/usr/include/ITK-4.5/itkMultiResolutionPDEDeformableRegistration.hxx is in libinsighttoolkit4-dev 4.5.0-3.
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*
* Copyright Insight Software Consortium
*
* 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 __itkMultiResolutionPDEDeformableRegistration_hxx
#define __itkMultiResolutionPDEDeformableRegistration_hxx
#include "itkMultiResolutionPDEDeformableRegistration.h"
#include "itkRecursiveGaussianImageFilter.h"
#include "itkRecursiveMultiResolutionPyramidImageFilter.h"
#include "itkImageRegionIterator.h"
#include "vnl/vnl_math.h"
namespace itk
{
/**
* Default constructor
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::MultiResolutionPDEDeformableRegistration()
{
this->SetNumberOfRequiredInputs(2);
// Primary input is optional in this filter
this->RemoveRequiredInputName( "Primary" );
typename DefaultRegistrationType::Pointer registrator =
DefaultRegistrationType::New();
m_RegistrationFilter = registrator.GetPointer();
m_MovingImagePyramid = MovingImagePyramidType::New();
m_FixedImagePyramid = FixedImagePyramidType::New();
m_FieldExpander = FieldExpanderType::New();
m_InitialDisplacementField = NULL;
m_NumberOfLevels = 3;
m_NumberOfIterations.SetSize(m_NumberOfLevels);
m_FixedImagePyramid->SetNumberOfLevels(m_NumberOfLevels);
m_MovingImagePyramid->SetNumberOfLevels(m_NumberOfLevels);
unsigned int ilevel;
for ( ilevel = 0; ilevel < m_NumberOfLevels; ilevel++ )
{
m_NumberOfIterations[ilevel] = 10;
}
m_CurrentLevel = 0;
m_StopRegistrationFlag = false;
}
/*
* Set the moving image image.
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::SetMovingImage(
const MovingImageType *ptr)
{
this->ProcessObject::SetNthInput( 2, const_cast< MovingImageType * >( ptr ) );
}
/*
* Get the moving image image.
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
const typename MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::MovingImageType *
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::GetMovingImage(void) const
{
return dynamic_cast< const MovingImageType * >
( this->ProcessObject::GetInput(2) );
}
/*
* Set the fixed image.
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::SetFixedImage(
const FixedImageType *ptr)
{
this->ProcessObject::SetNthInput( 1, const_cast< FixedImageType * >( ptr ) );
}
/*
* Get the fixed image.
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
const typename MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::FixedImageType *
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::GetFixedImage(void) const
{
return dynamic_cast< const FixedImageType * >
( this->ProcessObject::GetInput(1) );
}
/*
*
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
std::vector< SmartPointer< DataObject > >::size_type
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::GetNumberOfValidRequiredInputs() const
{
typename std::vector< SmartPointer< DataObject > >::size_type num = 0;
if ( this->GetFixedImage() )
{
num++;
}
if ( this->GetMovingImage() )
{
num++;
}
return num;
}
/**
* Set the number of multi-resolution levels
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::SetNumberOfLevels(
unsigned int num)
{
if ( m_NumberOfLevels != num )
{
this->Modified();
m_NumberOfLevels = num;
m_NumberOfIterations.SetSize(m_NumberOfLevels);
}
if ( m_MovingImagePyramid && m_MovingImagePyramid->GetNumberOfLevels() != num )
{
m_MovingImagePyramid->SetNumberOfLevels(m_NumberOfLevels);
}
if ( m_FixedImagePyramid && m_FixedImagePyramid->GetNumberOfLevels() != num )
{
m_FixedImagePyramid->SetNumberOfLevels(m_NumberOfLevels);
}
}
/**
* Standard PrintSelf method.
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::PrintSelf(std::ostream & os, Indent indent) const
{
Superclass::PrintSelf(os, indent);
os << indent << "NumberOfLevels: " << m_NumberOfLevels << std::endl;
os << indent << "CurrentLevel: " << m_CurrentLevel << std::endl;
os << indent << "NumberOfIterations: [";
unsigned int ilevel;
for ( ilevel = 0; ilevel < m_NumberOfLevels - 1; ilevel++ )
{
os << m_NumberOfIterations[ilevel] << ", ";
}
os << m_NumberOfIterations[ilevel] << "]" << std::endl;
os << indent << "RegistrationFilter: ";
os << m_RegistrationFilter.GetPointer() << std::endl;
os << indent << "MovingImagePyramid: ";
os << m_MovingImagePyramid.GetPointer() << std::endl;
os << indent << "FixedImagePyramid: ";
os << m_FixedImagePyramid.GetPointer() << std::endl;
os << indent << "FieldExpander: ";
os << m_FieldExpander.GetPointer() << std::endl;
os << indent << "StopRegistrationFlag: ";
os << m_StopRegistrationFlag << std::endl;
}
/*
* Perform 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.
*
*/
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::GenerateData()
{
// Check for NULL images and pointers
MovingImageConstPointer movingImage = this->GetMovingImage();
FixedImageConstPointer fixedImage = this->GetFixedImage();
if ( !movingImage || !fixedImage )
{
itkExceptionMacro(<< "Fixed and/or moving image not set");
}
if ( !m_MovingImagePyramid || !m_FixedImagePyramid )
{
itkExceptionMacro(<< "Fixed and/or moving pyramid not set");
}
if ( !m_RegistrationFilter )
{
itkExceptionMacro(<< "Registration filter not set");
}
if ( this->m_InitialDisplacementField && this->GetInput(0) )
{
itkExceptionMacro(<< "Only one initial deformation can be given. "
<< "SetInitialDisplacementField should not be used in "
<< "cunjunction with SetArbitraryInitialDisplacementField "
<< "or SetInput.");
}
// as per suggestion in this bug report:
// http://public.kitware.com/Bug/view.php?id=3590
// this should allow input images to be released, since
// they are no longer needed after generating the image pyramid
this->RestoreInputReleaseDataFlags();
// Create the image pyramids.
m_MovingImagePyramid->SetInput(movingImage);
m_MovingImagePyramid->UpdateLargestPossibleRegion();
m_FixedImagePyramid->SetInput(fixedImage);
m_FixedImagePyramid->UpdateLargestPossibleRegion();
// Initializations
m_CurrentLevel = 0;
m_StopRegistrationFlag = false;
unsigned int movingLevel = vnl_math_min( (int)m_CurrentLevel,
(int)m_MovingImagePyramid->GetNumberOfLevels() );
unsigned int fixedLevel = vnl_math_min( (int)m_CurrentLevel,
(int)m_FixedImagePyramid->GetNumberOfLevels() );
DisplacementFieldPointer tempField = NULL;
DisplacementFieldPointer inputPtr =
const_cast< DisplacementFieldType * >( this->GetInput(0) );
if ( this->m_InitialDisplacementField )
{
tempField = this->m_InitialDisplacementField;
}
else if ( inputPtr )
{
// Arbitrary initial deformation field is set.
// smooth it and resample
// First smooth it
tempField = inputPtr;
typedef RecursiveGaussianImageFilter< DisplacementFieldType,
DisplacementFieldType > GaussianFilterType;
typename GaussianFilterType::Pointer smoother =
GaussianFilterType::New();
for ( unsigned int dim = 0; dim < DisplacementFieldType::ImageDimension; ++dim )
{
// sigma accounts for the subsampling of the pyramid
double sigma = 0.5 * static_cast< float >(
m_FixedImagePyramid->GetSchedule()[fixedLevel][dim] );
// but also for a possible discrepancy in the spacing
sigma *= fixedImage->GetSpacing()[dim]
/ inputPtr->GetSpacing()[dim];
smoother->SetInput(tempField);
smoother->SetSigma(sigma);
smoother->SetDirection(dim);
smoother->Update();
tempField = smoother->GetOutput();
tempField->DisconnectPipeline();
}
// Now resample
m_FieldExpander->SetInput(tempField);
typename FloatImageType::Pointer fi =
m_FixedImagePyramid->GetOutput(fixedLevel);
m_FieldExpander->SetSize(
fi->GetLargestPossibleRegion().GetSize() );
m_FieldExpander->SetOutputStartIndex(
fi->GetLargestPossibleRegion().GetIndex() );
m_FieldExpander->SetOutputOrigin( fi->GetOrigin() );
m_FieldExpander->SetOutputSpacing( fi->GetSpacing() );
m_FieldExpander->SetOutputDirection( fi->GetDirection() );
m_FieldExpander->UpdateLargestPossibleRegion();
m_FieldExpander->SetInput(NULL);
tempField = m_FieldExpander->GetOutput();
tempField->DisconnectPipeline();
}
bool lastShrinkFactorsAllOnes = false;
while ( !this->Halt() )
{
if ( tempField.IsNull() )
{
m_RegistrationFilter->SetInitialDisplacementField(NULL);
}
else
{
// Resample the field to be the same size as the fixed image
// at the current level
m_FieldExpander->SetInput(tempField);
typename FloatImageType::Pointer fi =
m_FixedImagePyramid->GetOutput(fixedLevel);
m_FieldExpander->SetSize(
fi->GetLargestPossibleRegion().GetSize() );
m_FieldExpander->SetOutputStartIndex(
fi->GetLargestPossibleRegion().GetIndex() );
m_FieldExpander->SetOutputOrigin( fi->GetOrigin() );
m_FieldExpander->SetOutputSpacing( fi->GetSpacing() );
m_FieldExpander->SetOutputDirection( fi->GetDirection() );
m_FieldExpander->UpdateLargestPossibleRegion();
m_FieldExpander->SetInput(NULL);
tempField = m_FieldExpander->GetOutput();
tempField->DisconnectPipeline();
m_RegistrationFilter->SetInitialDisplacementField(tempField);
}
// setup registration filter and pyramids
m_RegistrationFilter->SetMovingImage( m_MovingImagePyramid->GetOutput(movingLevel) );
m_RegistrationFilter->SetFixedImage( m_FixedImagePyramid->GetOutput(fixedLevel) );
m_RegistrationFilter->SetNumberOfIterations(
m_NumberOfIterations[m_CurrentLevel]);
// cache shrink factors for computing the next expand factors.
lastShrinkFactorsAllOnes = true;
for ( unsigned int idim = 0; idim < ImageDimension; idim++ )
{
if ( m_FixedImagePyramid->GetSchedule()[fixedLevel][idim] > 1 )
{
lastShrinkFactorsAllOnes = false;
break;
}
}
// compute new deformation field
m_RegistrationFilter->UpdateLargestPossibleRegion();
tempField = m_RegistrationFilter->GetOutput();
tempField->DisconnectPipeline();
// Increment level counter.
m_CurrentLevel++;
movingLevel = vnl_math_min( (int)m_CurrentLevel,
(int)m_MovingImagePyramid->GetNumberOfLevels() );
fixedLevel = vnl_math_min( (int)m_CurrentLevel,
(int)m_FixedImagePyramid->GetNumberOfLevels() );
// Invoke an iteration event.
this->InvokeEvent( IterationEvent() );
// We can release data from pyramid which are no longer required.
if ( movingLevel > 0 )
{
m_MovingImagePyramid->GetOutput(movingLevel - 1)->ReleaseData();
}
if ( fixedLevel > 0 )
{
m_FixedImagePyramid->GetOutput(fixedLevel - 1)->ReleaseData();
}
} // while not Halt()
if ( !lastShrinkFactorsAllOnes )
{
// Some of the last shrink factors are not one
// graft the output of the expander filter to
// to output of this filter
// resample the field to the same size as the fixed image
m_FieldExpander->SetInput(tempField);
m_FieldExpander->SetSize(
fixedImage->GetLargestPossibleRegion().GetSize() );
m_FieldExpander->SetOutputStartIndex(
fixedImage->GetLargestPossibleRegion().GetIndex() );
m_FieldExpander->SetOutputOrigin( fixedImage->GetOrigin() );
m_FieldExpander->SetOutputSpacing( fixedImage->GetSpacing() );
m_FieldExpander->SetOutputDirection( fixedImage->GetDirection() );
m_FieldExpander->UpdateLargestPossibleRegion();
this->GraftOutput( m_FieldExpander->GetOutput() );
}
else
{
// all the last shrink factors are all ones
// graft the output of registration filter to
// to output of this filter
this->GraftOutput(tempField);
}
// Release memory
m_FieldExpander->SetInput(NULL);
m_FieldExpander->GetOutput()->ReleaseData();
m_RegistrationFilter->SetInput(NULL);
m_RegistrationFilter->GetOutput()->ReleaseData();
}
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::StopRegistration()
{
m_RegistrationFilter->StopRegistration();
m_StopRegistrationFlag = true;
}
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
bool
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::Halt()
{
// Halt the registration after the user-specified number of levels
if ( m_NumberOfLevels != 0 )
{
this->UpdateProgress( static_cast< float >( m_CurrentLevel )
/ static_cast< float >( m_NumberOfLevels ) );
}
if ( m_CurrentLevel >= m_NumberOfLevels )
{
return true;
}
if ( m_StopRegistrationFlag )
{
return true;
}
else
{
return false;
}
}
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::GenerateOutputInformation()
{
typename DataObject::Pointer output;
if ( this->GetInput(0) )
{
// Initial deformation field is set.
// Copy information from initial field.
this->Superclass::GenerateOutputInformation();
}
else if ( this->GetFixedImage() )
{
// Initial deforamtion field is not set.
// Copy information from the fixed image.
for ( unsigned int idx = 0; idx <
this->GetNumberOfIndexedOutputs(); ++idx )
{
output = this->GetOutput(idx);
if ( output )
{
output->CopyInformation( this->GetFixedImage() );
}
}
}
}
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::GenerateInputRequestedRegion()
{
// call the superclass's implementation
Superclass::GenerateInputRequestedRegion();
// request the largest possible region for the moving image
MovingImagePointer movingPtr =
const_cast< MovingImageType * >( this->GetMovingImage() );
if ( movingPtr )
{
movingPtr->SetRequestedRegionToLargestPossibleRegion();
}
// just propagate up the output requested region for
// the fixed image and initial deformation field.
DisplacementFieldPointer inputPtr =
const_cast< DisplacementFieldType * >( this->GetInput() );
DisplacementFieldPointer outputPtr = this->GetOutput();
FixedImagePointer fixedPtr =
const_cast< FixedImageType * >( this->GetFixedImage() );
if ( inputPtr )
{
inputPtr->SetRequestedRegion( outputPtr->GetRequestedRegion() );
}
if ( fixedPtr )
{
fixedPtr->SetRequestedRegion( outputPtr->GetRequestedRegion() );
}
}
template< typename TFixedImage, typename TMovingImage, typename TDisplacementField, typename TRealType >
void
MultiResolutionPDEDeformableRegistration< TFixedImage, TMovingImage, TDisplacementField, TRealType >
::EnlargeOutputRequestedRegion(
DataObject *ptr)
{
// call the superclass's implementation
Superclass::EnlargeOutputRequestedRegion(ptr);
// set the output requested region to largest possible.
DisplacementFieldType *outputPtr;
outputPtr = dynamic_cast< DisplacementFieldType * >( ptr );
if ( outputPtr )
{
outputPtr->SetRequestedRegionToLargestPossibleRegion();
}
}
} // end namespace itk
#endif
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