ITK/Examples/ImageProcessing/LabelStatisticsImageFilter

LabelStatisticsImageFilter.cxx

<source lang="cpp">

1. include "itkImage.h"
2. include "itkImageFileWriter.h"
3. include "itkImageRegionIterator.h"
4. include "itkBinaryImageToLabelMapFilter.h"
5. include "itkLabelMapToLabelImageFilter.h"
6. include "itkLabelStatisticsImageFilter.h"

typedef itk::Image<unsigned char, 2> ImageType; static void CreateImage(ImageType::Pointer image);

int main(int, char *[]) {

 ImageType::Pointer image = ImageType::New();
 CreateImage(image);

 typedef itk::BinaryImageToLabelMapFilter<ImageType> BinaryImageToLabelMapFilterType;
 BinaryImageToLabelMapFilterType::Pointer binaryImageToLabelMapFilter = BinaryImageToLabelMapFilterType::New();
 binaryImageToLabelMapFilter->SetInput(image);
 binaryImageToLabelMapFilter->Update();

 typedef itk::LabelMapToLabelImageFilter<BinaryImageToLabelMapFilterType::OutputImageType, ImageType> LabelMapToLabelImageFilterType;
 LabelMapToLabelImageFilterType::Pointer labelMapToLabelImageFilter = LabelMapToLabelImageFilterType::New();
 labelMapToLabelImageFilter->SetInput(binaryImageToLabelMapFilter->GetOutput());
 labelMapToLabelImageFilter->Update();

 typedef itk::LabelStatisticsImageFilter< ImageType, ImageType > LabelStatisticsImageFilterType;
 LabelStatisticsImageFilterType::Pointer labelStatisticsImageFilter = LabelStatisticsImageFilterType::New();
 labelStatisticsImageFilter->SetLabelInput( labelMapToLabelImageFilter->GetOutput() );
 labelStatisticsImageFilter->SetInput(image);
 labelStatisticsImageFilter->Update();
   
 std::cout << "Number of labels: " << labelStatisticsImageFilter->GetNumberOfLabels() << std::endl;
 std::cout << std::endl;
 
 typedef LabelStatisticsImageFilterType::ValidLabelValuesContainerType ValidLabelValuesType;
 typedef LabelStatisticsImageFilterType::LabelPixelType                LabelPixelType;

 for(ValidLabelValuesType::const_iterator vIt=labelStatisticsImageFilter->GetValidLabelValues().begin();
     vIt != labelStatisticsImageFilter->GetValidLabelValues().end();
     ++vIt)
   {
   if ( labelStatisticsImageFilter->HasLabel(*vIt) )
     {
     LabelPixelType labelValue = *vIt;
     std::cout << "min: " << labelStatisticsImageFilter->GetMinimum( labelValue ) << std::endl;
     std::cout << "max: " << labelStatisticsImageFilter->GetMaximum( labelValue ) << std::endl;
     std::cout << "median: " << labelStatisticsImageFilter->GetMedian( labelValue ) << std::endl;
     std::cout << "mean: " << labelStatisticsImageFilter->GetMean( labelValue ) << std::endl;
     std::cout << "sigma: " << labelStatisticsImageFilter->GetSigma( labelValue ) << std::endl;
     std::cout << "variance: " << labelStatisticsImageFilter->GetVariance( labelValue ) << std::endl;
     std::cout << "sum: " << labelStatisticsImageFilter->GetSum( labelValue ) << std::endl;
     std::cout << "count: " << labelStatisticsImageFilter->GetCount( labelValue ) << std::endl;
     //std::cout << "box: " << labelStatisticsImageFilter->GetBoundingBox( labelValue ) << std::endl; // can't output a box
     std::cout << "region: " << labelStatisticsImageFilter->GetRegion( labelValue ) << std::endl;
     std::cout << std::endl << std::endl;

     }
   }

 return EXIT_SUCCESS;

}

void CreateImage(ImageType::Pointer image) {

 // Create a black image with a white square
 ImageType::IndexType start;
 start.Fill(0);

 ImageType::SizeType size;
 size.Fill(20);

 ImageType::RegionType region;
 region.SetSize(size);
 region.SetIndex(start);
 image->SetRegions(region);
 image->Allocate();

 itk::ImageRegionIterator<ImageType> imageIterator(image,image->GetLargestPossibleRegion());

 // Make a square
 while(!imageIterator.IsAtEnd())
   {
   if((imageIterator.GetIndex()[0] > 5 && imageIterator.GetIndex()[0] < 10) &&
     (imageIterator.GetIndex()[1] > 5 && imageIterator.GetIndex()[1] < 10) )
       {
       imageIterator.Set(255);
       }
     else
       {
       imageIterator.Set(0);
       }

   ++imageIterator;
   }

 typedef  itk::ImageFileWriter< ImageType  > WriterType;
 WriterType::Pointer writer = WriterType::New();
 writer->SetFileName("image.png");
 writer->SetInput(image);
 writer->Update();

}

</source>

CMakeLists.txt

<syntaxhighlight lang="cmake"> cmake_minimum_required(VERSION 3.9.5)

project(LabelStatisticsImageFilter)

find_package(ITK REQUIRED) include(${ITK_USE_FILE}) if (ITKVtkGlue_LOADED)

 find_package(VTK REQUIRED)
 include(${VTK_USE_FILE})

else()

 find_package(ItkVtkGlue REQUIRED)
 include(${ItkVtkGlue_USE_FILE})
 set(Glue ItkVtkGlue)

endif()

add_executable(LabelStatisticsImageFilter MACOSX_BUNDLE LabelStatisticsImageFilter.cxx) target_link_libraries(LabelStatisticsImageFilter

 ${Glue}  ${VTK_LIBRARIES} ${ITK_LIBRARIES})

</syntaxhighlight>

Download and Build LabelStatisticsImageFilter

Click here to download LabelStatisticsImageFilter. and its CMakeLists.txt file. Once the tarball LabelStatisticsImageFilter.tar has been downloaded and extracted,

cd LabelStatisticsImageFilter/build 

• If ITK is installed:

cmake ..

• If ITK is not installed but compiled on your system, you will need to specify the path to your ITK build:

cmake -DITK_DIR:PATH=/home/me/itk_build ..

Build the project,

make

and run it:

./LabelStatisticsImageFilter

WINDOWS USERS PLEASE NOTE: Be sure to add the VTK and ITK bin directories to your path. This will resolve the VTK and ITK dll's at run time.

Building All of the Examples

Many of the examples in the ITK Wiki Examples Collection require VTK. You can build all of the the examples by following these instructions. If you are a new VTK user, you may want to try the Superbuild which will build a proper ITK and VTK.

ItkVtkGlue

ITK >= 4

For examples that use QuickView (which depends on VTK), you must have built ITK with Module_ITKVtkGlue=ON.

ITK < 4

Some of the ITK Examples require VTK to display the images. If you download the entire ITK Wiki Examples Collection, the ItkVtkGlue directory will be included and configured. If you wish to just build a few examples, then you will need to download ItkVtkGlue and build it. When you run cmake it will ask you to specify the location of the ItkVtkGlue binary directory.