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/*
* Copyright (C) 2005-2017 Centre National d'Etudes Spatiales (CNES)
*
* This file is part of Orfeo Toolbox
*
* https://www.orfeo-toolbox.org/
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
// Software Guide : BeginCommandLineArgs
// INPUTS: {qb_RoadExtract.tif}
// OUTPUTS: {RoadExtractBandMath.tif}, {qb_BandMath-pretty.jpg}
// Software Guide : EndCommandLineArgs
// Software Guide : BeginLatex
//
// This filter is based on the mathematical parser library muParser.
// The built in functions and operators list is available at:
// \url{http://muparser.sourceforge.net/mup_features.html}.
//
// In order to use this filter, at least one input image should be
// set. An associated variable name can be specified or not by using
// the corresponding SetNthInput method. For the nth input image, if
// no associated variable name has been specified, a default variable
// name is given by concatenating the letter "b" (for band) and the
// corresponding input index.
//
// The next step is to set the expression according to the variable
// names. For example, in the default case with three input images the
// following expression is valid : "(b1+b2)*b3".
//
// Software Guide : EndLatex
#include "itkMacro.h"
#include <iostream>
#include "otbImage.h"
#include "otbVectorImage.h"
#include "otbImageFileReader.h"
#include "otbImageFileWriter.h"
#include "itkUnaryFunctorImageFilter.h"
#include "itkCastImageFilter.h"
#include "otbVectorImageToImageListFilter.h"
// Software Guide : BeginLatex
//
// We start by including the required header file.
// The aim of this example is to compute the Normalized Difference Vegetation Index (NDVI)
// from a multispectral image and then apply a threshold to this
// index to extract areas containing a dense vegetation canopy.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
#include "otbBandMathImageFilter.h"
// Software Guide : EndCodeSnippet
int main( int argc, char* argv[])
{
if (argc != 4)
{
std::cerr << "Usage: " << argv[0] << " inputImageFile ";
std::cerr << " outputImageFile ";
std::cerr << " outputPrettyImageFile" << std::endl;
return EXIT_FAILURE;
}
// Software Guide : BeginLatex
//
// We start by the classical \code{typedef}s needed for reading and
// writing the images. The \doxygen{otb}{BandMathImageFilter} class
// works with \doxygen{otb}{Image} as input, so we need to define additional
// filters to extract each layer of the multispectral image.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
typedef double PixelType;
typedef otb::VectorImage<PixelType, 2> InputImageType;
typedef otb::Image<PixelType, 2> OutputImageType;
typedef otb::ImageList<OutputImageType> ImageListType;
typedef otb::VectorImageToImageListFilter<InputImageType, ImageListType>
VectorImageToImageListType;
typedef otb::ImageFileReader<InputImageType> ReaderType;
typedef otb::ImageFileWriter<OutputImageType> WriterType;
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// We can now define the type for the filter:
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
typedef otb::BandMathImageFilter<OutputImageType> FilterType;
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// We instantiate the filter, the reader, and the writer:
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
ReaderType::Pointer reader = ReaderType::New();
WriterType::Pointer writer = WriterType::New();
FilterType::Pointer filter = FilterType::New();
writer->SetInput(filter->GetOutput());
reader->SetFileName(argv[1]);
writer->SetFileName(argv[2]);
// Software Guide : EndCodeSnippet
reader->UpdateOutputInformation();
// Software Guide : BeginLatex
//
// We now need to extract each band from the input \doxygen{otb}{VectorImage},
// it illustrates the use of the \doxygen{otb}{VectorImageToImageList}.
// Each extracted layer is an input to the \doxygen{otb}{BandMathImageFilter}:
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
VectorImageToImageListType::Pointer imageList = VectorImageToImageListType::New();
imageList->SetInput(reader->GetOutput());
imageList->UpdateOutputInformation();
const unsigned int nbBands = reader->GetOutput()->GetNumberOfComponentsPerPixel();
for(unsigned int j = 0; j < nbBands; ++j)
{
filter->SetNthInput(j, imageList->GetOutput()->GetNthElement(j));
}
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// Now we can define the mathematical expression to perform on the layers (b1, b2, b3, b4).
// The filter takes advantage of the parsing capabilities of the muParser library and
// allows setting the expression as on a digital calculator.
//
// The expression below returns 255 if the ratio $(NIR-RED)/(NIR+RED)$ is greater than 0.4 and 0 if not.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
filter->SetExpression("if((b4-b3)/(b4+b3) > 0.4, 255, 0)");
#ifdef OTB_MUPARSER_HAS_CXX_LOGICAL_OPERATORS
filter->SetExpression("((b4-b3)/(b4+b3) > 0.4) ? 255 : 0");
#else
filter->SetExpression("if((b4-b3)/(b4+b3) > 0.4, 255, 0)");
#endif
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// We can now plug the pipeline and run it.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
writer->Update();
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// The muParser library also provides the possibility to extend existing built-in functions. For example,
// you can use the OTB expression "ndvi(b3, b4)" with the filter. In this instance, the mathematical expression would be
// \textit{if($ndvi(b3, b4)>0.4$, 255, 0)}, which would return the same result.
//
// Software Guide : EndLatex
// Software Guide : BeginLatex
//
// Figure~\ref{fig:BandMathImageFilter} shows the result of the threshold applied to the NDVI index
// of a Quickbird image.
// \begin{figure}
// \center
// \includegraphics[width=0.45\textwidth]{qb_ExtractRoad_pretty.eps}
// \includegraphics[width=0.45\textwidth]{qb_BandMath-pretty.eps}
// \itkcaption[Band Math]{From left to right:
// Original image, thresholded NDVI index.}
// \label{fig:BandMathImageFilter}
// \end{figure}
//
// Software Guide : EndLatex
typedef otb::Image<unsigned char, 2> OutputPrettyImageType;
typedef otb::ImageFileWriter<OutputPrettyImageType> PrettyImageFileWriterType;
typedef itk::CastImageFilter<OutputImageType, OutputPrettyImageType> CastImageFilterType;
PrettyImageFileWriterType::Pointer prettyWriter = PrettyImageFileWriterType::New();
CastImageFilterType::Pointer caster = CastImageFilterType::New();
caster->SetInput(filter->GetOutput());
prettyWriter->SetInput(caster->GetOutput());
prettyWriter->SetFileName(argv[3]);
prettyWriter->Update();
return EXIT_SUCCESS;
}
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