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/*=========================================================================
*
* Copyright UMC Utrecht and contributors
*
* 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 itkAdvancedBSplineDeformableTransformBase_h
#define itkAdvancedBSplineDeformableTransformBase_h
#include "itkAdvancedTransform.h"
#include "itkImage.h"
#include "itkImageRegion.h"
namespace itk
{
/** \class AdvancedBSplineDeformableTransformBase
* \brief Base class for deformable transform using a B-spline representation
*
* This class is the base for the encapsulation of a deformable transform
* of points from one N-dimensional one space to another N-dimensional space.
*
* This class is not templated over the spline order, which makes the use of
* different spline orders more convenient in subsequent code.
*
*/
template <class TScalarType = double, // Data type for scalars
unsigned int NDimensions = 3>
// Number of dimensions
class ITK_TEMPLATE_EXPORT AdvancedBSplineDeformableTransformBase
: public AdvancedTransform<TScalarType, NDimensions, NDimensions>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(AdvancedBSplineDeformableTransformBase);
/** Standard class typedefs. */
using Self = AdvancedBSplineDeformableTransformBase;
using Superclass = AdvancedTransform<TScalarType, NDimensions, NDimensions>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
/** Run-time type information (and related methods). */
itkTypeMacro(AdvancedBSplineDeformableTransformBase, AdvancedTransform);
/** Dimension of the domain space. */
itkStaticConstMacro(SpaceDimension, unsigned int, NDimensions);
/** The number of fixed parameters. For Grid size, origin, spacing, and direction. */
static constexpr unsigned int NumberOfFixedParameters = NDimensions * (NDimensions + 3);
/** Typedefs from Superclass. */
using typename Superclass::ParametersType;
using typename Superclass::FixedParametersType;
using typename Superclass::ParametersValueType;
using typename Superclass::NumberOfParametersType;
using typename Superclass::DerivativeType;
using typename Superclass::JacobianType;
using typename Superclass::ScalarType;
using typename Superclass::InputPointType;
using typename Superclass::OutputPointType;
using typename Superclass::InputVectorType;
using typename Superclass::OutputVectorType;
using typename Superclass::InputVnlVectorType;
using typename Superclass::OutputVnlVectorType;
using typename Superclass::InputCovariantVectorType;
using typename Superclass::OutputCovariantVectorType;
using typename Superclass::TransformCategoryEnum;
using typename Superclass::NonZeroJacobianIndicesType;
using typename Superclass::SpatialJacobianType;
using typename Superclass::JacobianOfSpatialJacobianType;
using typename Superclass::SpatialHessianType;
using typename Superclass::JacobianOfSpatialHessianType;
using typename Superclass::InternalMatrixType;
using typename Superclass::MovingImageGradientType;
using typename Superclass::MovingImageGradientValueType;
/* Creates a `BSplineDeformableTransform` of the specified derived type and spline order. */
template <template <class, unsigned, unsigned> class TBSplineDeformableTransform>
static Pointer
Create(const unsigned splineOrder)
{
switch (splineOrder)
{
case 1:
{
return TBSplineDeformableTransform<TScalarType, NDimensions, 1>::New();
}
case 2:
{
return TBSplineDeformableTransform<TScalarType, NDimensions, 2>::New();
}
case 3:
{
return TBSplineDeformableTransform<TScalarType, NDimensions, 3>::New();
}
}
itkGenericExceptionMacro("ERROR: The provided spline order (" << splineOrder << ") is not supported.");
}
unsigned
GetSplineOrder() const
{
return m_SplineOrder;
}
/** This method sets the parameters of the transform.
* For a B-spline deformation transform, the parameters are the BSpline
* coefficients on a sparse grid.
*
* The parameters are N number of N-D grid of coefficients. Each N-D grid
* is represented as a flat array of doubles
* (in the same configuration as an itk::Image).
* The N arrays are then concatenated to form one parameter array.
*
* For efficiency, this transform does not make a copy of the parameters.
* It only keeps a pointer to the input parameters. It assumes that the memory
* is managed by the caller. Use SetParametersByValue to force the transform
* to call copy the parameters.
*
* This method wraps each grid as itk::Image's using the user specified
* grid region, spacing and origin.
* NOTE: The grid region, spacing and origin must be set first.
*/
void
SetParameters(const ParametersType & parameters) override;
/** This method sets the fixed parameters of the transform.
* For a B-spline deformation transform, the parameters are the following:
* Grid Size, Grid Origin, and Grid Spacing
*
* The fixed parameters are the three times the size of the templated
* dimensions.
* This function has the effect of make the following calls:
* transform->SetGridSpacing( spacing );
* transform->SetGridOrigin( origin );
* transform->SetGridDirection( direction );
* transform->SetGridRegion( bsplineRegion );
*
* This function was added to allow the transform to work with the
* itkTransformReader/Writer I/O filters.
*/
void
SetFixedParameters(const FixedParametersType & parameters) override;
/** This method sets the parameters of the transform.
* For a B-spline deformation transform, the parameters are the BSpline
* coefficients on a sparse grid.
*
* The parameters are N number of N-D grid of coefficients. Each N-D grid
* is represented as a flat array of doubles
* (in the same configuration as an itk::Image).
* The N arrays are then concatenated to form one parameter array.
*
* This methods makes a copy of the parameters while for
* efficiency the SetParameters method does not.
*
* This method wraps each grid as itk::Image's using the user specified
* grid region, spacing and origin.
* NOTE: The grid region, spacing and origin must be set first.
*/
void
SetParametersByValue(const ParametersType & parameters) override;
/** This method can ONLY be invoked AFTER calling SetParameters().
* This restriction is due to the fact that the AdvancedBSplineDeformableTransform
* does not copy the array of parameters internally, instead it keeps a
* pointer to the user-provided array of parameters. This method is also
* in violation of the const-correctness of the parameters since the
* parameter array has been passed to the transform on a 'const' basis but
* the values get modified when the user invokes SetIdentity().
*/
void
SetIdentity();
/** Get the Transformation Parameters. */
const ParametersType &
GetParameters() const override;
/** Get the Transformation Fixed Parameters. */
const FixedParametersType &
GetFixedParameters() const override;
/** Parameters as SpaceDimension number of images. */
using PixelType = typename ParametersType::ValueType;
using ImageType = Image<PixelType, Self::SpaceDimension>;
using ImagePointer = typename ImageType::Pointer;
/** Get the array of coefficient images. */
virtual const ImagePointer *
GetCoefficientImages() const
{
return this->m_CoefficientImages;
}
/** Set the array of coefficient images.
*
* This is an alternative API for setting the B-spline coefficients
* as an array of SpaceDimension images. The grid region spacing
* and origin is taken from the first image. It is assume that
* the buffered region of all the subsequent images are the same
* as the first image. Note that no error checking is done.
*
* Warning: use either the SetParameters() or SetCoefficientImages()
* API. Mixing the two modes may results in unexpected results.
*/
virtual void
SetCoefficientImages(ImagePointer images[]);
/** Typedefs for specifying the extend to the grid. */
using RegionType = ImageRegion<Self::SpaceDimension>;
using IndexType = typename RegionType::IndexType;
using SizeType = typename RegionType::SizeType;
using SpacingType = typename ImageType::SpacingType;
using DirectionType = typename ImageType::DirectionType;
using OriginType = typename ImageType::PointType;
using GridOffsetType = IndexType;
/** This method specifies the region over which the grid resides. */
virtual void
SetGridRegion(const RegionType & region) = 0;
itkGetConstMacro(GridRegion, RegionType);
/** This method specifies the grid spacing or resolution. */
virtual void
SetGridSpacing(const SpacingType & spacing);
itkGetConstMacro(GridSpacing, SpacingType);
/** This method specifies the grid directions . */
virtual void
SetGridDirection(const DirectionType & direction);
itkGetConstMacro(GridDirection, DirectionType);
/** This method specifies the grid origin. */
virtual void
SetGridOrigin(const OriginType & origin);
itkGetConstMacro(GridOrigin, OriginType);
/** Parameter index array type. */
using ParameterIndexArrayType = Array<unsigned long>;
/** Method to transform a vector -
* not applicable for this type of transform.
*/
OutputVectorType
TransformVector(const InputVectorType &) const override
{
itkExceptionMacro("Method not applicable for deformable transform.");
}
/** Method to transform a vnl_vector -
* not applicable for this type of transform.
*/
OutputVnlVectorType
TransformVector(const InputVnlVectorType &) const override
{
itkExceptionMacro("Method not applicable for deformable transform. ");
}
/** Method to transform a CovariantVector -
* not applicable for this type of transform.
*/
OutputCovariantVectorType
TransformCovariantVector(const InputCovariantVectorType &) const override
{
itkExceptionMacro("Method not applicable for deformable transform. ");
}
/** Return the number of parameters that completely define the Transform. */
NumberOfParametersType
GetNumberOfParameters() const override;
/** Return the number of parameters per dimension */
virtual NumberOfParametersType
GetNumberOfParametersPerDimension() const;
/** Return the region of the grid wholly within the support region */
itkGetConstReferenceMacro(ValidRegion, RegionType);
/** Indicates that this transform is linear. That is, given two
* points P and Q, and scalar coefficients a and b, then
*
* T( a*P + b*Q ) = a * T(P) + b * T(Q)
*/
bool
IsLinear() const override
{
return false;
}
/** Indicates the category transform.
* e.g. an affine transform, or a local one, e.g. a deformation field.
*/
TransformCategoryEnum
GetTransformCategory() const override
{
return TransformCategoryEnum::BSpline;
}
virtual unsigned int
GetNumberOfAffectedWeights() const = 0;
NumberOfParametersType
GetNumberOfNonZeroJacobianIndices() const override = 0;
/** This typedef should be equal to the typedef used
* in derived classes based on the weights function.
*/
using ContinuousIndexType = ContinuousIndex<ScalarType, SpaceDimension>;
protected:
/** Print contents of an AdvancedBSplineDeformableTransformBase. */
void
PrintSelf(std::ostream & os, Indent indent) const override;
AdvancedBSplineDeformableTransformBase() = delete;
explicit AdvancedBSplineDeformableTransformBase(const unsigned splineOrder);
~AdvancedBSplineDeformableTransformBase() override = default;
/** Wrap flat array into images of coefficients. */
void
WrapAsImages();
/** Convert an input point to a continuous index inside the B-spline grid. */
ContinuousIndexType
TransformPointToContinuousGridIndex(const InputPointType & point) const;
void
UpdatePointIndexConversions();
virtual void
ComputeNonZeroJacobianIndices(NonZeroJacobianIndicesType & nonZeroJacobianIndices,
const RegionType & supportRegion) const = 0;
/** Check if a continuous index is inside the valid region. */
virtual bool
InsideValidRegion(const ContinuousIndexType & index) const;
private:
const unsigned m_SplineOrder{};
// Private using-declarations, to avoid `-Woverloaded-virtual` warnings from GCC (GCC 11.4) or clang (macos-12).
using Superclass::TransformVector;
using Superclass::TransformCovariantVector;
protected:
/** Array of images representing the B-spline coefficients
* in each dimension.
*/
ImagePointer m_CoefficientImages[NDimensions]{};
/** Variables defining the coefficient grid extend. */
RegionType m_GridRegion{};
SpacingType m_GridSpacing{ 1.0 }; // default spacing is all ones
DirectionType m_GridDirection{ DirectionType::GetIdentity() };
OriginType m_GridOrigin{};
GridOffsetType m_GridOffsetTable{};
DirectionType m_PointToIndexMatrix{};
SpatialJacobianType m_PointToIndexMatrix2{};
DirectionType m_PointToIndexMatrixTransposed{};
SpatialJacobianType m_PointToIndexMatrixTransposed2{};
FixedArray<ScalarType, NDimensions> m_PointToIndexMatrixDiagonal{};
FixedArray<ScalarType, NDimensions * NDimensions> m_PointToIndexMatrixDiagonalProducts{};
DirectionType m_IndexToPoint{};
bool m_PointToIndexMatrixIsDiagonal{};
RegionType m_ValidRegion{};
/** Variables defining the interpolation support region. */
unsigned long m_Offset{};
ContinuousIndexType m_ValidRegionBegin{};
ContinuousIndexType m_ValidRegionEnd{};
/** Keep a pointer to the input parameters. */
const ParametersType * m_InputParametersPointer{};
/** Jacobian as SpaceDimension number of images. */
using JacobianPixelType = typename JacobianType::ValueType;
using JacobianImageType = Image<JacobianPixelType, Self::SpaceDimension>;
typename JacobianImageType::Pointer m_JacobianImage[NDimensions]{};
/** Keep track of last support region used in computing the Jacobian
* for fast resetting of Jacobian to zero.
*/
mutable IndexType m_LastJacobianIndex{};
/** Array holding images wrapped from the flat parameters. */
ImagePointer m_WrappedImage[NDimensions]{};
/** Internal parameters buffer. */
ParametersType m_InternalParametersBuffer{};
void
UpdateGridOffsetTable();
};
} // namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
# include "itkAdvancedBSplineDeformableTransformBase.hxx"
#endif
#endif /* itkAdvancedBSplineDeformableTransformBase_h */
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