[Insight-users] Deformation field is not applied correctly when using WarpImageFilter
Luis Ibanez
luis.ibanez at kitware.com
Tue Mar 16 18:08:05 EDT 2010
Hi Steve,
Thanks for your detailed description of the problem.
In the code that you posted, we see that you are
reading the deformation field from a file and passing
it to the WrapImageFilter:
warper->SetDeformationField( fieldReader->GetOutput() );
Could you please describe how you generated that file ?
Did you save in there the vector image returned by the
FEMRegistrationFilter via the method
FieldType* GetDeformationField() ?
Also the warped image that you are using as reference
for comparison... did you generated this image by
calling the method :
warpedImage =
femRegistration->WarpImage( movingImage ) ?
Please let us know,
Thanks
Luis
--------------------------------------------------------------------------
On Wed, Mar 10, 2010 at 11:38 PM, Steve Lancey <steve.lancey at gmail.com> wrote:
> Hi all,
> I have been using itk for quite some time, mainly the FEM package. I run FEM
> registration on 3D Volumes with around 100 iteration. As a result of the
> registration procedure, the warped image file and the multi component
> deformation field are stored.
> When visualizing the warped image + deformation field in Paraview it appears
> to be correct.
> The problem I am facing is the following:
> I want to manually warp the moving image to obtain the registered image
> (moving + deformation field = registered image)
> I am using the WarpImageFilter, more or less the same code that is used in
> the FEMRegistrationFilter. I am unable to reproduce the same result, it
> seems the image has been barely 'warped' when visualizing the result. There
> is a big difference between the warped image obtained through the
> FEMRegistrationFilter and by manually warping it.
> Is my assumption correct that the Deformation field returned from the
> FEMRegistrationFilter holds the total deformation and not only the
> deformation of the last iteration.
> This is the code I am working with (it is not optimized)
>
> #if defined(_MSC_VER)
> #pragma warning ( disable : 4786 )
> #endif
> #include "itkImageFileReader.h"
> #include "itkImageFileWriter.h"
> #include "itkMinimumMaximumImageFilter.h"
> #include "itkShiftScaleImageFilter.h"
> #include "itkImageRegionIterator.h"
>
> #include "itkCastImageFilter.h"
> #include "itkWarpImageFilter.h"
> #include "itkLinearInterpolateImageFunction.h"
> #include "itkSquaredDifferenceImageFilter.h"
> #include "itkCheckerBoardImageFilter.h"
> #include "itkTimeProbe.h"
> #include "itkImageRegionIteratorWithIndex.h"
> #include "itkPointSet.h"
> #include <fstream>
> #include "itkCastImageFilter.h"
> int main( int argc, char *argv[] )
> {
> if( argc < 4 )
> {
> std::cerr << "Missing Parameters " << std::endl;
> std::cerr << "Usage: " << argv[0];
> std::cerr << " fixedImagefile movingImageFile deformField.vtk ";
> std::cerr << " outputImageFile " << std::endl;
> return 1;
> }
>
> const unsigned int Dimension = 3;
> typedef float PixelType;
>
> typedef itk::Image< PixelType, Dimension > FixedImageType;
> typedef itk::ImageFileReader< FixedImageType > FixedImageReaderType;
> FixedImageReaderType::Pointer fixedImageReader =
> FixedImageReaderType::New();
> fixedImageReader->SetFileName( argv[1] );
>
> typedef itk::Image< PixelType, Dimension > MovingImageType;
> typedef itk::ImageFileReader< MovingImageType > MovingImageReaderType;
> MovingImageReaderType::Pointer movingImageReader =
> MovingImageReaderType::New();
> movingImageReader->SetFileName( argv[2] );
> typedef itk::Vector< float, Dimension > VectorPixelType;
> typedef itk::Image< VectorPixelType, Dimension > DeformationFieldType;
> typedef itk::ImageFileReader< DeformationFieldType > FieldReaderType;
> FieldReaderType::Pointer fieldReader = FieldReaderType::New();
> fieldReader->SetFileName( argv[3] );
>
> try {
> fieldReader->Update();
> movingImageReader->Update();
> fixedImageReader->Update();
> }
> catch ( itk::ExceptionObject & err )
> {
> std::cerr << "ExceptionObject caught !" << std::endl;
> std::cerr << err << std::endl;
> return -1;
> }
>
>
> typedef itk::WarpImageFilter<FixedImageType,
> MovingImageType,DeformationFieldType > WarperType;
> WarperType::Pointer warper = WarperType::New();
> typedef WarperType::CoordRepType WarperCoordRepType;
> typedef itk::LinearInterpolateImageFunction<MovingImageType,
> WarperCoordRepType > InterpolatorType;
> InterpolatorType::Pointer interpolator = InterpolatorType::New();
> FixedImageType::Pointer fixedImage = fixedImageReader->GetOutput();
> FixedImageType::Pointer warpedImage;
> warper->SetInput( movingImageReader->GetOutput() );
> warper->SetDeformationField( fieldReader->GetOutput() );
> warper->SetInterpolator( interpolator );
> warper->SetOutputOrigin( fixedImage->GetOrigin() );
> warper->SetOutputSpacing( fixedImage->GetSpacing() );
> warper->SetOutputDirection( fixedImage->GetDirection() );
> MovingImageType::PixelType padValue = 0;
> warper->SetEdgePaddingValue( padValue );
> warper->Update();
> warpedImage = warper->GetOutput();
> /*typedef itk::ImageFileWriter< MovingImageType > WriterType;
>
> WriterType::Pointer writer = WriterType::New();
> writer->SetFileName( argv[4] );
> writer->SetInput( warper->GetOutput() );
> writer->Update();*/
>
>
> typedef itk::MinimumMaximumImageFilter<MovingImageType> MinMaxFilterType;
> MinMaxFilterType::Pointer minMaxFilter = MinMaxFilterType::New();
> minMaxFilter->SetInput( warpedImage );
> minMaxFilter->Update();
> float min = minMaxFilter->GetMinimum();
> double shift = -1.0 * static_cast<double>( min );
> double scale = static_cast<double>( minMaxFilter->GetMaximum() );
> scale += shift;
> scale = 255.0 / scale;
> typedef itk::ShiftScaleImageFilter<MovingImageType, MovingImageType>
> FilterType;
> FilterType::Pointer filter = FilterType::New();
> filter->SetInput( warpedImage );
> filter->SetShift( shift );
> filter->SetScale( scale );
> filter->Update();
>
> typedef itk::Image<PixelType,Dimension> WriteImageType;
> typedef itk::CastImageFilter<MovingImageType,WriteImageType> CasterType1;
> CasterType1::Pointer caster1 = CasterType1::New();
> caster1->SetInput(filter->GetOutput());
> caster1->Update();
> typedef itk::ImageFileWriter<WriteImageType> WriterType;
> WriterType::Pointer writer = WriterType::New();
> writer->SetFileName(argv[4]);
> writer->SetInput(caster1->GetOutput() );
> writer->Write();
> return 0;
> }
>
>
>
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