/*========================================================================= * * Copyright Insight Software Consortium * * Licensed under the Apache License, Version 2.0 (the "License"); * you may not use this file except in compliance with the License. * You may obtain a copy of the License at * * http://www.apache.org/licenses/LICENSE-2.0.txt * * Unless required by applicable law or agreed to in writing, software * distributed under the License is distributed on an "AS IS" BASIS, * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. * See the License for the specific language governing permissions and * limitations under the License. * *=========================================================================*/ #ifndef itkNormalizedMutualInformationHistogramImageToImageMetric_h #define itkNormalizedMutualInformationHistogramImageToImageMetric_h #include "itkHistogramImageToImageMetric.h" namespace itk { /** \class NormalizedMutualInformationHistogramImageToImageMetric * \brief Computes normalized mutual information between two images to * be registered using the histograms of the intensities in the images. * * The type of Normalize Mutual Information implemented in this class * is given by the equation * * \f[ \frac{ H(A) + H(B) }{ H(A,B) } \f] * Where \$ H(A) \$ is the entropy of image \$ A \$, * \$ H(B) \$ is the entropy of image \$ B \$, and * \$ H(A,B) \$ is the joing entropy of images \$ A \$ and \$ B \$. * * Details of this implementation can be found in the book * "Medical Image Registration" by Hajnal, Hill and Hawkes. * The book is available online at * http://books.google.com/books?id=2dtQNsk-qBQC * The implementation of this class corresponds to equation (30) in * Chapter 3 of this book. Note that by slightly changing this class * it will be trivial to compute the Normalized Mutual Information * measures defined in equations (28) and (29) of the same book. * * This class is templated over the type of the fixed and moving * images to be compared. * \ingroup RegistrationMetrics * \ingroup ITKRegistrationCommon */ template< typename TFixedImage, typename TMovingImage > class ITK_TEMPLATE_EXPORT NormalizedMutualInformationHistogramImageToImageMetric: public HistogramImageToImageMetric< TFixedImage, TMovingImage > { public: /** Standard class typedefs. */ typedef NormalizedMutualInformationHistogramImageToImageMetric Self; typedef HistogramImageToImageMetric< TFixedImage, TMovingImage > Superclass; typedef SmartPointer< Self > Pointer; typedef SmartPointer< const Self > ConstPointer; /** Method for creation through the object factory. */ itkNewMacro(Self); /** Run-time type information (and related methods). */ itkTypeMacro(NormalizedMutualInformationHistogramImageToImageMetric, HistogramImageToImageMetric); /** Types transferred from the base class */ typedef typename Superclass::RealType RealType; typedef typename Superclass::TransformType TransformType; typedef typename Superclass::TransformPointer TransformPointer; typedef typename Superclass::TransformParametersType TransformParametersType; typedef typename Superclass::TransformJacobianType TransformJacobianType; typedef typename Superclass::GradientPixelType GradientPixelType; typedef typename Superclass::MeasureType MeasureType; typedef typename Superclass::DerivativeType DerivativeType; typedef typename Superclass::FixedImageType FixedImageType; typedef typename Superclass::MovingImageType MovingImageType; typedef typename Superclass::FixedImageConstPointer FixedImageConstPointer; typedef typename Superclass::MovingImageConstPointer MovingImageConstPointer; typedef typename Superclass::HistogramType HistogramType; typedef typename HistogramType::AbsoluteFrequencyType HistogramFrequencyType; typedef typename HistogramType::Iterator HistogramIteratorType; typedef typename HistogramType::MeasurementVectorType HistogramMeasurementVectorType; protected: /** Constructor is protected to ensure that \c New() function is used to create instances. */ NormalizedMutualInformationHistogramImageToImageMetric(){} virtual ~NormalizedMutualInformationHistogramImageToImageMetric() ITK_OVERRIDE {} /** Evaluates the normalized mutual information from the histogram. */ virtual MeasureType EvaluateMeasure(HistogramType & histogram) const ITK_OVERRIDE; private: // Purposely not implemented. NormalizedMutualInformationHistogramImageToImageMetric(Self const &); void operator=(Self const &); // Purposely not implemented. }; } // End namespace itk. #ifndef ITK_MANUAL_INSTANTIATION #include "itkNormalizedMutualInformationHistogramImageToImageMetric.hxx" #endif #endif // itkNormalizedMutualInformationHistogramImageToImageMetric_h