PanTexExample.cxxΒΆ

Example usage:

./PanTexExample Input/ROI_QB_MUL_1.png Output/PanTexOutput.tif Output/pretty_PanTexInput.png Output/pretty_PanTexOutput.png

Example source code (PanTexExample.cxx):

#include "itkMacro.h"
#include "otbImage.h"
#include "otbImageFileReader.h"
#include "otbImageFileWriter.h"
#include "itkUnaryFunctorImageFilter.h"
#include "itkRescaleIntensityImageFilter.h"

// This example illustrates the use of the
// \doxygen{otb}{ScalarImageToPanTexTextureFilter}. This texture parameter was
// first introduced in \cite{PanTex} and is very useful for urban area
// detection.
// \relatedClasses
//  \begin{itemize}
//  \item \doxygen{otb}{ScalarImageToTexturesFilter}
//  \item \doxygen{otb}{ScalarImageToAdvancedTexturesFilter}
//  \end{itemize}
//
// The first step required to use this filter is to include its header file.

#include "otbScalarImageToPanTexTextureFilter.h"

int main(int argc, char* argv[])
{
  // Parse command line parameters
  if (argc != 5)
  {
    std::cerr << "Usage: " << argv[0] << " <inputImage> ";
    std::cerr << " <outputImage> <inputRescaled> <outputRescaled> ";
    std::cerr << std::endl;
    return EXIT_FAILURE;
  }

  const char* infname        = argv[1];
  const char* outfname       = argv[2];
  const char* inprettyfname  = argv[3];
  const char* outprettyfname = argv[4];

  using PixelType     = double;
  const int Dimension = 2;
  using ImageType     = otb::Image<PixelType, Dimension>;

  // After defining the types for the pixels and the images used in the
  // example, we define the type for the PanTex filter. It is
  // templated by the input and output image types.

  using PanTexTextureFilterType = otb::ScalarImageToPanTexTextureFilter<ImageType, ImageType>;
  using ReaderType              = otb::ImageFileReader<ImageType>;
  using WriterType              = otb::ImageFileWriter<ImageType>;

  ReaderType::Pointer reader = ReaderType::New();
  WriterType::Pointer writer = WriterType::New();

  reader->SetFileName(infname);
  writer->SetFileName(outfname);

  // We can now instatiate the filter.

  PanTexTextureFilterType::Pointer textureFilter = PanTexTextureFilterType::New();

  // Then, we set the parameters of the filter.The radius of
  // the neighborhood to compute the texture.
  // The number of bins per axis for histogram generation (it is the
  // size of the co-occurrence matrix). Moreover, we have to specify
  // the Min/Max in the input image. In the example, image Min/Max is set
  // by the user to 0 and 255. Alternatively you can use the class \doxygen{itk}{MinimumMaximumImageCalculator}
  // to calculate these values.

  PanTexTextureFilterType::SizeType sradius;
  sradius.Fill(4);
  textureFilter->SetNumberOfBinsPerAxis(8);
  textureFilter->SetRadius(sradius);
  textureFilter->SetInputImageMinimum(0);
  textureFilter->SetInputImageMaximum(255);

  // We can now plug the pipeline and trigger the execution by calling
  // the \code{Update} method of the writer.
  textureFilter->SetInput(reader->GetOutput());
  writer->SetInput(textureFilter->GetOutput());

  writer->Update();

  // Figure~\ref{fig:PANTEXFILTER} shows the result of applying
  // the PanTex computation.
  // \begin{figure}
  // \center
  // \includegraphics[width=0.40\textwidth]{pretty_PanTexInput.eps}
  // \includegraphics[width=0.40\textwidth]{pretty_PanTexOutput.eps}
  // \itkcaption[PanTex Filter]{Result of applying the
  // \doxygen{otb}{ScalarImageToPanTexTextureFilter} to an image. From left to right:
  // original image, PanTex feature.}
  // \label{fig:PANTEXFILTER}
  // \end{figure}

  // Pretty image creation for printing

  using OutputPrettyImageType  = otb::Image<unsigned char, Dimension>;
  using WriterPrettyOutputType = otb::ImageFileWriter<OutputPrettyImageType>;
  using RescalerOutputType     = itk::RescaleIntensityImageFilter<ImageType, OutputPrettyImageType>;

  RescalerOutputType::Pointer     outputRescaler     = RescalerOutputType::New();
  WriterPrettyOutputType::Pointer prettyOutputWriter = WriterPrettyOutputType::New();
  outputRescaler->SetInput(textureFilter->GetOutput());
  outputRescaler->SetOutputMinimum(0);
  outputRescaler->SetOutputMaximum(255);
  prettyOutputWriter->SetFileName(outprettyfname);
  prettyOutputWriter->SetInput(outputRescaler->GetOutput());

  prettyOutputWriter->Update();

  outputRescaler->SetInput(reader->GetOutput());
  outputRescaler->SetOutputMinimum(0);
  outputRescaler->SetOutputMaximum(255);
  prettyOutputWriter->SetFileName(inprettyfname);
  prettyOutputWriter->SetInput(outputRescaler->GetOutput());

  prettyOutputWriter->Update();

  return EXIT_SUCCESS;
}