ITK/Examples/ImageProcessing/ScalarConnectedComponentImageFilter: Difference between revisions

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==ScalarConnectedComponentImageFilter.cxx==
==ScalarConnectedComponentImageFilter.cxx==
<source lang="cpp">
<source lang="cpp">
#include "itkBinomialBlurImageFilter.h"
#include "itkImage.h"
#include "itkImage.h"
#include "itkImageFileReader.h"
#include "itkImageFileReader.h"
#include "itkImageFileWriter.h"
#include "itkLabelToRGBImageFilter.h"
#include "itkRelabelComponentImageFilter.h"
 
#include "itkScalarConnectedComponentImageFilter.h"
#include "itkScalarConnectedComponentImageFilter.h"


typedef itk::Image< unsigned char, 2 > ImageType;
#include "itksys/SystemTools.hxx"
#include <sstream>
 
#include "QuickView.h"


static void CreateImage(ImageType::Pointer image);
template <typename TImage>
static void CreateImage(TImage* const image);


int main( int argc, char *argv[])
int main( int argc, char *argv[])
{
{
  const unsigned int Dimension = 2;
  typedef unsigned char                          PixelType;
  typedef itk::Image<PixelType, Dimension>      ImageType;
  typedef itk::RGBPixel<unsigned char>          RGBPixelType;
  typedef itk::Image<RGBPixelType, Dimension>    RGBImageType;
  typedef unsigned short                        LabelPixelType;
  typedef itk::Image<LabelPixelType, Dimension > LabelImageType;
  ImageType::Pointer image;
  PixelType distanceThreshold = 4;
  if( argc < 2 )
    {
    image = ImageType::New();
    CreateImage(image.GetPointer());
    }
  else
    {
    typedef itk::ImageFileReader<ImageType> ReaderType;
    ReaderType::Pointer reader = ReaderType::New();
    reader->SetFileName(argv[1]);
    reader->Update();
    if (argc > 2)
      {
      distanceThreshold = static_cast<PixelType> (atoi(argv[2]));
      }
    image = reader->GetOutput();
    }
  typedef itk::ScalarConnectedComponentImageFilter <ImageType, LabelImageType >
    ConnectedComponentImageFilterType;
  ConnectedComponentImageFilterType::Pointer connected =
    ConnectedComponentImageFilterType::New ();
  connected->SetInput(image);
  connected->SetDistanceThreshold(distanceThreshold);
  typedef itk::RelabelComponentImageFilter <LabelImageType, LabelImageType >
    RelabelFilterType;
  RelabelFilterType::Pointer relabel =
    RelabelFilterType::New();
  RelabelFilterType::ObjectSizeType minSize = 20;
  if (argc > 3)
    {
    minSize = atoi(argv[3]);
    }
  relabel->SetInput(connected->GetOutput());
  relabel->SetMinimumObjectSize(minSize);
  relabel->Update();
  typedef itk::LabelToRGBImageFilter<LabelImageType, RGBImageType> RGBFilterType;
  RGBFilterType::Pointer rgbFilter = RGBFilterType::New();
  rgbFilter->SetInput( relabel->GetOutput() );
  QuickView viewer;
  viewer.AddImage(
    image.GetPointer(),true,
    argc > 1 ? itksys::SystemTools::GetFilenameName(argv[1]) : "Generated image"); 
  std::stringstream desc;
  desc << "Scalar Connected Components:\n# of Objects: "
      << relabel->GetNumberOfObjects()
      << " Threshold: "
      << itk::NumericTraits<ConnectedComponentImageFilterType::OutputPixelType>::PrintType(connected->GetDistanceThreshold())
      << " Min Size: " << relabel->GetMinimumObjectSize();
  viewer.AddRGBImage(
    rgbFilter->GetOutput(),
    true,
    desc.str()); 


   ImageType::Pointer image = ImageType::New();
   viewer.Visualize();
  CreateImage(image);
 
  typedef itk::ScalarConnectedComponentImageFilter<ImageType, ImageType> ScalarConnectedComponentImageFilterType;
  ScalarConnectedComponentImageFilterType::Pointer scalarConnectedComponentFilter = ScalarConnectedComponentImageFilterType::New();
  scalarConnectedComponentFilter->SetInput(image);
  scalarConnectedComponentFilter->Update();


  typedef  itk::ImageFileWriter< ImageType  > WriterType;
  WriterType::Pointer writer = WriterType::New();
  writer->SetFileName("output.png");
  writer->SetInput(scalarConnectedComponentFilter->GetOutput());
  writer->Update();
 
   return EXIT_SUCCESS;
   return EXIT_SUCCESS;
}
}


void CreateImage(ImageType::Pointer image)
template <typename TImage>
void CreateImage(TImage* const image)
{
{
   // Create an image with 2 connected components
   // Create an image with 2 connected components
   ImageType::IndexType start;
   typename TImage::IndexType start = {{0,0}};
   start.Fill(0);
  start[0] = 0;
   start[1] = 0;


   ImageType::SizeType size;
   typename TImage::SizeType size;
   size.Fill(100);
  unsigned int NumRows = 200;
  unsigned int NumCols = 300;
  size[0] = NumRows;
   size[1] = NumCols;


   ImageType::RegionType region(start,size);
   typename TImage::RegionType region(start, size);


   image->SetRegions(region);
   image->SetRegions(region);
Line 46: Line 116:


   // Make a square
   // Make a square
   for(unsigned int r = 20; r < 80; r++)
   for(typename TImage::IndexValueType r = 20; r < 80; r++)
     {
     {
     for(unsigned int c = 30; c < 100; c++)
     for(typename TImage::IndexValueType c = 30; c < 100; c++)
       {
       {
       ImageType::IndexType pixelIndex;
       typename TImage::IndexType pixelIndex = {{r,c}};
      pixelIndex[0] = r;
      pixelIndex[1] = c;


       image->SetPixel(pixelIndex, 255);
       image->SetPixel(pixelIndex, 255);
       }
       }
     }
     }
 
  typedef itk::BinomialBlurImageFilter<ImageType, ImageType >  BinomialBlurImageFilterType;
  BinomialBlurImageFilterType::Pointer binomialBlurImageFilter = BinomialBlurImageFilterType::New();
  binomialBlurImageFilter->SetInput( image );
  binomialBlurImageFilter->SetRepetitions( 4 );
  binomialBlurImageFilter->Update();
 
  image->Graft(binomialBlurImageFilter->GetOutput());


  // Make another square
  for(typename TImage::IndexValueType r = 100; r < 130; r++)
    {
    for(typename TImage::IndexValueType c = 115; c < 160; c++)
      {
      typename TImage::IndexType pixelIndex = {{r,c}};
      image->SetPixel(pixelIndex, 255);
      }
    }
}
}
</source>
</source>


{{ITKCMakeLists|{{SUBPAGENAME}}}}
{{ITKCMakeLists|{{SUBPAGENAME}}}}

Revision as of 16:36, 31 July 2013

ScalarConnectedComponentImageFilter.cxx

<source lang="cpp">

  1. include "itkImage.h"
  2. include "itkImageFileReader.h"
  3. include "itkLabelToRGBImageFilter.h"
  4. include "itkRelabelComponentImageFilter.h"
  1. include "itkScalarConnectedComponentImageFilter.h"
  1. include "itksys/SystemTools.hxx"
  2. include <sstream>
  1. include "QuickView.h"

template <typename TImage> static void CreateImage(TImage* const image);

int main( int argc, char *argv[]) {

 const unsigned int Dimension = 2;
 typedef unsigned char                          PixelType;
 typedef itk::Image<PixelType, Dimension>       ImageType;
 typedef itk::RGBPixel<unsigned char>           RGBPixelType;
 typedef itk::Image<RGBPixelType, Dimension>    RGBImageType;
 typedef unsigned short                         LabelPixelType;
 typedef itk::Image<LabelPixelType, Dimension > LabelImageType;
 ImageType::Pointer image;
 PixelType distanceThreshold = 4;
 if( argc < 2 )
   {
   image = ImageType::New();
   CreateImage(image.GetPointer());
   }
 else
   {
   typedef itk::ImageFileReader<ImageType> ReaderType;
   ReaderType::Pointer reader = ReaderType::New();
   reader->SetFileName(argv[1]);
   reader->Update();
   if (argc > 2)
     {
     distanceThreshold = static_cast<PixelType> (atoi(argv[2]));
     }
   image = reader->GetOutput();
   }


 typedef itk::ScalarConnectedComponentImageFilter <ImageType, LabelImageType >
   ConnectedComponentImageFilterType;
 ConnectedComponentImageFilterType::Pointer connected =
   ConnectedComponentImageFilterType::New ();
 connected->SetInput(image);
 connected->SetDistanceThreshold(distanceThreshold);
 typedef itk::RelabelComponentImageFilter <LabelImageType, LabelImageType >
   RelabelFilterType;
 RelabelFilterType::Pointer relabel =
   RelabelFilterType::New();
 RelabelFilterType::ObjectSizeType minSize = 20;
 if (argc > 3)
   {
   minSize = atoi(argv[3]);
   }
 relabel->SetInput(connected->GetOutput());
 relabel->SetMinimumObjectSize(minSize);
 relabel->Update();
 typedef itk::LabelToRGBImageFilter<LabelImageType, RGBImageType> RGBFilterType;
 RGBFilterType::Pointer rgbFilter = RGBFilterType::New();
 rgbFilter->SetInput( relabel->GetOutput() );
 QuickView viewer;
 viewer.AddImage(
   image.GetPointer(),true,
   argc > 1 ? itksys::SystemTools::GetFilenameName(argv[1]) : "Generated image");  
 std::stringstream desc;
 desc << "Scalar Connected Components:\n# of Objects: "
      << relabel->GetNumberOfObjects()
      << " Threshold: "
      << itk::NumericTraits<ConnectedComponentImageFilterType::OutputPixelType>::PrintType(connected->GetDistanceThreshold())
      << " Min Size: " << relabel->GetMinimumObjectSize();
 viewer.AddRGBImage(
   rgbFilter->GetOutput(),
   true,
   desc.str());  
 viewer.Visualize();
 return EXIT_SUCCESS;

}

template <typename TImage> void CreateImage(TImage* const image) {

 // Create an image with 2 connected components
 typename TImage::IndexType start = Template:0,0;
 start[0] = 0;
 start[1] = 0;
 typename TImage::SizeType size;
 unsigned int NumRows = 200;
 unsigned int NumCols = 300;
 size[0] = NumRows;
 size[1] = NumCols;
 typename TImage::RegionType region(start, size);
 image->SetRegions(region);
 image->Allocate();
 // Make a square
 for(typename TImage::IndexValueType r = 20; r < 80; r++)
   {
   for(typename TImage::IndexValueType c = 30; c < 100; c++)
     {
     typename TImage::IndexType pixelIndex = Template:R,c;
     image->SetPixel(pixelIndex, 255);
     }
   }
 // Make another square
 for(typename TImage::IndexValueType r = 100; r < 130; r++)
   {
   for(typename TImage::IndexValueType c = 115; c < 160; c++)
     {
     typename TImage::IndexType pixelIndex = Template:R,c;
     image->SetPixel(pixelIndex, 255);
     }
   }

} </source>

CMakeLists.txt

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

project(ScalarConnectedComponentImageFilter)

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

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

endif()

add_executable(ScalarConnectedComponentImageFilter MACOSX_BUNDLE ScalarConnectedComponentImageFilter.cxx)

if( "${ITK_VERSION_MAJOR}" LESS 4 )

 target_link_libraries(ScalarConnectedComponentImageFilter ITKReview ${ITK_LIBRARIES})

else( "${ITK_VERSION_MAJOR}" LESS 4 )

 target_link_libraries(ScalarConnectedComponentImageFilter ${ITK_LIBRARIES})

endif( "${ITK_VERSION_MAJOR}" LESS 4 )

</syntaxhighlight>

Download and Build ScalarConnectedComponentImageFilter

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

cd ScalarConnectedComponentImageFilter/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:

./ScalarConnectedComponentImageFilter

WINDOWS USERS PLEASE NOTE: Be sure to add the ITK bin directory to your path. This will resolve the 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.