[Insight-users] multiresolution levelset registration bug
Lyubomir Zagorchev
w100lgz at gmail.com
Wed Oct 25 14:56:22 EDT 2006
The LevelSetMotionRegistrationFunction generates an error
if a MultiResolutionPDEDeformableRegistration is used with
a LevelSetMotionRegistrationFilter. This is because the
m_MovingImageSmoothingFilter in
template <class TFixedImage, class TMovingImage,
class TDeformationField>
void LevelSetMotionRegistrationFunction<
TFixedImage,TMovingImage,TDeformationField>
::InitializeIteration()
does not get updated correctly in the transition from
coarse to fine resolution. As a result, the multiresolution
registration with the levelset filter works fine at the
coarsest resolution and crashes erratically at higher
resolutions.
Could you please verify this with the attached example?
I am running ITK 2.8.1 with Visual Studio 2005.
One possible fix is to recreate the smoothing filter every
time when InitializeIteration() is invoked (once per level)
but I am not sure if there isn't a better approach.
Could you please let me know what is the best fix?
Thank you,
Lyubomir
#include "itkImageFileReader.h"
#include "itkImageFileWriter.h"
#include "itkLevelSetMotionRegistrationFilter.h"
#include "itkMultiResolutionPDEDeformableRegistration.h"
#include "itkHistogramMatchingImageFilter.h"
#include "itkCastImageFilter.h"
#include "itkWarpImageFilter.h"
#include "itkLinearInterpolateImageFunction.h"
#include "itkExceptionObject.h"
const unsigned int Dimension = 3;
class CommandIterationUpdate : public itk::Command
{
public:
typedef CommandIterationUpdate Self;
typedef itk::Command Superclass;
typedef itk::SmartPointer<CommandIterationUpdate> Pointer;
itkNewMacro( CommandIterationUpdate );
protected:
CommandIterationUpdate() {};
typedef itk::Image< float, Dimension > InternalImageType;
typedef itk::Vector< float, Dimension > VectorPixelType;
typedef itk::Image< VectorPixelType, Dimension > DeformationFieldType;
typedef itk::LevelSetMotionRegistrationFilter<
InternalImageType,
InternalImageType,
DeformationFieldType> RegistrationFilterType;
public:
void Execute(itk::Object *caller, const itk::EventObject & event)
{
Execute( (const itk::Object *)caller, event);
}
void Execute(const itk::Object * object, const itk::EventObject & event)
{
const RegistrationFilterType * filter =
dynamic_cast< const RegistrationFilterType * >( object );
if( !(itk::IterationEvent().CheckEvent( &event )) )
{
return;
}
std::cout << filter->GetMetric() << std::endl;
}
};
int main( int argc, char *argv[] )
{
if( argc < 4 )
{
std::cerr << "Missing Parameters " << std::endl;
std::cerr << "Usage: " << argv[0];
std::cerr << " fixedImageFile movingImageFile ";
std::cerr << " outputImageFile " << std::endl;
return 1;
}
typedef short PixelType;
typedef itk::Image< PixelType, Dimension > FixedImageType;
typedef itk::Image< PixelType, Dimension > MovingImageType;
typedef itk::Image< float, Dimension > JacobianImageType;
typedef itk::ImageFileReader< FixedImageType > FixedImageReaderType;
typedef itk::ImageFileReader< MovingImageType > MovingImageReaderType;
FixedImageReaderType::Pointer fixedImageReader =
FixedImageReaderType::New();
MovingImageReaderType::Pointer movingImageReader =
MovingImageReaderType::New();
fixedImageReader->SetFileName( argv[1] );
movingImageReader->SetFileName( argv[2] );
typedef float InternalPixelType;
typedef itk::Image< InternalPixelType, Dimension > InternalImageType;
typedef itk::CastImageFilter< FixedImageType,
InternalImageType > FixedImageCasterType;
typedef itk::CastImageFilter< MovingImageType,
InternalImageType > MovingImageCasterType;
FixedImageCasterType::Pointer fixedImageCaster =
FixedImageCasterType::New();
MovingImageCasterType::Pointer movingImageCaster =
MovingImageCasterType::New();
fixedImageCaster->SetInput( fixedImageReader->GetOutput() );
movingImageCaster->SetInput( movingImageReader->GetOutput() );
typedef itk::HistogramMatchingImageFilter<
InternalImageType,
InternalImageType > MatchingFilterType;
MatchingFilterType::Pointer matcher = MatchingFilterType::New();
matcher->SetInput( movingImageCaster->GetOutput() );
matcher->SetReferenceImage( fixedImageCaster->GetOutput() );
matcher->SetNumberOfHistogramLevels( 1024 );
matcher->SetNumberOfMatchPoints( 7 );
matcher->ThresholdAtMeanIntensityOn();
typedef itk::Vector< float, Dimension > VectorPixelType;
typedef itk::Image< VectorPixelType, Dimension > DeformationFieldType;
typedef itk::LevelSetMotionRegistrationFilter<
InternalImageType,
InternalImageType,
DeformationFieldType> RegistrationFilterType;
RegistrationFilterType::Pointer filter = RegistrationFilterType::New();
CommandIterationUpdate::Pointer observer = CommandIterationUpdate::New();
filter->AddObserver( itk::IterationEvent(), observer );
typedef itk::MultiResolutionPDEDeformableRegistration<
InternalImageType,
InternalImageType,
DeformationFieldType >
MultiResRegistrationFilterType;
MultiResRegistrationFilterType::Pointer multires =
MultiResRegistrationFilterType::New();
multires->SetRegistrationFilter( filter );
multires->SetNumberOfLevels( 3 );
multires->SetFixedImage( fixedImageCaster->GetOutput() );
multires->SetMovingImage( matcher->GetOutput() );
unsigned int nIterations[4] = { 10, 20, 50, 50 };
multires->SetNumberOfIterations( nIterations );
multires->Update();
typedef itk::WarpImageFilter<
MovingImageType,
MovingImageType,
DeformationFieldType > WarperType;
typedef itk::LinearInterpolateImageFunction<
MovingImageType,
double > InterpolatorType;
WarperType::Pointer warper = WarperType::New();
InterpolatorType::Pointer interpolator = InterpolatorType::New();
FixedImageType::Pointer fixedImage = fixedImageReader->GetOutput();
warper->SetInput( movingImageReader->GetOutput() );
warper->SetInterpolator( interpolator );
warper->SetOutputSpacing( fixedImage->GetSpacing() );
warper->SetOutputOrigin( fixedImage->GetOrigin() );
warper->SetDeformationField( multires->GetOutput() );
// Write warped image out to file
typedef unsigned short OutputPixelType;
typedef itk::Image< OutputPixelType, Dimension > OutputImageType;
typedef itk::CastImageFilter<
MovingImageType,
OutputImageType > CastFilterType;
typedef itk::ImageFileWriter< OutputImageType > WriterType;
WriterType::Pointer writer = WriterType::New();
CastFilterType::Pointer caster = CastFilterType::New();
writer->SetFileName( argv[3] );
caster->SetInput( warper->GetOutput() );
writer->SetInput( caster->GetOutput() );
writer->Update();
if( argc > 4 ) // if a fourth line argument has been provided...
{
typedef itk::ImageFileWriter< DeformationFieldType > FieldWriterType;
FieldWriterType::Pointer fieldWriter = FieldWriterType::New();
fieldWriter->SetFileName( argv[4] );
fieldWriter->SetInput( multires->GetOutput() );
try
{
fieldWriter->Update();
}
catch ( itk::ExceptionObject e )
{
e.Print( std::cerr );
}
}
return 0;
}
More information about the Insight-users
mailing list