Convert itk::Image With Labels to Label Map#
Synopsis#
Convert an itk::Image consisting of labeled regions to a LabelMap.
Results#
Output:
There are 2 objects.
Code#
C++#
#include "itkImage.h"
#include "itkLabelImageToLabelMapFilter.h"
#include "itkConnectedComponentImageFilter.h"
using ImageType = itk::Image<unsigned char, 2>;
static void
CreateImage(ImageType::Pointer image);
int
main()
{
auto image = ImageType::New();
CreateImage(image);
using ConnectedComponentImageFilterType = itk::ConnectedComponentImageFilter<ImageType, ImageType>;
auto connectedComponentImageFilter = ConnectedComponentImageFilterType::New();
connectedComponentImageFilter->SetInput(image);
connectedComponentImageFilter->Update();
using LabelImageToLabelMapFilterType = itk::LabelImageToLabelMapFilter<ImageType>;
auto labelImageToLabelMapFilter = LabelImageToLabelMapFilterType::New();
labelImageToLabelMapFilter->SetInput(connectedComponentImageFilter->GetOutput());
labelImageToLabelMapFilter->Update();
// The output of this filter is an itk::LabelMap, which contains itk::LabelObject's
std::cout << "There are " << labelImageToLabelMapFilter->GetOutput()->GetNumberOfLabelObjects() << " objects."
<< std::endl;
return EXIT_SUCCESS;
}
void
CreateImage(ImageType::Pointer image)
{
// Create an image with 2 connected components
ImageType::RegionType region;
ImageType::IndexType start;
start[0] = 0;
start[1] = 0;
ImageType::SizeType size;
unsigned int NumRows = 200;
unsigned int NumCols = 300;
size[0] = NumRows;
size[1] = NumCols;
region.SetSize(size);
region.SetIndex(start);
image->SetRegions(region);
image->Allocate();
// Make a square
for (unsigned int r = 20; r < 80; ++r)
{
for (unsigned int c = 30; c < 100; ++c)
{
ImageType::IndexType pixelIndex;
pixelIndex[0] = r;
pixelIndex[1] = c;
image->SetPixel(pixelIndex, 255);
}
}
// Make another square
for (unsigned int r = 100; r < 130; ++r)
{
for (unsigned int c = 115; c < 160; ++c)
{
ImageType::IndexType pixelIndex;
pixelIndex[0] = r;
pixelIndex[1] = c;
image->SetPixel(pixelIndex, 255);
}
}
}
Classes demonstrated#
-
template<typename TInputImage, typename TOutputImage = LabelMap<LabelObject<typename TInputImage::PixelType, TInputImage::ImageDimension>>>
class LabelImageToLabelMapFilter : public itk::ImageToImageFilter<TInputImage, TOutputImage> convert a labeled image to a label collection image
LabelImageToLabelMapFilter converts a label image to a label collection image. The labels are the same in the input and the output image.
This implementation was taken from the Insight Journal paper:
https://www.insight-journal.org/browse/publication/176- Author
Gaetan Lehmann. Biologie du Developpement et de la Reproduction, INRA de Jouy-en-Josas, France.
- See
BinaryImageToLabelMapFilter, LabelMapToLabelImageFilter
- ITK Sphinx Examples: