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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.
*
*=========================================================================*/
/*=========================================================================
Program: Insight Segmentation & Registration Toolkit
Module: $RCSfile: itkAdvancedBSplineDeformableTransform.h,v $
Date: $Date: 2008-04-11 16:28:11 $
Version: $Revision: 1.38 $
Copyright (c) Insight Software Consortium. All rights reserved.
See ITKCopyright.txt or http://www.itk.org/HTML/Copyright.htm for details.
This software is distributed WITHOUT ANY WARRANTY; without even
the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR
PURPOSE. See the above copyright notices for more information.
=========================================================================*/
#ifndef itkAdvancedBSplineDeformableTransform_h
#define itkAdvancedBSplineDeformableTransform_h
#include "itkAdvancedBSplineDeformableTransformBase.h"
#include "itkImage.h"
#include "itkImageRegion.h"
#include "itkBSplineInterpolationWeightFunction2.h"
#include "itkBSplineInterpolationDerivativeWeightFunction.h"
#include "itkBSplineInterpolationSecondOrderDerivativeWeightFunction.h"
namespace itk
{
// Forward declarations for friendship
template <class TScalarType, unsigned int NDimensions, unsigned int VSplineOrder>
class ITK_TEMPLATE_EXPORT MultiBSplineDeformableTransformWithNormal;
/** \class AdvancedBSplineDeformableTransform
* \brief Deformable transform using a B-spline representation
*
* This class encapsulates a deformable transform of points from one
* N-dimensional one space to another N-dimensional space.
* The deformation field is modeled using B-splines.
* A deformation is defined on a sparse regular grid of control points
* \f$ \vec{\lambda}_j \f$ and is varied by defining a deformation
* \f$ \vec{g}(\vec{\lambda}_j) \f$ of each control point.
* The deformation \f$ D(\vec{x}) \f$ at any point \f$ \vec{x} \f$
* is obtained by using a B-spline interpolation kernel.
*
* The deformation field grid is defined by a user specified GridRegion,
* GridSpacing and GridOrigin. Each grid/control point has associated with it
* N deformation coefficients \f$ \vec{\delta}_j \f$, representing the N
* directional components of the deformation. Deformation outside the grid
* plus support region for the B-spline interpolation is assumed to be zero.
*
* Additionally, the user can specified an addition bulk transform \f$ B \f$
* such that the transformed point is given by:
* \f[ \vec{y} = B(\vec{x}) + D(\vec{x}) \f]
*
* The parameters for this transform is N x N-D grid of spline coefficients.
* The user specifies the parameters as one flat array: each N-D grid
* is represented by an array in the same way an N-D image is represented
* in the buffer; the N arrays are then concatentated together on form
* a single array.
*
* For efficiency, this transform does not make a copy of the parameters.
* It only keeps a pointer to the input parameters and assumes that the memory
* is managed by the caller.
*
* The following illustrates the typical usage of this class:
* \verbatim
* typedef AdvancedBSplineDeformableTransform<double,2,3> TransformType;
* auto transform = TransformType::New();
*
* transform->SetGridRegion( region );
* transform->SetGridSpacing( spacing );
* transform->SetGridOrigin( origin );
*
* // NB: the region must be set first before setting the parameters
*
* TransformType::ParametersType parameters(
* transform->GetNumberOfParameters() );
*
* // Fill the parameters with values
*
* transform->SetParameters( parameters )
*
* outputPoint = transform->TransformPoint( inputPoint );
*
* \endverbatim
*
* An alternative way to set the B-spline coefficients is via array of
* images. The grid region, spacing and origin information is taken
* directly from the first image. It is assumed that the subsequent images
* are the same buffered region. The following illustrates the API:
* \verbatim
*
* TransformType::ImageConstPointer images[2];
*
* // Fill the images up with values
*
* transform->SetCoefficientImages( images );
* outputPoint = transform->TransformPoint( inputPoint );
*
* \endverbatim
*
* Warning: use either the SetParameters() or SetCoefficientImages()
* API. Mixing the two modes may results in unexpected results.
*
* The class is templated coordinate representation type (float or double),
* the space dimension and the spline order.
*
* \ingroup Transforms
*/
template <class TScalarType = double, // Data type for scalars
unsigned int NDimensions = 3, // Number of dimensions
unsigned int VSplineOrder = 3>
// Spline order
class ITK_TEMPLATE_EXPORT AdvancedBSplineDeformableTransform
: public AdvancedBSplineDeformableTransformBase<TScalarType, NDimensions>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(AdvancedBSplineDeformableTransform);
/** Standard class typedefs. */
using Self = AdvancedBSplineDeformableTransform;
using Superclass = AdvancedBSplineDeformableTransformBase<TScalarType, NDimensions>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
/** New macro for creation of through the object factory. */
itkNewMacro(Self);
/** Run-time type information (and related methods). */
itkTypeMacro(AdvancedBSplineDeformableTransform, AdvancedBSplineDeformableTransformBase);
/** Dimension of the domain space. */
itkStaticConstMacro(SpaceDimension, unsigned int, NDimensions);
/** The B-spline order. */
itkStaticConstMacro(SplineOrder, unsigned int, VSplineOrder);
/** Typedefs from Superclass. */
using typename Superclass::ParametersType;
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::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;
/** Parameters as SpaceDimension number of images. */
using typename Superclass::PixelType;
using typename Superclass::ImageType;
using typename Superclass::ImagePointer;
/** Typedefs for specifying the extend to the grid. */
using typename Superclass::RegionType;
using typename Superclass::IndexType;
using typename Superclass::SizeType;
using typename Superclass::SpacingType;
using typename Superclass::DirectionType;
using typename Superclass::OriginType;
using typename Superclass::GridOffsetType;
/** This method specifies the region over which the grid resides. */
void
SetGridRegion(const RegionType & region) override;
/** Transform points by a B-spline deformable transformation. */
OutputPointType
TransformPoint(const InputPointType & point) const override;
/** Interpolation weights function type. */
using WeightsFunctionType = BSplineInterpolationWeightFunction2<ScalarType, Self::SpaceDimension, VSplineOrder>;
using WeightsFunctionPointer = typename WeightsFunctionType::Pointer;
using WeightsType = typename WeightsFunctionType::WeightsType;
using ContinuousIndexType = typename WeightsFunctionType::ContinuousIndexType;
using DerivativeWeightsFunctionType =
BSplineInterpolationDerivativeWeightFunction<ScalarType, Self::SpaceDimension, VSplineOrder>;
using DerivativeWeightsFunctionPointer = typename DerivativeWeightsFunctionType::Pointer;
using SODerivativeWeightsFunctionType =
BSplineInterpolationSecondOrderDerivativeWeightFunction<ScalarType, Self::SpaceDimension, VSplineOrder>;
using SODerivativeWeightsFunctionPointer = typename SODerivativeWeightsFunctionType::Pointer;
/** Parameter index array type. */
using typename Superclass::ParameterIndexArrayType;
/** The number of weights. */
static constexpr unsigned NumberOfWeights = WeightsFunctionType::NumberOfWeights;
unsigned int
GetNumberOfAffectedWeights() const override;
NumberOfParametersType
GetNumberOfNonZeroJacobianIndices() const override;
/** Compute the Jacobian of the transformation. */
void
GetJacobian(const InputPointType & inputPoint, JacobianType & j, NonZeroJacobianIndicesType & nzji) const override;
/** Compute the inner product of the Jacobian with the moving image gradient.
* The Jacobian is (partially) constructed inside this function, but not returned.
*/
void
EvaluateJacobianWithImageGradientProduct(const InputPointType & inputPoint,
const MovingImageGradientType & movingImageGradient,
DerivativeType & imageJacobian,
NonZeroJacobianIndicesType & nonZeroJacobianIndices) const override;
/** Compute the spatial Jacobian of the transformation. */
void
GetSpatialJacobian(const InputPointType & inputPoint, SpatialJacobianType & sj) const override;
/** Compute the spatial Hessian of the transformation. */
void
GetSpatialHessian(const InputPointType & inputPoint, SpatialHessianType & sh) const override;
/** Compute the Jacobian of the spatial Jacobian of the transformation. */
void
GetJacobianOfSpatialJacobian(const InputPointType & inputPoint,
JacobianOfSpatialJacobianType & jsj,
NonZeroJacobianIndicesType & nonZeroJacobianIndices) const override;
/** Compute both the spatial Jacobian and the Jacobian of the
* spatial Jacobian of the transformation.
*/
void
GetJacobianOfSpatialJacobian(const InputPointType & inputPoint,
SpatialJacobianType & sj,
JacobianOfSpatialJacobianType & jsj,
NonZeroJacobianIndicesType & nonZeroJacobianIndices) const override;
/** Compute the Jacobian of the spatial Hessian of the transformation. */
void
GetJacobianOfSpatialHessian(const InputPointType & inputPoint,
JacobianOfSpatialHessianType & jsh,
NonZeroJacobianIndicesType & nonZeroJacobianIndices) const override;
/** Compute both the spatial Hessian and the Jacobian of the
* spatial Hessian of the transformation.
*/
void
GetJacobianOfSpatialHessian(const InputPointType & inputPoint,
SpatialHessianType & sh,
JacobianOfSpatialHessianType & jsh,
NonZeroJacobianIndicesType & nonZeroJacobianIndices) const override;
protected:
/** Print contents of an AdvancedBSplineDeformableTransform. */
void
PrintSelf(std::ostream & os, Indent indent) const override;
AdvancedBSplineDeformableTransform();
~AdvancedBSplineDeformableTransform() override = default;
/** Allow subclasses to access and manipulate the weights function. */
// Why??
itkSetObjectMacro(WeightsFunction, WeightsFunctionType);
itkGetModifiableObjectMacro(WeightsFunction, WeightsFunctionType);
/** Wrap flat array into images of coefficients. */
void
WrapAsImages();
void
ComputeNonZeroJacobianIndices(NonZeroJacobianIndicesType & nonZeroJacobianIndices,
const RegionType & supportRegion) const override;
using typename Superclass::JacobianImageType;
using typename Superclass::JacobianPixelType;
/** Pointer to function used to compute B-spline interpolation weights.
* For each direction we create a different weights function for thread-
* safety.
*/
WeightsFunctionPointer m_WeightsFunction{};
std::vector<DerivativeWeightsFunctionPointer> m_DerivativeWeightsFunctions{};
std::vector<std::vector<SODerivativeWeightsFunctionPointer>> m_SODerivativeWeightsFunctions{};
private:
friend class MultiBSplineDeformableTransformWithNormal<ScalarType, Self::SpaceDimension, VSplineOrder>;
};
} // namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
# include "itkAdvancedBSplineDeformableTransform.hxx"
#endif
#endif /* itkAdvancedBSplineDeformableTransform_h */
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