ITK  4.1.0
Insight Segmentation and Registration Toolkit
itkMattesMutualInformationImageToImageMetric.h
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00001 /*=========================================================================
00002  *
00003  *  Copyright Insight Software Consortium
00004  *
00005  *  Licensed under the Apache License, Version 2.0 (the "License");
00006  *  you may not use this file except in compliance with the License.
00007  *  You may obtain a copy of the License at
00008  *
00009  *         http://www.apache.org/licenses/LICENSE-2.0.txt
00010  *
00011  *  Unless required by applicable law or agreed to in writing, software
00012  *  distributed under the License is distributed on an "AS IS" BASIS,
00013  *  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
00014  *  See the License for the specific language governing permissions and
00015  *  limitations under the License.
00016  *
00017  *=========================================================================*/
00018 #ifndef __itkMattesMutualInformationImageToImageMetric_h
00019 #define __itkMattesMutualInformationImageToImageMetric_h
00020 
00021 #include "itkImageToImageMetric.h"
00022 #include "itkPoint.h"
00023 #include "itkIndex.h"
00024 #include "itkBSplineDerivativeKernelFunction.h"
00025 #include "itkArray2D.h"
00026 
00027 #include "itkSimpleFastMutexLock.h"
00028 
00029 
00030 namespace itk
00031 {
00113 template <class TFixedImage, class TMovingImage>
00114 class ITK_EXPORT MattesMutualInformationImageToImageMetric:
00115   public ImageToImageMetric<TFixedImage, TMovingImage>
00116 {
00117 public:
00118 
00120   typedef MattesMutualInformationImageToImageMetric     Self;
00121   typedef ImageToImageMetric<TFixedImage, TMovingImage> Superclass;
00122   typedef SmartPointer<Self>                            Pointer;
00123   typedef SmartPointer<const Self>                      ConstPointer;
00124 
00126   itkNewMacro(Self);
00127 
00129   itkTypeMacro(MattesMutualInformationImageToImageMetric,
00130                ImageToImageMetric);
00131 
00133   typedef typename Superclass::TransformType                  TransformType;
00134   typedef typename Superclass::TransformPointer               TransformPointer;
00135   typedef typename Superclass::TransformJacobianType          TransformJacobianType;
00136   typedef typename Superclass::InterpolatorType               InterpolatorType;
00137   typedef typename Superclass::MeasureType                    MeasureType;
00138   typedef typename Superclass::DerivativeType                 DerivativeType;
00139   typedef typename Superclass::ParametersType                 ParametersType;
00140   typedef typename Superclass::FixedImageType                 FixedImageType;
00141   typedef typename Superclass::MovingImageType                MovingImageType;
00142   typedef typename Superclass::MovingImagePointType           MovingImagePointType;
00143   typedef typename Superclass::FixedImageConstPointer         FixedImageConstPointer;
00144   typedef typename Superclass::MovingImageConstPointer        MovingImageConstPointer;
00145   typedef typename Superclass::BSplineTransformWeightsType    BSplineTransformWeightsType;
00146   typedef typename Superclass::BSplineTransformIndexArrayType BSplineTransformIndexArrayType;
00147 
00148   typedef typename Superclass::CoordinateRepresentationType CoordinateRepresentationType;
00149   typedef typename Superclass::FixedImageSampleContainer    FixedImageSampleContainer;
00150   typedef typename Superclass::ImageDerivativesType         ImageDerivativesType;
00151   typedef typename Superclass::WeightsValueType             WeightsValueType;
00152   typedef typename Superclass::IndexValueType               IndexValueType;
00153 
00154   typedef typename FixedImageType::OffsetValueType OffsetValueType;
00155 
00157   itkStaticConstMacro(MovingImageDimension, unsigned int,
00158                       MovingImageType::ImageDimension);
00159 
00167   virtual void Initialize(void)
00168   throw ( ExceptionObject );
00169 
00171   MeasureType GetValue(const ParametersType & parameters) const;
00172 
00174   void GetDerivative(const ParametersType & parameters, DerivativeType & Derivative) const;
00175 
00177   void GetValueAndDerivative(const ParametersType & parameters, MeasureType & Value, DerivativeType & Derivative) const;
00178 
00184   itkSetClampMacro( NumberOfHistogramBins, SizeValueType,
00185                     5, NumericTraits<SizeValueType>::max() );
00186   itkGetConstReferenceMacro(NumberOfHistogramBins, SizeValueType);
00188 
00213   itkSetMacro(UseExplicitPDFDerivatives, bool);
00214   itkGetConstReferenceMacro(UseExplicitPDFDerivatives, bool);
00215   itkBooleanMacro(UseExplicitPDFDerivatives);
00217 
00219   typedef double PDFValueType; //NOTE:  floating point precision is not as stable.  Double precision proves faster and more robust in real-world testing.
00220 
00222   typedef Image<PDFValueType, 2> JointPDFType;
00223   typedef Image<PDFValueType, 3> JointPDFDerivativesType;
00224 
00229   const typename JointPDFType::Pointer GetJointPDF () const
00230     {
00231     if( this->m_ThreaderJointPDF.size() == 0 )
00232       {
00233       return JointPDFType::Pointer(NULL);
00234       }
00235     return this->m_ThreaderJointPDF[0];
00236     }
00238 
00245   const typename JointPDFDerivativesType::Pointer GetJointPDFDerivatives () const
00246     {
00247     if( this->m_ThreaderJointPDFDerivatives.size() == 0 )
00248       {
00249       return JointPDFDerivativesType::Pointer(NULL);
00250       }
00251     return this->m_ThreaderJointPDFDerivatives[0];
00252     }
00253 protected:
00255 
00256   MattesMutualInformationImageToImageMetric();
00257   virtual ~MattesMutualInformationImageToImageMetric();
00258   void PrintSelf(std::ostream & os, Indent indent) const;
00259 
00260 private:
00261 
00262   // purposely not implemented
00263   MattesMutualInformationImageToImageMetric(const Self &);
00264   // purposely not implemented
00265   void operator=(const Self &);
00266 
00267   typedef JointPDFType::IndexType             JointPDFIndexType;
00268   typedef JointPDFType::PixelType             JointPDFValueType;
00269   typedef JointPDFType::RegionType            JointPDFRegionType;
00270   typedef JointPDFType::SizeType              JointPDFSizeType;
00271   typedef JointPDFDerivativesType::IndexType  JointPDFDerivativesIndexType;
00272   typedef JointPDFDerivativesType::PixelType  JointPDFDerivativesValueType;
00273   typedef JointPDFDerivativesType::RegionType JointPDFDerivativesRegionType;
00274   typedef JointPDFDerivativesType::SizeType   JointPDFDerivativesSizeType;
00275 
00277   typedef BSplineKernelFunction<3,PDFValueType>           CubicBSplineFunctionType;
00278   typedef BSplineDerivativeKernelFunction<3,PDFValueType> CubicBSplineDerivativeFunctionType;
00279 
00281   void ComputeFixedImageParzenWindowIndices( FixedImageSampleContainer & samples);
00282 
00284   void ComputePDFDerivatives(ThreadIdType threadID, unsigned int sampleNumber, int movingImageParzenWindowIndex,
00285                                      const ImageDerivativesType
00286                                      &  movingImageGradientValue,
00287                                      PDFValueType cubicBSplineDerivativeValue) const;
00288 
00289   virtual void GetValueThreadPreProcess(ThreadIdType threadID, bool withinSampleThread) const;
00290   virtual void GetValueThreadPostProcess(ThreadIdType threadID, bool withinSampleThread) const;
00291   //NOTE:  The signature in base class requires that movingImageValue is of type double
00292   virtual bool GetValueThreadProcessSample(ThreadIdType threadID, SizeValueType fixedImageSample,
00293                                                   const MovingImagePointType & mappedPoint,
00294                                                   double movingImageValue) const;
00295 
00296   virtual void GetValueAndDerivativeThreadPreProcess( ThreadIdType threadID, bool withinSampleThread) const;
00297   virtual void GetValueAndDerivativeThreadPostProcess( ThreadIdType threadID, bool withinSampleThread) const;
00298   //NOTE:  The signature in base class requires that movingImageValue is of type double
00299   virtual bool GetValueAndDerivativeThreadProcessSample(ThreadIdType threadID, SizeValueType fixedImageSample,
00300                                                                const MovingImagePointType & mappedPoint,
00301                                                                double movingImageValue, const ImageDerivativesType &
00302                                                                movingImageGradientValue) const;
00303 
00305   SizeValueType m_NumberOfHistogramBins;
00306   PDFValueType  m_MovingImageNormalizedMin;
00307   PDFValueType  m_FixedImageNormalizedMin;
00308   PDFValueType  m_FixedImageTrueMin;
00309   PDFValueType  m_FixedImageTrueMax;
00310   PDFValueType  m_MovingImageTrueMin;
00311   PDFValueType  m_MovingImageTrueMax;
00312   PDFValueType  m_FixedImageBinSize;
00313   PDFValueType  m_MovingImageBinSize;
00314 
00316   typename CubicBSplineFunctionType::Pointer           m_CubicBSplineKernel;
00317   typename CubicBSplineDerivativeFunctionType::Pointer m_CubicBSplineDerivativeKernel;
00318 
00320   typedef PDFValueType        PRatioType;
00321   typedef Array2D<PRatioType> PRatioArrayType;
00322 
00323   mutable PRatioArrayType m_PRatioArray;
00324 
00326   mutable std::vector<DerivativeType> m_ThreaderMetricDerivative;
00327 
00329   mutable std::vector<PDFValueType>               m_MovingImageMarginalPDF;
00330   mutable std::vector<std::vector<PDFValueType> > m_ThreaderFixedImageMarginalPDF;
00331 
00333   typename std::vector<JointPDFType::Pointer>            m_ThreaderJointPDF;
00334   typename std::vector<JointPDFDerivativesType::Pointer> m_ThreaderJointPDFDerivatives;
00335 
00336   std::vector<int> m_ThreaderJointPDFStartBin;
00337   std::vector<int> m_ThreaderJointPDFEndBin;
00338 
00339   mutable std::vector<PDFValueType> m_ThreaderJointPDFSum;
00340 
00341   bool         m_UseExplicitPDFDerivatives;
00342   mutable bool m_ImplicitDerivativesSecondPass;
00343 };
00344 } // end namespace itk
00345 
00346 #ifndef ITK_MANUAL_INSTANTIATION
00347 #include "itkMattesMutualInformationImageToImageMetric.hxx"
00348 #endif
00349 
00350 #endif
00351