ITK
4.3.0
Insight Segmentation and Registration Toolkit
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#include <itkShapeDetectionLevelSetFunction.h>
This function is used in the ShapeDetectionLevelSetImageFilter to segment structures in an image based on a user supplied edge potential map.
ShapeDetectionLevelSetFunction is a subclass of the generic LevelSetFunction. It is used to segment structures in an image based on a user supplied edge potential map , which has values close to zero in regions near edges (or high image gradient) and values close to one in regions with relatively constant intensity. Typically, the edge potential map is a function of the image gradient, for example:
where is image intensity and is the derivative of Gaussian operator.
The edge potential image is set via the SetFeatureImage() method.
In this function both the propagation term and the curvature spatial modifier term are taken directly from the edge potential image such that:
Note that there is no advection term in this function.
This implementation is based on: "Shape Modeling with Front Propagation: A Level Set Approach", R. Malladi, J. A. Sethian and B. C. Vermuri. IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol 17, No. 2, pp 158-174, February 1995
Definition at line 72 of file itkShapeDetectionLevelSetFunction.h.
Static Public Member Functions | |
static Pointer | New () |
Static Public Attributes | |
static const unsigned int | ImageDimension = Superclass::ImageDimension |
Static Public Attributes inherited from itk::SegmentationLevelSetFunction< TImageType, TFeatureImageType > | |
static const unsigned int | ImageDimension = Superclass::ImageDimension |
Static Public Attributes inherited from itk::LevelSetFunction< TImageType > | |
static const unsigned int | ImageDimension = Superclass::ImageDimension |
Static Public Attributes inherited from itk::FiniteDifferenceFunction< TImageType > | |
static const unsigned int | ImageDimension = ImageType::ImageDimension |
Additional Inherited Members | |
Protected Types inherited from itk::LightObject | |
typedef int | InternalReferenceCountType |
Static Protected Member Functions inherited from itk::LevelSetFunction< TImageType > | |
static VectorType | InitializeZeroVectorConstant () |
Protected Attributes inherited from itk::SegmentationLevelSetFunction< TImageType, TFeatureImageType > | |
VectorImageType::Pointer | m_AdvectionImage |
FeatureImageType::ConstPointer | m_FeatureImage |
InterpolatorType::Pointer | m_Interpolator |
ImageType::Pointer | m_SpeedImage |
Functor::VectorCast< typename VectorInterpolatorType::OutputType, VectorType > | m_VectorCast |
VectorInterpolatorType::Pointer | m_VectorInterpolator |
Static Protected Attributes inherited from itk::LevelSetFunction< TImageType > | |
static double | m_DT |
static double | m_WaveDT |
static VectorType | m_ZeroVectorConstant |
typedef SmartPointer< const Self > itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::ConstPointer |
Definition at line 80 of file itkShapeDetectionLevelSetFunction.h.
typedef TFeatureImageType itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::FeatureImageType |
Definition at line 81 of file itkShapeDetectionLevelSetFunction.h.
typedef Superclass::FeatureScalarType itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::FeatureScalarType |
Definition at line 93 of file itkShapeDetectionLevelSetFunction.h.
typedef Superclass::FloatOffsetType itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::FloatOffsetType |
Definition at line 95 of file itkShapeDetectionLevelSetFunction.h.
typedef Superclass::GlobalDataStruct itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::GlobalDataStruct |
Definition at line 96 of file itkShapeDetectionLevelSetFunction.h.
typedef Superclass::ImageType itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::ImageType |
Extract some parameters from the superclass.
Definition at line 87 of file itkShapeDetectionLevelSetFunction.h.
typedef Superclass::NeighborhoodType itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::NeighborhoodType |
Definition at line 91 of file itkShapeDetectionLevelSetFunction.h.
typedef SmartPointer< Self > itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::Pointer |
Definition at line 79 of file itkShapeDetectionLevelSetFunction.h.
typedef Superclass::RadiusType itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::RadiusType |
Definition at line 94 of file itkShapeDetectionLevelSetFunction.h.
typedef Superclass::ScalarValueType itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::ScalarValueType |
Definition at line 92 of file itkShapeDetectionLevelSetFunction.h.
typedef ShapeDetectionLevelSetFunction itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::Self |
Standard class typedefs.
Definition at line 77 of file itkShapeDetectionLevelSetFunction.h.
typedef SegmentationLevelSetFunction< TImageType, TFeatureImageType > itk::ShapeDetectionLevelSetFunction< TImageType, TFeatureImageType >::Superclass |
Definition at line 78 of file itkShapeDetectionLevelSetFunction.h.
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inlineprotected |
Definition at line 119 of file itkShapeDetectionLevelSetFunction.h.
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inlineprotectedvirtual |
Definition at line 126 of file itkShapeDetectionLevelSetFunction.h.
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protected |
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virtual |
This method must be defined in a subclass to implement a working function object. This method is called before the solver begins its work to produce the speed image used as the level set function's Propagation speed term. See LevelSetFunction for more information.
Reimplemented from itk::SegmentationLevelSetFunction< TImageType, TFeatureImageType >.
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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::LevelSetFunction< TImageType >.
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inlinevirtual |
The curvature speed is same as the propagation speed.
Reimplemented from itk::LevelSetFunction< TImageType >.
Definition at line 105 of file itkShapeDetectionLevelSetFunction.h.
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virtual |
Run-time type information (and related methods)
Reimplemented from itk::SegmentationLevelSetFunction< TImageType, TFeatureImageType >.
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inlinevirtual |
This method creates the appropriate member variable operators for the level-set calculations. The argument to this function is a the radius necessary for performing the level-set calculations.
Reimplemented from itk::SegmentationLevelSetFunction< TImageType, TFeatureImageType >.
Definition at line 109 of file itkShapeDetectionLevelSetFunction.h.
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Method for creation through the object factory.
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protected |
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Extract some parameters from the superclass.
Definition at line 100 of file itkShapeDetectionLevelSetFunction.h.