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zOo=5~zH2&HOci!&h)VS-h>If+%Jsvp4ftD;X`Qk*xOsWAwLruIj*;U&eLhJ|^8r7# zYl*lNgNLSABK5t1iXzYaL)`bhHq~TL3f=iqPA767r@}J2)1eFO5a$_YH5_KFA1_AH zL+A}h0H18JLarFXSK_2p)lh9$u5X0hlQ0FqSFkF2u5gH)@PL=z4nx_YQB|PJi`PMc O9~vsU%I_6zBmW=hDz<0< diff --git a/Examples/MultiScale/CMakeLists.txt b/Examples/MultiScale/CMakeLists.txt index a3daa0dd9a..6e74c46df2 100644 --- a/Examples/MultiScale/CMakeLists.txt +++ b/Examples/MultiScale/CMakeLists.txt @@ -4,4 +4,7 @@ INCLUDE_REGULAR_EXPRESSION("^.*$") ADD_EXECUTABLE(MorphologicalPyramidAnalyseFilterExample MorphologicalPyramidAnalyseFilterExample.cxx ) TARGET_LINK_LIBRARIES(MorphologicalPyramidAnalyseFilterExample OTBCommon OTBIO OTBMultiScale ITKCommon ITKIO) +ADD_EXECUTABLE(MorphologicalPyramidSynthesisFilterExample MorphologicalPyramidSynthesisFilterExample.cxx ) +TARGET_LINK_LIBRARIES(MorphologicalPyramidSynthesisFilterExample OTBCommon OTBIO OTBMultiScale ITKCommon ITKIO) + diff --git a/Examples/MultiScale/MorphologicalPyramidAnalyseFilterExample.cxx b/Examples/MultiScale/MorphologicalPyramidAnalyseFilterExample.cxx index bcd5a1ce04..d17bb7ec93 100644 --- a/Examples/MultiScale/MorphologicalPyramidAnalyseFilterExample.cxx +++ b/Examples/MultiScale/MorphologicalPyramidAnalyseFilterExample.cxx @@ -18,12 +18,12 @@ PURPOSE. See the above copyright notices for more information. // Software Guide : BeginCommandLineArgs -// INPUTS: {suburb2.png} -// OUTPUTS: {suburb2_an_1.png}, {suburb2_an_2.png}, {suburb2_an_3.png}, {suburb2_an_4.png} -// OUTPUTS: {suburb2_sf_1.png}, {suburb2_sf_2.png}, {suburb2_sf_3.png}, {suburb2_sf_4.png} -// OUTPUTS: {suburb2_if_1.png}, {suburb2_if_2.png}, {suburb2_if_3.png}, {suburb2_if_4.png} -// OUTPUTS: {suburb2_id_1.png}, {suburb2_id_2.png}, {suburb2_id_3.png}, {suburb2_id_4.png} -// OUTPUTS: {suburb2_sd_1.png}, {suburb2_sd_2.png}, {suburb2_sd_3.png}, {suburb2_sd_4.png} +// INPUTS: {suburb2.jpeg} +// OUTPUTS: {suburb2_an_1.jpeg}, {suburb2_an_2.jpeg}, {suburb2_an_3.jpeg}, {suburb2_an_4.jpeg} +// OUTPUTS: {suburb2_sf_1.jpeg}, {suburb2_sf_2.jpeg}, {suburb2_sf_3.jpeg}, {suburb2_sf_4.jpeg} +// OUTPUTS: {suburb2_if_1.jpeg}, {suburb2_if_2.jpeg}, {suburb2_if_3.jpeg}, {suburb2_if_4.jpeg} +// OUTPUTS: {suburb2_id_1.jpeg}, {suburb2_id_2.jpeg}, {suburb2_id_3.jpeg}, {suburb2_id_4.jpeg} +// OUTPUTS: {suburb2_sd_1.jpeg}, {suburb2_sd_2.jpeg}, {suburb2_sd_3.jpeg}, {suburb2_sd_4.jpeg} // 4 2 // Software Guide : EndCommandLineArgs @@ -137,7 +137,7 @@ int main(int argc, char * argv[]) // // We can finally define the type of the morpholoical pyramid // filter. The filter is templated over the input and output mage -// types and the {\em lowpas} orphological filter to be used. +// types and the {\em lowpas} morphological filter to be used. // // Software Guide : EndLatex @@ -217,7 +217,7 @@ int main(int argc, char * argv[]) // \code{GetInfDeci()} method; // to decimation // \end{itemize} -// Each oe of these methods provides a list of images (one for each +// Each one of these methods provides a list of images (one for each // level of analysis), so we can iterate through the image lists by // using iterators. // diff --git a/Examples/MultiScale/MorphologicalPyramidSynthesisFilterExample.cxx b/Examples/MultiScale/MorphologicalPyramidSynthesisFilterExample.cxx new file mode 100644 index 0000000000..5d7cf174e7 --- /dev/null +++ b/Examples/MultiScale/MorphologicalPyramidSynthesisFilterExample.cxx @@ -0,0 +1,287 @@ +/*========================================================================= + +Program: ORFEO Toolbox +Language: C++ +Date: $Date$ +Version: $Revision$ + + +Copyright (c) Centre National d'Etudes Spatiales. All rights reserved. +See OTBCopyright.txt for details. + + +This software is distributed WITHOUT ANY WARRANTY; without even +the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR +PURPOSE. See the above copyright notices for more information. + +=========================================================================*/ +#include "itkExceptionObject.h" + +// Software Guide : BeginCommandLineArgs +// INPUTS: {suburb2.jpeg} +// OUTPUTS: {suburb2_synthesis.jpeg} +// 4 2 +// Software Guide : EndCommandLineArgs + +// Software Guide : BeginLatex +// +// This example illustrates the use of the \doxygen{otb}{MorphologicalPyramidSynthesisFilter}. +// +// The first step required to use this filter is to include its header file. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet +#include "otbMorphologicalPyramidSynthesisFilter.h" +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// The mathematical morphology filters to be used have also to be +// included here, as well as the +// \doxygen{otb}{MorphologicalPyramidAnalyseFilter} in order to +// perform the analysis step. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + +#include "otbMorphologicalPyramidAnalyseFilter.h" +#include "otbOpeningClosingMorphologicalFilter.h" +#include "itkBinaryBallStructuringElement.h" + +// Software Guide : EndCodeSnippet + + +#include "otbImageFileReader.h" +#include "otbImageFileWriter.h" +#include "otbImage.h" + +int main(int argc, char * argv[]) +{ + + if( argc != 5) + { + std::cerr << "Usage: " << argv[0] << " inputImageFile "; + std::cerr << " outputImageFile iterations subsampleScale" << std::endl; + return EXIT_FAILURE; + } + + const char * inputFilename = argv[1]; + const char * outputFilename = argv[2]; + const unsigned int numberOfIterations = atoi(argv[3]); + const float subSampleScale = atof(argv[4]); + +// Software Guide : BeginLatex +// +// As usual, we start by defining the types needed for the pixels, the +// images, the image reader and the image writer. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + const unsigned int Dimension = 2; + typedef unsigned char InputPixelType; + typedef unsigned char OutputPixelType; + + typedef otb::Image<InputPixelType,Dimension> InputImageType; + typedef otb::Image<OutputPixelType,Dimension> OutputImageType; + + typedef otb::ImageFileReader<InputImageType> ReaderType; + typedef otb::ImageFileWriter<OutputImageType> WriterType; + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// Now, we define the types needed for the morphological filters which +// will be used to build the morphological pyramid. The first thing to +// do is define the structuring element, which in our case, will be a +// \doxygen{itk}{BinaryBallStructuringElement} which is templated over +// the pixel type and the dimension of the image. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + typedef itk::BinaryBallStructuringElement<InputPixelType,Dimension> + StructuringElementType; + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// We can now define the type of the filter to be used by the +// morphological pyramid. In this case, we choose to use an +// \doxygen{otb}{OpeningClosingMorphologicalFilter} which is just the +// concatenation of an opening and a closing. This filter is theplated +// over the input and output image types and the structurung element +// type that we just define above. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + typedef otb::OpeningClosingMorphologicalFilter<InputImageType, + InputImageType,StructuringElementType> + OpeningClosingFilterType; + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// We can now define the type of the morpholoical pyramid +// filter. The filter is templated over the input and output mage +// types and the {\em lowpas} morphological filter to be used. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + + typedef otb::MorphologicalPyramidAnalyseFilter<InputImageType, + OutputImageType,OpeningClosingFilterType> + PyramidAnalyseFilterType; + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// We can finally define the type of the morpholoical pyramid synthesis +// filter. The filter is templated over the input and output mage +// types. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + + typedef otb::MorphologicalPyramidSynthesisFilter<InputImageType, + OutputImageType> + PyramidSynthesisFilterType; +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// We can now instantiate the reader in order to access the input +// image which has to be analysed. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + ReaderType::Pointer reader = ReaderType::New(); + reader->SetFileName(inputFilename); + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// We instantiate the morphological pyramid analysis filter and set +// its parameters which are: +//\begin{itemize} +// \item the number of iterations or levels of the pyramid; +// \item the subsample scale or decimation factor between two +// successive pyramid levels. +//\end{itemize} +// After that, we plug the pipeline and run it by calling the +// \code{Update()} method. +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + PyramidAnalyseFilterType::Pointer pyramidAnalyse = PyramidAnalyseFilterType::New(); + pyramidAnalyse->SetNumberOfIterations(numberOfIterations); + pyramidAnalyse->SetSubSampleScale(subSampleScale); + pyramidAnalyse->SetInput(reader->GetOutput()); + pyramidAnalyse->Update(); + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// Once the analysis step is finished we can proceed to the synthesis +// of the image from its different levels of decomposition. +// The morphological pyramid has 5 +// types of output: +// \begin{itemize} +// \item the analysed image at each level of the pyramid through the +// \code{GetOutput()} method; +// \item the brighter details extracted from the filtering operation through the +// \code{GetSupFiltre()} method; +// \item the darker details extracted from the filtering operation through the +// \code{GetInfFiltre()} method; +// \item the brighter details extracted from the resampling operation through the +// \code{GetSupDeci()} method; +// \item the darker details extracted from the resampling operation through the +// \code{GetInfDeci()} method; +// to decimation +// \end{itemize} +// This outputs can be used as input of the synthesis filter by using +// the appropriate methods. +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + + PyramidSynthesisFilterType::Pointer pyramidSynthesis = PyramidSynthesisFilterType::New(); + pyramidSynthesis->SetInput(pyramidAnalyse->GetOutput()->Back()); + pyramidSynthesis->SetSupFiltre(pyramidAnalyse->GetSupFiltre()); + pyramidSynthesis->SetSupDeci(pyramidAnalyse->GetSupDeci()); + pyramidSynthesis->SetInfFiltre(pyramidAnalyse->GetInfFiltre()); + pyramidSynthesis->SetInfDeci(pyramidAnalyse->GetInfDeci()); + +// Software Guide : BeginLatex +// +// After that, we plug the pipeline and run it by calling the +// \code{Update()} method. +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + pyramidSynthesis->Update(); + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// We finally instatiate a the writer in order to save the result +// image to a file. +// +// Software Guide : EndLatex + +// Software Guide : BeginCodeSnippet + + + WriterType::Pointer writer = WriterType::New(); + writer->SetFileName(outputFilename); + writer->SetInput(pyramidSynthesis->GetOutput()->Back()); + writer->Update(); + +// Software Guide : EndCodeSnippet + +// Software Guide : BeginLatex +// +// Since the synthesis operation is applied on the result of the +// analysis, the input and the output images should be identical. This +// is the case as shown in figure \ref{PYR_ANSYN}. +// \begin{figure} +// \center +// \includegraphics[width=0.44\textwidth]{suburb2.eps} +// \includegraphics[width=0.44\textwidth]{suburb2_synthesis.eps} +// \itkcaption[Morphological pyramid analysis and synthesis]{Result of +// the morphological pyramid analysis and synthesis. Left: original +// image. Right: result of applying the analysis and the synthesis steps.} +// \label{fig:PYR_SD} +// \end{figure} +// +// Of course, in a real application, a specific processing will be +// applied after the analysis and before the synthesis to, for +// instance, denoise the image by removing pixels at the finer scales, etc. +// +// Software Guide : EndLatex + + + + return EXIT_SUCCESS; + } -- GitLab