ITK/Examples/WishList/Segmentation/MultiphaseChanAndVeseSparseFieldLevelSetSegmentation
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Revision as of 18:42, 19 January 2011 by Kishore (talk | contribs) (→MultiphaseChanAndVeseSparseFieldLevelSetSegmentation.cxx)
MultiphaseChanAndVeseSparseFieldLevelSetSegmentation.cxx
<source lang="cpp">
- include "itkScalarChanAndVeseSparseLevelSetImageFilter.h"
- include "itkScalarChanAndVeseLevelSetFunction.h"
- include "itkScalarChanAndVeseLevelSetFunctionData.h"
- include "itkConstrainedRegionBasedLevelSetFunctionSharedData.h"
- include "itkImageFileReader.h"
- include "itkImageFileWriter.h"
- include "itkImage.h"
- include "itkAtanRegularizedHeavisideStepFunction.h"
using namespace itk;
int main(int argc, char**argv) {
if( argc < 10 ) { std::cerr << "Missing arguments" << std::endl; std::cerr << "Usage: " << std::endl; std::cerr << argv[0]; std::cerr << " inputLevelSetImage1 inputLevelSetImage2 inputLevelSetImage3"; std::cerr << " inputFeatureImage outputLevelSetImage"; std::cerr << " CurvatureWeight AreaWeight LaplacianWeight"; std::cerr << " VolumeWeight Volume OverlapWeight" << std::endl; return EXIT_FAILURE; }
unsigned int nb_iteration = 50; double rms = 0.; double epsilon = 1.5; double curvature_weight = atof( argv[6] ); double area_weight = atof( argv[7] ); double volume_weight = atof( argv[8] ); double volume = atof( argv[9] ); double overlap_weight = atof( argv[10] ); double l1 = 1.; double l2 = 1.;
const unsigned int Dimension = 2; typedef float ScalarPixelType;
typedef itk::Image< ScalarPixelType, Dimension > LevelSetImageType; typedef itk::Image< unsigned char, Dimension > FeatureImageType; typedef itk::Image< unsigned char, Dimension > OutputImageType;
typedef itk::ScalarChanAndVeseLevelSetFunctionData< LevelSetImageType, FeatureImageType > DataHelperType;
typedef itk::ConstrainedRegionBasedLevelSetFunctionSharedData< LevelSetImageType, FeatureImageType, DataHelperType > SharedDataHelperType;
typedef itk::ScalarChanAndVeseLevelSetFunction< LevelSetImageType, FeatureImageType, SharedDataHelperType > LevelSetFunctionType;
typedef itk::ScalarChanAndVeseSparseLevelSetImageFilter< LevelSetImageType, FeatureImageType, OutputImageType, LevelSetFunctionType, SharedDataHelperType > MultiLevelSetType;
typedef itk::ImageFileReader< LevelSetImageType > LevelSetReaderType; typedef itk::ImageFileReader< FeatureImageType > FeatureReaderType; typedef itk::ImageFileWriter< OutputImageType > WriterType;
typedef itk::AtanRegularizedHeavisideStepFunction< ScalarPixelType, ScalarPixelType > DomainFunctionType;
DomainFunctionType::Pointer domainFunction = DomainFunctionType::New(); domainFunction->SetEpsilon( epsilon );
LevelSetReaderType::Pointer contourReader1 = LevelSetReaderType::New(); contourReader1->SetFileName( argv[1] ); contourReader1->Update();
LevelSetReaderType::Pointer contourReader2 = LevelSetReaderType::New(); contourReader2->SetFileName( argv[2] ); contourReader2->Update();
LevelSetReaderType::Pointer contourReader3 = LevelSetReaderType::New(); contourReader3->SetFileName( argv[3] ); contourReader3->Update();
FeatureReaderType::Pointer featureReader = FeatureReaderType::New(); featureReader->SetFileName( argv[4] ); featureReader->Update();
FeatureImageType::Pointer featureImage = featureReader->GetOutput(); LevelSetImageType::Pointer contourImage1 = contourReader1->GetOutput(); LevelSetImageType::Pointer contourImage2 = contourReader2->GetOutput(); LevelSetImageType::Pointer contourImage3 = contourReader3->GetOutput();
MultiLevelSetType::Pointer levelSetFilter = MultiLevelSetType::New(); levelSetFilter->SetFunctionCount( 3 ); levelSetFilter->SetFeatureImage( featureImage ); levelSetFilter->SetLevelSet( 0, contourImage1 ); levelSetFilter->SetLevelSet( 1, contourImage2 ); levelSetFilter->SetLevelSet( 2, contourImage3 ); levelSetFilter->SetNumberOfIterations( nb_iteration ); levelSetFilter->SetMaximumRMSError( rms ); levelSetFilter->SetUseImageSpacing( 1 ); levelSetFilter->SetInPlace( false );
for ( unsigned int i = 0; i < 3; i++ ) { levelSetFilter->GetDifferenceFunction(i)->SetDomainFunction( domainFunction ); levelSetFilter->GetDifferenceFunction(i)->SetCurvatureWeight( curvature_weight ); levelSetFilter->GetDifferenceFunction(i)->SetAreaWeight( area_weight ); levelSetFilter->GetDifferenceFunction(i)->SetOverlapPenaltyWeight( overlap_weight ); levelSetFilter->GetDifferenceFunction(i)->SetVolumeMatchingWeight( volume_weight ); levelSetFilter->GetDifferenceFunction(i)->SetVolume( volume ); levelSetFilter->GetDifferenceFunction(i)->SetLambda1( l1 ); levelSetFilter->GetDifferenceFunction(i)->SetLambda2( l2 ); }
levelSetFilter->Update();
WriterType::Pointer writer = WriterType::New(); writer->SetInput( levelSetFilter->GetOutput() ); writer->SetFileName( argv[5] );
try { writer->Update(); } catch( itk::ExceptionObject & excep ) { std::cerr << "Exception caught !" << std::endl; std::cerr << excep << std::endl; return -1; }
return EXIT_SUCCESS;
}
</source>