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SmallHoleFiller.hxx
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SmallHoleFiller.hxx
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#include "itkImageFileWriter.h" // For intermediate debugging output
#include "itkImageRegionConstIterator.h"
#include "itkImageRegionIterator.h"
#include "itkNeighborhoodIterator.h"
#include "itkNumericTraits.h"
#include "rtkMacro.h"
template <typename TImage>
SmallHoleFiller<TImage>::SmallHoleFiller()
{
this->HolePixel = itk::NumericTraits< typename TImage::PixelType >::Zero;
this->Image = NULL;
this->Output = NULL;
}
template <typename TImage>
void SmallHoleFiller<TImage>::SetImage(typename TImage::Pointer image)
{
this->Image = image;
this->Output = TImage::New();
}
template <typename TImage>
void SmallHoleFiller<TImage>::SetHolePixel(typename TImage::PixelType pixel)
{
this->HolePixel = pixel;
}
template <typename TImage>
typename TImage::Pointer SmallHoleFiller<TImage>::GetOutput()
{
return this->Output;
}
template <typename TImage>
void SmallHoleFiller<TImage>::Fill()
{
if(!this->Image)
{
std::cerr << "You must first call SetImage!" << std::endl;
return;
}
// Initialize by setting the output image to the input image.
DeepCopy<TImage>(this->Image, this->Output);
unsigned int numberOfIterations = 0;
while(HasEmptyPixels())
{
std::cout << "Iteration " << numberOfIterations << "..." << std::endl;
Iterate();
numberOfIterations++;
// typedef itk::ImageFileWriter< TImage > WriterType;
// typename WriterType::Pointer writer = WriterType::New();
// std::stringstream ss;
// ss << "/tmp/intermediate_" << numberOfIterations << ".mha";
// writer->SetFileName(ss.str());
// writer->SetInput(this->Output);
// writer->Update();
}
std::cout << "Filling completed in " << numberOfIterations << " iterations." << std::endl;
}
template <typename TImage>
void SmallHoleFiller<TImage>::Iterate()
{
// Make a copy of the current intermediate output. We use this to determine which pixels were holes at the beginning of this iteration.
typename TImage::Pointer temporaryImage = TImage::New();
DeepCopy<TImage>(this->Output, temporaryImage);
// Traverse the image. When a pixel is encountered that is a hole, fill it with the average of its non-hole neighbors.
// Do not mark pixels filled on this iteration as known. This will result in a less accurate filling, as it favors the colors
// of pixels that occur earlier in the raster scan order.
typename TImage::SizeType radius;
radius.Fill(1);
itk::NeighborhoodIterator<TImage> intermediateNeighborhoodIterator(radius, temporaryImage, temporaryImage->GetLargestPossibleRegion());
// This iterator is used to set the output pixels.
itk::ImageRegionIterator<TImage> outputIterator(this->Output, this->Output->GetLargestPossibleRegion());
while(!intermediateNeighborhoodIterator.IsAtEnd())
{
if(intermediateNeighborhoodIterator.GetCenterPixel() == this->HolePixel) // We want to fill this pixel
{
typename TImage::PixelType pixelSum = itk::NumericTraits< typename TImage::PixelType >::Zero;
// Loop over the 8-neighorhood
unsigned int validPixels = 0;
for(unsigned int i = 0; i < 27; i++)
{
if(i==13) // this is the center (current) pixel, so skip it
{
continue;
}
bool isInBounds = false;
typename TImage::PixelType currentPixel = intermediateNeighborhoodIterator.GetPixel(i, isInBounds);
if(isInBounds)
{
if(currentPixel != this->HolePixel)
{
validPixels++;
pixelSum += currentPixel;
}
}
} // end 8-connected neighbor for
if(validPixels > 0)
{
//typename TImage::PixelType pixelAverage = static_cast<typename TImage::PixelType>(pixelSum / validPixels);
typename TImage::PixelType pixelAverage = static_cast<typename TImage::PixelType>(pixelSum * (1.0/ validPixels)); // We multiply by the reciprocal because operator/ is not defined for all types.
outputIterator.Set(pixelAverage);
//std::cout << "Set " << outputIterator.GetIndex() << " to " << pixelAverage << std::endl;
}
} // end "fill this pixel?" conditional
++intermediateNeighborhoodIterator;
++outputIterator;
} // end main traversal loop
}
template <typename TImage>
bool SmallHoleFiller<TImage>::HasEmptyPixels()
{
itk::ImageRegionConstIterator<TImage> imageIterator(this->Output, this->Output->GetLargestPossibleRegion());
while(!imageIterator.IsAtEnd())
{
if(imageIterator.Get() == this->HolePixel)
{
//std::cout << "Pixel " << imageIterator.GetIndex() << " is empty." << std::endl;
return true;
}
++imageIterator;
}
return false;
}
///////// This is not a member function /////////////
/** Copy the input to the output*/
template<typename TImage>
void DeepCopy(typename TImage::Pointer input, typename TImage::Pointer output)
{
output->SetRegions(input->GetLargestPossibleRegion());
output->Allocate();
itk::ImageRegionConstIterator<TImage> inputIterator(input, input->GetLargestPossibleRegion());
itk::ImageRegionIterator<TImage> outputIterator(output, output->GetLargestPossibleRegion());
while(!inputIterator.IsAtEnd())
{
outputIterator.Set(inputIterator.Get());
++inputIterator;
++outputIterator;
}
}