef typename Superclass::ParametersType           ParametersType;
00136   typedef typename Superclass::FixedImageType           FixedImageType;
00137   typedef typename Superclass::MovingImageType          MovingImageType;
00138   typedef typename Superclass::FixedImageConstPointer   FixedImageConstPointer;
00139   typedef typename Superclass::MovingImageConstPointer  MovingImageCosntPointer;
00140 
00142   typedef typename FixedImageType::IndexType            FixedImageIndexType;
00143   typedef typename FixedImageIndexType::IndexValueType  FixedImageIndexValueType;
00144   typedef typename MovingImageType::IndexType           MovingImageIndexType;
00145   typedef typename TransformType::InputPointType        FixedImagePointType;
00146   typedef typename TransformType::OutputPointType       MovingImagePointType;
00147 
00149   itkStaticConstMacro( MovingImageDimension, unsigned int,
00150       MovingImageType::ImageDimension );
00151 
00159   void Initialize(void) throw ( ExceptionObject );
00160 
00162   void GetDerivative( 
00163     const ParametersType& parameters,
00164     DerivativeType & Derivative ) const;
00165 
00167   MeasureType GetValue( const ParametersType& parameters ) const;
00168 
00170   void GetValueAndDerivative( const ParametersType& parameters, 
00171     MeasureType& Value, DerivativeType& Derivative ) const;
00172 
00174   itkSetClampMacro( NumberOfSpatialSamples, unsigned long,
00175     1, NumericTraits<unsigned long>::max() );
00176   itkGetMacro( NumberOfSpatialSamples, unsigned long); 
00177 
00179   itkSetClampMacro( NumberOfHistogramBins, unsigned long,
00180     1, NumericTraits<unsigned long>::max() );
00181   itkGetMacro( NumberOfHistogramBins, unsigned long);   
00182   
00183 protected:
00184 
00185   MattesMutualInformationImageToImageMetric();
00186   virtual ~MattesMutualInformationImageToImageMetric() {};
00187   void PrintSelf(std::ostream& os, Indent indent) const;
00188 
00189 private:
00190 
00191   MattesMutualInformationImageToImageMetric(const Self&); //purposely not implemented
00192   void operator=(const Self&); //purposely not implemented
00193 
00197   class FixedImageSpatialSample
00198     {
00199     public:
00200       FixedImageSpatialSample():FixedImageValue(0.0)
00201       { FixedImagePointValue.Fill(0.0); }
00202       ~FixedImageSpatialSample() {};
00203 
00204       FixedImagePointType            FixedImagePointValue;
00205       double                        FixedImageValue;
00206     };
00207 
00209   typedef std::vector<FixedImageSpatialSample>  
00210     FixedImageSpatialSampleContainer;
00211 
00213   mutable FixedImageSpatialSampleContainer    m_FixedImageSamples;
00214 
00216   void SampleFixedImageDomain( 
00217     FixedImageSpatialSampleContainer& samples) const;
00218 
00220   typedef float PDFValueType;
00221   typedef std::vector<PDFValueType> MarginalPDFType;
00222 
00224   mutable MarginalPDFType m_FixedImageMarginalPDF;
00225 
00227   mutable MarginalPDFType m_MovingImageMarginalPDF;
00228 
00230   typedef Image<PDFValueType,2> JointPDFType;
00231   typedef Image<PDFValueType,3> JointPDFDerivativesType;
00232   typedef JointPDFType::IndexType                JointPDFIndexType;
00233   typedef JointPDFType::PixelType                JointPDFValueType;
00234   typedef JointPDFType::RegionType              JointPDFRegionType;
00235   typedef JointPDFType::SizeType                JointPDFSizeType;
00236   typedef JointPDFDerivativesType::IndexType    JointPDFDerivativesIndexType;
00237   typedef JointPDFDerivativesType::PixelType    JointPDFDerivativesValueType;
00238   typedef JointPDFDerivativesType::RegionType    JointPDFDerivativesRegionType;
00239   typedef JointPDFDerivativesType::SizeType      JointPDFDerivativesSizeType;
00240 
00242   typename JointPDFType::Pointer m_JointPDF;
00243   typename JointPDFDerivativesType::Pointer m_JointPDFDerivatives;
00244 
00245   unsigned long m_NumberOfSpatialSamples;
00246   unsigned long m_NumberOfParameters;
00247 
00249   unsigned long m_NumberOfHistogramBins;
00250   double m_MovingImageNormalizedMin;
00251   double m_FixedImageNormalizedMin;
00252   double m_MovingImageTrueMin;
00253   double m_MovingImageTrueMax;
00254   double m_FixedImageBinSize;
00255   double m_MovingImageBinSize;
00256 
00258   typedef BSplineKernelFunction<3> CubicBSplineFunctionType;
00259   typedef BSplineDerivativeKernelFunction<3> 
00260     CubicBSplineDerivativeFunctionType;
00261 
00263   typename CubicBSplineFunctionType::Pointer m_CubicBSplineKernel;
00264   typename CubicBSplineDerivativeFunctionType::Pointer 
00265     m_CubicBSplineDerivativeKernel;
00266 
00273   typedef CovariantVector< double,
00274     itkGetStaticConstMacro(MovingImageDimension) > ImageDerivativesType;
00275 
00277   virtual void ComputeImageDerivatives( const MovingImagePointType& mappedPoint,
00278     ImageDerivativesType& gradient ) const;
00279 
00281   bool m_InterpolatorIsBSpline;
00282 
00284   typedef typename Superclass::CoordinateRepresentationType
00285     CoordinateRepresentationType;
00286   typedef
00287     BSplineInterpolateImageFunction<MovingImageType,
00288       CoordinateRepresentationType> BSplineInterpolatorType;
00289 
00291   typename BSplineInterpolatorType::Pointer m_BSplineInterpolator;
00292 
00294   typedef CentralDifferenceImageFunction<MovingImageType,
00295     CoordinateRepresentationType> DerivativeFunctionType;
00296 
00298   typename DerivativeFunctionType::Pointer m_DerivativeCalculator;
00299 
00302   virtual void TransformPoint( const FixedImagePointType& fixedImagePoint,
00303     MovingImagePointType& mappedPoint, bool& sampleWithinSupportRegion,
00304     double& movingImageValue ) const;
00305 
00307   virtual void ComputePDFDerivatives( const FixedImagePointType& fixedImagePoint,
00308     int fixedImageParzenWindowIndex, int movingImageParzenWindowIndex,
00309     const ImageDerivativesType& movingImageGradientValue,
00310     double cubicBSplineDerivativeValue ) const;
00311 
00321   bool m_TransformIsBSpline;
00322 
00324   long m_NumParametersPerDim;
00325 
00329   unsigned long m_NumBSplineWeights;
00330 
00332   itkStaticConstMacro( FixedImageDimension, unsigned int,
00333     FixedImageType::ImageDimension );
00334 
00338   enum { DeformationSplineOrder = 3 };
00339 
00343   typedef BSplineDeformableTransform<
00344     CoordinateRepresentationType,
00345     ::itk::GetImageDimension<FixedImageType>::ImageDimension,
00346     DeformationSplineOrder> BSplineTransformType;
00347   typedef typename BSplineTransformType::WeightsType 
00348     BSplineTransformWeightsType;
00349   typedef typename BSplineTransformType::ParameterIndexArrayType 
00350     BSplineTransformIndexArrayType;
00351 
00355   typename BSplineTransformType::Pointer m_BSplineTransform;
00356   mutable BSplineTransformWeightsType    m_BSplineTransformWeights;
00357   mutable BSplineTransformIndexArrayType m_BSplineTransformIndices;  
00358 
00359 };
00360 
00361 } // end namespace itk
00362 
00363 #ifndef ITK_MANUAL_INSTANTIATION
00364 #include "itkMattesMutualInformationImageToImageMetric.txx"
00365 #endif
00366 
00367 #endif
00368 

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