1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170
|
/*=========================================================================
*
* Copyright NumFOCUS
*
* 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
*
* https://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 itkShapePriorMAPCostFunctionBase_h
#define itkShapePriorMAPCostFunctionBase_h
#include "itkSingleValuedCostFunction.h"
#include "itkLevelSet.h"
#include "itkShapeSignedDistanceFunction.h"
namespace itk
{
/** \class ShapePriorMAPCostFunctionBase
* \brief Represents the base class of maximum aprior (MAP) cost function used
* ShapePriorSegmentationLevelSetImageFilter to estimate the shape parameters.
*
* This class follows the shape and pose parameters estimation developed in [1].
*
* This class has two template parameters, the feature image type representing the
* edge potential map and the pixel type used to
* represent the output level set in the ShapePriorSegmentationLevelSetImageFilter.
*
* \sa ShapePriorSegmentationLevelSetImageFilter
*
* \par REFERENCES
* \par
* [1] Leventon, M.E. et al. "Statistical Shape Influence in Geodesic Active Contours", CVPR 2000.
*
*
* \ingroup Numerics Optimizers
* \ingroup ITKLevelSets
*/
template <typename TFeatureImage, typename TOutputPixel>
class ITK_TEMPLATE_EXPORT ShapePriorMAPCostFunctionBase : public SingleValuedCostFunction
{
public:
ITK_DISALLOW_COPY_AND_MOVE(ShapePriorMAPCostFunctionBase);
/** Standard class type aliases. */
using Self = ShapePriorMAPCostFunctionBase;
using Superclass = SingleValuedCostFunction;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
/** \see LightObject::GetNameOfClass() */
itkOverrideGetNameOfClassMacro(ShapePriorMAPCostFunctionBase);
/** MeasureType type alias.
* It defines a type used to return the cost function value. */
using typename Superclass::MeasureType;
/** DerivativeType type alias.
* It defines a type used to return the cost function derivative. */
using typename Superclass::DerivativeType;
/** ParametersType type alias.
* It defines a position in the optimization search space. */
using typename Superclass::ParametersType;
/** Type of the feature image representing the edge potential map. */
using FeatureImageType = TFeatureImage;
using FeatureImagePointer = typename FeatureImageType::ConstPointer;
/** Dimension constant. */
static constexpr unsigned int ImageDimension = TFeatureImage::ImageDimension;
/** Type of pixel used to represent the level set. */
using PixelType = TOutputPixel;
/** Type of node used to represent the active region around the zero set. */
using NodeType = LevelSetNode<PixelType, Self::ImageDimension>;
/** Type of container used to store the level set nodes. */
using NodeContainerType = VectorContainer<unsigned int, NodeType>;
using NodeContainerPointer = typename NodeContainerType::ConstPointer;
/** Type of the shape signed distance function. */
using ShapeFunctionType = ShapeSignedDistanceFunction<double, Self::ImageDimension>;
using ShapeFunctionPointer = typename ShapeFunctionType::Pointer;
/** Set/Get the shape distance function. */
itkSetObjectMacro(ShapeFunction, ShapeFunctionType);
itkGetModifiableObjectMacro(ShapeFunction, ShapeFunctionType);
/** Set/Get the active region. */
itkSetConstObjectMacro(ActiveRegion, NodeContainerType);
itkGetConstObjectMacro(ActiveRegion, NodeContainerType);
/** Set/Get the feature image. */
itkSetConstObjectMacro(FeatureImage, FeatureImageType);
itkGetConstObjectMacro(FeatureImage, FeatureImageType);
/** This method returns the value of the cost function corresponding
* to the specified parameters. */
MeasureType
GetValue(const ParametersType & parameters) const override;
/** This method returns the derivative of the cost function corresponding
* to the specified parameters. */
void
GetDerivative(const ParametersType &, DerivativeType &) const override
{
itkExceptionMacro("This function is currently not supported.");
}
/** Return the number of parameters. */
unsigned int
GetNumberOfParameters() const override
{
return m_ShapeFunction->GetNumberOfParameters();
}
/** Compute the inside term component of the MAP cost function.
* Subclasses should override this function */
virtual MeasureType
ComputeLogInsideTerm(const ParametersType &) const = 0;
/** Compute the gradient term component of the MAP cost function.
* Subclasses should override this function */
virtual MeasureType
ComputeLogGradientTerm(const ParametersType &) const = 0;
/** Compute the shape prior component of the MAP cost function.
* Subclasses should override this function */
virtual MeasureType
ComputeLogShapePriorTerm(const ParametersType &) const = 0;
/** Compute the pose prior component of the MAP cost function.
* Subclasses should override this function */
virtual MeasureType
ComputeLogPosePriorTerm(const ParametersType &) const = 0;
/** Initialize the cost function by making sure that all the components
* are present. */
virtual void
Initialize();
protected:
ShapePriorMAPCostFunctionBase();
~ShapePriorMAPCostFunctionBase() override = default;
void
PrintSelf(std::ostream & os, Indent indent) const override;
ShapeFunctionPointer m_ShapeFunction{};
NodeContainerPointer m_ActiveRegion{};
FeatureImagePointer m_FeatureImage{};
};
} // end namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
# include "itkShapePriorMAPCostFunctionBase.hxx"
#endif
#endif
|