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/*=========================================================================
*
* 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 itkMultiResolutionPDEDeformableRegistration_h
#define itkMultiResolutionPDEDeformableRegistration_h
#include "itkImage.h"
#include "itkDemonsRegistrationFilter.h"
#include "itkMultiResolutionPyramidImageFilter.h"
#include "itkResampleImageFilter.h"
#include "itkArray.h"
namespace itk
{
/**
* \class MultiResolutionPDEDeformableRegistration
* \brief Framework for performing multi-resolution PDE
* deformable registration.
*
* MultiResolutionPDEDeformableRegistration provides a generic framework
* to perform multi-resolution deformable registration.
*
* At each resolution level a PDEDeformableRegistrationFilter is used
* to register two images by computing the deformation field which will
* map a moving image onto a fixed image.
*
* A deformation field is represented as an image whose pixel type is some
* vector type with at least N elements, where N is the dimension of
* the fixed image. The vector type must support element access via operator
* []. It is assumed that the vector elements behave like floating point
* scalars.
*
* The internal PDEDeformationRegistrationFilter can be set using
* SetRegistrationFilter. By default a DemonsRegistrationFilter is used.
*
* The input fixed and moving images are set via methods SetFixedImage
* and SetMovingImage respectively. An initial deformation field maybe set via
* SetInitialDisplacementField if is matches the characteristics of the coarsest
* pyramid level. If no such assumption can be made (e.g. the deformation field
* has the same characteristics as the input images), an initial deformation
* field can still be set via SetArbitraryInitialDisplacementField or
* SetInput. The filter will then take care of matching the coarsest level
* characteristics. If no initial field is set a zero field is used as the
* initial condition.
*
* MultiResolutionPyramidImageFilters are used to downsample the fixed
* and moving images. A ResampleImageFilter is used to upsample
* the deformation as we move from a coarse to fine solution.
*
* This class is templated over the fixed image type, the moving image type,
* and the Deformation Field type.
*
* \warning This class assumes that the fixed, moving and deformation
* field image types all have the same number of dimensions.
*
* \sa PDEDeformableRegistrationFilter
* \sa DemonsRegistrationFilter
* \sa MultiResolutionPyramidImageFilter
* \sa ResampleImageFilter
*
* The current implementation of this class does not support streaming.
*
* \ingroup DeformableImageRegistration
* \ingroup ITKPDEDeformableRegistration
*/
template <
typename TFixedImage,
typename TMovingImage,
typename TDisplacementField,
typename TRealType = float,
typename TFloatImageType = Image<TRealType, TFixedImage::ImageDimension>,
typename TRegistrationType = PDEDeformableRegistrationFilter<TFloatImageType, TFloatImageType, TDisplacementField>,
typename TDefaultRegistrationType = DemonsRegistrationFilter<TFloatImageType, TFloatImageType, TDisplacementField>>
class ITK_TEMPLATE_EXPORT MultiResolutionPDEDeformableRegistration
: public ImageToImageFilter<TDisplacementField, TDisplacementField>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(MultiResolutionPDEDeformableRegistration);
/** Standard class type aliases */
using Self = MultiResolutionPDEDeformableRegistration;
using Superclass = ImageToImageFilter<TDisplacementField, TDisplacementField>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
/** Method for creation through the object factory. */
itkNewMacro(Self);
/** \see LightObject::GetNameOfClass() */
itkOverrideGetNameOfClassMacro(MultiResolutionPDEDeformableRegistration);
/** Fixed image type. */
using FixedImageType = TFixedImage;
using FixedImagePointer = typename FixedImageType::Pointer;
using FixedImageConstPointer = typename FixedImageType::ConstPointer;
/** Moving image type. */
using MovingImageType = TMovingImage;
using MovingImagePointer = typename MovingImageType::Pointer;
using MovingImageConstPointer = typename MovingImageType::ConstPointer;
/** Deformation field image type. */
using DisplacementFieldType = TDisplacementField;
using DisplacementFieldPointer = typename DisplacementFieldType::Pointer;
/** ImageDimension. */
static constexpr unsigned int ImageDimension = FixedImageType::ImageDimension;
/** Internal float image type. */
using FloatImageType = TFloatImageType;
/** The internal registration type. */
using RegistrationType = TRegistrationType;
using RegistrationPointer = typename RegistrationType::Pointer;
/** The default registration type. */
using DefaultRegistrationType = TDefaultRegistrationType;
/** The fixed multi-resolution image pyramid type. */
using FixedImagePyramidType = MultiResolutionPyramidImageFilter<FixedImageType, FloatImageType>;
using FixedImagePyramidPointer = typename FixedImagePyramidType::Pointer;
/** The moving multi-resolution image pyramid type. */
using MovingImagePyramidType = MultiResolutionPyramidImageFilter<MovingImageType, FloatImageType>;
using MovingImagePyramidPointer = typename MovingImagePyramidType::Pointer;
/** The deformation field expander type. */
using FieldExpanderType = ResampleImageFilter<DisplacementFieldType, DisplacementFieldType>;
using FieldExpanderPointer = typename FieldExpanderType::Pointer;
using NumberOfIterationsType = Array<unsigned int>;
/** Set the fixed image. */
virtual void
SetFixedImage(const FixedImageType * ptr);
/** Get the fixed image. */
const FixedImageType *
GetFixedImage() const;
/** Set the moving image. */
virtual void
SetMovingImage(const MovingImageType * ptr);
/** Get the moving image. */
const MovingImageType *
GetMovingImage() const;
/** Set initial deformation field to be used as is (no smoothing, no
* subsampling at the coarsest level of the pyramid. */
virtual void
SetInitialDisplacementField(DisplacementFieldType * ptr)
{
this->m_InitialDisplacementField = ptr;
}
/** Set initial deformation field. No assumption is made on the
* input. It will therefore be smoothed and resampled to match the
* images characteristics at the coarsest level of the pyramid. */
virtual void
SetArbitraryInitialDisplacementField(DisplacementFieldType * ptr)
{
this->SetInput(ptr);
}
/** Get output deformation field. */
const DisplacementFieldType *
GetDisplacementField()
{
return this->GetOutput();
}
/** Get the number of valid inputs. For
* MultiResolutionPDEDeformableRegistration, this checks whether the
* fixed and moving images have been set. While
* MultiResolutionPDEDeformableRegistration can take a third input
* as an initial deformation field, this input is not a required input.
*/
std::vector<SmartPointer<DataObject>>::size_type
GetNumberOfValidRequiredInputs() const override;
/** Get/Set the internal registrator. */
itkSetObjectMacro(RegistrationFilter, RegistrationType);
itkGetModifiableObjectMacro(RegistrationFilter, RegistrationType);
/** Get/Set the fixed image pyramid. */
itkSetObjectMacro(FixedImagePyramid, FixedImagePyramidType);
itkGetModifiableObjectMacro(FixedImagePyramid, FixedImagePyramidType);
/** Get/Set the moving image pyramid. */
itkSetObjectMacro(MovingImagePyramid, MovingImagePyramidType);
itkGetModifiableObjectMacro(MovingImagePyramid, MovingImagePyramidType);
/** Set number of multi-resolution levels. */
virtual void
SetNumberOfLevels(unsigned int num);
/** Get number of multi-resolution levels. */
itkGetConstReferenceMacro(NumberOfLevels, unsigned int);
/** Get the current resolution level being processed. */
itkGetConstReferenceMacro(CurrentLevel, unsigned int);
/** Get/Set the moving image pyramid. */
itkSetObjectMacro(FieldExpander, FieldExpanderType);
itkGetModifiableObjectMacro(FieldExpander, FieldExpanderType);
/** Set number of iterations per multi-resolution levels. */
itkSetMacro(NumberOfIterations, NumberOfIterationsType);
itkSetVectorMacro(NumberOfIterations, unsigned int, m_NumberOfLevels);
/** Get number of iterations per multi-resolution levels. */
itkGetConstReferenceMacro(NumberOfIterations, NumberOfIterationsType);
/** Stop the registration after the current iteration. */
virtual void
StopRegistration();
protected:
MultiResolutionPDEDeformableRegistration();
~MultiResolutionPDEDeformableRegistration() override = default;
void
PrintSelf(std::ostream & os, Indent indent) const override;
/** Generate output data by performing the registration at each resolution level.
*
* Performs a the deformable registration using a multiresolution scheme using an internal mini-pipeline
*
* ref_pyramid -> registrator -> field_expander --|| tempField
* test_pyramid -> | |
* | |
* --------------------------------
*
* A tempField image is used to break the cycle between the registrator and field_expander.
*/
void
GenerateData() override;
/** The current implementation of this class does not support
* streaming. As such it requires the largest possible region
* for the moving, fixed and input deformation field. */
void
GenerateInputRequestedRegion() override;
/** By default, the output deformation field has the same
* spacing, origin and LargestPossibleRegion as the input/initial
* deformation field.
*
* If the initial deformation field is not set, the output
* information is copied from the fixed image. */
void
GenerateOutputInformation() override;
/** The current implementation of this class does not support
* streaming. As such it produces the output for the largest
* possible region. */
void
EnlargeOutputRequestedRegion(DataObject * ptr) override;
/** This method returns true to indicate that the registration should
* terminate at the current resolution level. */
virtual bool
Halt();
/** Override VerifyInputInformation() since this filter's inputs do
* not need to occupy the same physical space.
*
* \sa ProcessObject::VerifyInputInformation
*/
void
VerifyInputInformation() ITKv5_CONST override
{}
private:
RegistrationPointer m_RegistrationFilter{};
FixedImagePyramidPointer m_FixedImagePyramid{};
MovingImagePyramidPointer m_MovingImagePyramid{};
FieldExpanderPointer m_FieldExpander{};
DisplacementFieldPointer m_InitialDisplacementField{};
unsigned int m_NumberOfLevels{};
unsigned int m_CurrentLevel{};
NumberOfIterationsType m_NumberOfIterations{};
/** Flag to indicate user stop registration request. */
bool m_StopRegistrationFlag{};
};
} // end namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
# include "itkMultiResolutionPDEDeformableRegistration.hxx"
#endif
#endif
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