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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.
*
*=========================================================================*/
#include "itkMultiResolutionPDEDeformableRegistration.h"
#include "itkWarpImageFilter.h"
#include "itkNearestNeighborInterpolateImageFunction.h"
#include "itkImageFileWriter.h"
#include <iostream>
namespace
{
// The following class is used to support callbacks
// on the filter in the pipeline that follows later
class ShowProgressPDEObject
{
public:
ShowProgressPDEObject(itk::ProcessObject* o) :
m_Process(o),
m_Prefix("")
{
}
void ShowProgress()
{
std::cout << m_Prefix;
std::cout << "Progress " << m_Process->GetProgress() << std::endl;
}
void ShowIteration()
{
std::cout << "Level Completed" << std::endl;
}
itk::ProcessObject::Pointer m_Process;
std::string m_Prefix;
};
template<typename TRegistration>
class PDERegistrationController
{
public:
PDERegistrationController(TRegistration* o)
{m_Process = o;}
void ShowProgress()
{
if ( m_Process->GetCurrentLevel() == 3 )
{ m_Process->StopRegistration(); }
}
typename TRegistration::Pointer m_Process;
};
}
// Template function to fill in an image with a value
template <typename TImage>
void
FillImage(
TImage * image,
typename TImage::PixelType value )
{
typedef itk::ImageRegionIteratorWithIndex<TImage> Iterator;
Iterator it( image, image->GetBufferedRegion() );
it.GoToBegin();
while( !it.IsAtEnd() )
{
it.Set( value );
++it;
}
}
// Template function to fill in an image with a circle.
template <typename TImage>
void
FillWithCircle(
TImage * image,
double * center,
double radius,
typename TImage::PixelType foregnd,
typename TImage::PixelType backgnd )
{
typedef itk::ImageRegionIteratorWithIndex<TImage> Iterator;
Iterator it( image, image->GetBufferedRegion() );
it.GoToBegin();
typename TImage::IndexType index;
double r2 = itk::Math::sqr( radius );
while( !it.IsAtEnd() )
{
index = it.GetIndex();
double distance = 0;
for( unsigned int j = 0; j < TImage::ImageDimension; j++ )
{
distance += itk::Math::sqr((double) index[j] - center[j]);
}
if( distance <= r2 ) it.Set( foregnd );
else it.Set( backgnd );
++it;
}
}
// Template function to copy image regions
template <typename TImage>
void
CopyImageBuffer(
TImage *input,
TImage *output )
{
typedef itk::ImageRegionIteratorWithIndex<TImage> Iterator;
Iterator outIt( output, output->GetBufferedRegion() );
for( Iterator inIt( input, output->GetBufferedRegion() ); !inIt.IsAtEnd(); ++inIt, ++outIt )
{
outIt.Set( inIt.Get() );
}
}
int itkMultiResolutionPDEDeformableRegistrationTest(int argc, char* argv[] )
{
typedef unsigned char PixelType;
enum {ImageDimension = 2};
typedef itk::Image<PixelType,ImageDimension> ImageType;
typedef itk::Vector<float,ImageDimension> VectorType;
typedef itk::Image<VectorType,ImageDimension> FieldType;
typedef ImageType::IndexType IndexType;
typedef ImageType::SizeType SizeType;
typedef ImageType::RegionType RegionType;
if(argc < 2)
{
std::cerr << "Usage: " << argv[0] << " WarpedImage\n";
return -1;
}
//--------------------------------------------------------
std::cout << "Generate input images and initial field";
std::cout << std::endl;
SizeType size;
size.Fill( 256 );
size[1] = 251;
IndexType index;
index.Fill( 0 );
index[0] = 3;
RegionType region;
region.SetSize( size );
region.SetIndex( index );
ImageType::PointType origin;
origin.Fill( 0.0 );
origin[0] = 0.8;
ImageType::SpacingType spacing;
spacing.Fill( 1.0 );
spacing[1] = 1.2;
ImageType::Pointer moving = ImageType::New();
ImageType::Pointer fixed = ImageType::New();
FieldType::Pointer initField = FieldType::New();
moving->SetLargestPossibleRegion( region );
moving->SetBufferedRegion( region );
moving->Allocate();
moving->SetOrigin( origin );
moving->SetSpacing( spacing );
fixed->SetLargestPossibleRegion( region );
fixed->SetBufferedRegion( region );
fixed->Allocate();
fixed->SetOrigin( origin );
fixed->SetSpacing( spacing );
initField->SetLargestPossibleRegion( region );
initField->SetBufferedRegion( region );
initField->Allocate();
initField->SetOrigin( origin );
initField->SetSpacing( spacing );
double center[ImageDimension];
double radius;
PixelType fgnd = 250;
PixelType bgnd = 15;
// fill moving with circle
center[0] = 128; center[1] = 128; radius = 60;
FillWithCircle<ImageType>( moving, center, radius, fgnd, bgnd );
// fill fixed with circle
center[0] = 115; center[1] = 120; radius = 65;
FillWithCircle<ImageType>( fixed, center, radius, fgnd, bgnd );
// fill initial deformation with zero vectors
VectorType zeroVec;
zeroVec.Fill( 0.0 );
FillImage<FieldType>( initField, zeroVec );
//----------------------------------------------------------------
std::cout << "Run registration." << std::endl;
typedef itk::MultiResolutionPDEDeformableRegistration<ImageType,
ImageType, FieldType> RegistrationType;
RegistrationType::Pointer registrator = RegistrationType::New();
registrator->SetMovingImage( moving );
registrator->SetFixedImage( fixed );
registrator->GetModifiableFixedImagePyramid()->UseShrinkImageFilterOn();
registrator->GetModifiableMovingImagePyramid()->UseShrinkImageFilterOn();
unsigned int numLevel = 3;
unsigned int numIterations[10];
numIterations[0] = 64;
unsigned int ilevel;
for( ilevel = 1; ilevel < numLevel; ilevel++ )
{
numIterations[ilevel] = numIterations[ilevel-1]/2;
}
registrator->SetNumberOfLevels( numLevel );
registrator->SetNumberOfIterations( numIterations );
registrator->Print(std::cout);
typedef itk::SimpleMemberCommand<ShowProgressPDEObject> CommandType;
ShowProgressPDEObject progressWatch(registrator);
CommandType::Pointer command = CommandType::New();
command->SetCallbackFunction(&progressWatch,
&ShowProgressPDEObject::ShowIteration);
registrator->AddObserver(itk::IterationEvent(), command );
PDERegistrationController<RegistrationType> controller(registrator);
typedef itk::SimpleMemberCommand< PDERegistrationController<RegistrationType> >
ControllerType;
ControllerType::Pointer controllerCommand = ControllerType::New();
controllerCommand->SetCallbackFunction(
&controller, &PDERegistrationController<RegistrationType>::ShowProgress );
registrator->AddObserver(itk::ProgressEvent(), controllerCommand );
ShowProgressPDEObject innerWatch(registrator->GetModifiableRegistrationFilter() );
innerWatch.m_Prefix = " ";
CommandType::Pointer innerCommand = CommandType::New();
innerCommand->SetCallbackFunction(&innerWatch,
&ShowProgressPDEObject::ShowProgress);
registrator->GetRegistrationFilter()->
AddObserver(itk::ProgressEvent(), innerCommand);
// make registration inplace
registrator->GetModifiableRegistrationFilter()->InPlaceOn();
registrator->Update();
// -------------------------------------------------------
std::cout << "Warp moving image" << std::endl;
typedef itk::WarpImageFilter<ImageType,ImageType,FieldType> WarperType;
WarperType::Pointer warper = WarperType::New();
typedef WarperType::CoordRepType CoordRepType;
typedef itk::NearestNeighborInterpolateImageFunction<ImageType,CoordRepType>
InterpolatorType;
InterpolatorType::Pointer interpolator = InterpolatorType::New();
warper->SetInput( moving );
warper->SetDisplacementField( registrator->GetOutput() );
warper->SetInterpolator( interpolator );
warper->SetOutputSpacing( fixed->GetSpacing() );
warper->SetOutputOrigin( fixed->GetOrigin() );
warper->Update();
typedef itk::ImageFileWriter<ImageType> WriterType;
WriterType::Pointer writer = WriterType::New();
writer->SetInput( warper->GetOutput() );
writer->SetFileName( argv[1] );
writer->Update();
// ---------------------------------------------------------
std::cout << "Compare warped moving and fixed." << std::endl;
// compare the warp and fixed images
itk::ImageRegionIterator<ImageType> fixedIter( fixed,
fixed->GetBufferedRegion() );
itk::ImageRegionIterator<ImageType> warpedIter( warper->GetOutput(),
warper->GetOutput()->GetBufferedRegion() );
unsigned int numPixelsDifferent = 0;
while( !fixedIter.IsAtEnd() )
{
if( itk::Math::abs( fixedIter.Get() - warpedIter.Get() ) >
0.1 * itk::Math::abs( fgnd - bgnd ) )
{
numPixelsDifferent++;
}
++fixedIter;
++warpedIter;
}
std::cout << "Number of pixels different: " << numPixelsDifferent;
std::cout << std::endl;
//-------------------------------------------------------------
std::cout << "Test when last shrink factors are not ones." << std::endl;
registrator->SetNumberOfLevels( 1 );
registrator->GetModifiableFixedImagePyramid()->SetStartingShrinkFactors( 2 );
unsigned int n = 5;
registrator->SetNumberOfIterations( &n );
registrator->Update();
if( registrator->GetOutput()->GetBufferedRegion() !=
fixed->GetBufferedRegion() )
{
std::cout << "Deformation field should be the same size as fixed";
std::cout << std::endl;
return EXIT_FAILURE;
}
// Exercise Get Methods
std::cout << "RegistrationFilter: " << registrator->GetRegistrationFilter() << std::endl;
std::cout << "FixedImage: " << registrator->GetFixedImage() << std::endl;
std::cout << "MovingImage: " << registrator->GetMovingImage() << std::endl;
std::cout << "FixedImagePyramid: " << registrator->GetFixedImagePyramid() << std::endl;
std::cout << "MovingImagePyramid: " << registrator->GetMovingImagePyramid() << std::endl;
std::cout << "NumberOfLevels: " << registrator->GetNumberOfLevels() << std::endl;
std::cout << "CurrentLevel: " << registrator->GetCurrentLevel() << std::endl;
std::cout << "NumberOfIterations[0]: " << registrator->GetNumberOfIterations()[0] << std::endl;
// Exercise error handling
bool passed;
typedef RegistrationType::RegistrationType InternalRegistrationType;
InternalRegistrationType::Pointer demons = registrator->GetModifiableRegistrationFilter();
try
{
passed = false;
std::cout << "Set RegistrationFilter to ITK_NULLPTR" << std::endl;
registrator->SetRegistrationFilter( ITK_NULLPTR );
registrator->Update();
}
catch( itk::ExceptionObject& err )
{
std::cout << err << std::endl;
passed = true;
registrator->ResetPipeline();
registrator->SetRegistrationFilter( demons );
}
if ( !passed )
{
std::cout << "Test failed" << std::endl;
}
typedef RegistrationType::FixedImagePyramidType FixedImagePyramidType;
FixedImagePyramidType::Pointer fixedPyramid = registrator->GetModifiableFixedImagePyramid();
try
{
passed = false;
std::cout << "Set FixedImagePyramid to ITK_NULLPTR" << std::endl;
registrator->SetFixedImagePyramid( ITK_NULLPTR );
registrator->Update();
}
catch( itk::ExceptionObject& err )
{
std::cout << err << std::endl;
passed = true;
registrator->ResetPipeline();
registrator->SetFixedImagePyramid( fixedPyramid );
}
if ( !passed )
{
std::cout << "Test failed" << std::endl;
return EXIT_FAILURE;
}
typedef RegistrationType::MovingImagePyramidType MovingImagePyramidType;
MovingImagePyramidType::Pointer movingPyramid = registrator->GetModifiableMovingImagePyramid();
try
{
passed = false;
std::cout << "Set MovingImagePyramid to ITK_NULLPTR" << std::endl;
registrator->SetMovingImagePyramid( ITK_NULLPTR );
registrator->Update();
}
catch( itk::ExceptionObject& err )
{
std::cout << err << std::endl;
passed = true;
registrator->ResetPipeline();
registrator->SetMovingImagePyramid( movingPyramid );
}
if ( !passed )
{
std::cout << "Test failed" << std::endl;
return EXIT_FAILURE;
}
try
{
passed = false;
std::cout << "Set FixedImage to ITK_NULLPTR" << std::endl;
registrator->SetFixedImage( ITK_NULLPTR );
registrator->Update();
}
catch( itk::ExceptionObject& err )
{
std::cout << err << std::endl;
passed = true;
registrator->ResetPipeline();
registrator->SetFixedImage( fixed );
}
if ( !passed )
{
std::cout << "Test failed" << std::endl;
return EXIT_FAILURE;
}
std::cout << "Test passed" << std::endl;
return EXIT_SUCCESS;
}
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