ITK
4.3.0
Insight Segmentation and Registration Toolkit
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#include <itkNormalizedMutualInformationHistogramImageToImageMetric.h>
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
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.
Definition at line 52 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
Static Public Member Functions | |
static Pointer | New () |
Private Member Functions | |
NormalizedMutualInformationHistogramImageToImageMetric (Self const &) | |
void | operator= (Self const &) |
typedef SmartPointer< const Self > itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::ConstPointer |
Definition at line 60 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::DerivativeType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::DerivativeType |
Definition at line 78 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::FixedImageConstPointer itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::FixedImageConstPointer |
Definition at line 81 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::FixedImageType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::FixedImageType |
Definition at line 79 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::GradientPixelType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::GradientPixelType |
Definition at line 75 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef HistogramType::AbsoluteFrequencyType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::HistogramFrequencyType |
Definition at line 85 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef HistogramType::Iterator itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::HistogramIteratorType |
Definition at line 86 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef HistogramType::MeasurementVectorType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::HistogramMeasurementVectorType |
Definition at line 87 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::HistogramType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::HistogramType |
Definition at line 84 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::MeasureType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::MeasureType |
Definition at line 77 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::MovingImageConstPointer itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::MovingImageConstPointer |
Definition at line 82 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::MovingImageType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::MovingImageType |
Definition at line 80 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef SmartPointer< Self > itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::Pointer |
Definition at line 59 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::RealType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::RealType |
Types transferred from the base class
Definition at line 67 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef NormalizedMutualInformationHistogramImageToImageMetric itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::Self |
Standard class typedefs.
Definition at line 57 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef HistogramImageToImageMetric< TFixedImage, TMovingImage > itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::Superclass |
Definition at line 58 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::TransformJacobianType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::TransformJacobianType |
Definition at line 74 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::TransformParametersType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::TransformParametersType |
Definition at line 73 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::TransformPointer itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::TransformPointer |
Definition at line 72 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
typedef Superclass::TransformType itk::NormalizedMutualInformationHistogramImageToImageMetric< TFixedImage, TMovingImage >::TransformType |
Definition at line 71 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
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inlineprotected |
Constructor is protected to ensure that New()
function is used to create instances.
Definition at line 92 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
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inlineprotectedvirtual |
Constructor is protected to ensure that New()
function is used to create instances.
Definition at line 93 of file itkNormalizedMutualInformationHistogramImageToImageMetric.h.
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private |
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virtual |
Create an object from an instance, potentially deferring to a factory. This method allows you to create an instance of an object that is exactly the same type as the referring object. This is useful in cases where an object has been cast back to a base class.
Reimplemented from itk::Object.
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protectedvirtual |
Evaluates the normalized mutual information from the histogram.
Implements itk::HistogramImageToImageMetric< TFixedImage, TMovingImage >.
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virtual |
Run-time type information (and related methods).
Reimplemented from itk::HistogramImageToImageMetric< TFixedImage, TMovingImage >.
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static |
Method for creation through the object factory.
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private |