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ENH: Add example derivativeImage (#380)
* ENH: Add example derivativeImage * ENH: Add baseline check to verify against previous data
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src/Filtering/ImageFeature/DerivativeImage/BrainProtonDensitySlice.png.sha512
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cmake_minimum_required(VERSION 3.16.3) | ||
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project( DerivativeImage ) | ||
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find_package( ITK REQUIRED ) | ||
include( ${ITK_USE_FILE} ) | ||
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add_executable( DerivativeImage Code.cxx ) | ||
target_link_libraries( DerivativeImage ${ITK_LIBRARIES} ) | ||
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install( TARGETS DerivativeImage | ||
DESTINATION bin/ITKSphinxExamples/Filtering/ImageFeature | ||
COMPONENT Runtime | ||
) | ||
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install( FILES Code.cxx CMakeLists.txt | ||
DESTINATION share/ITKSphinxExamples/Code/Filtering/ImageFeature/DerivativeImage | ||
COMPONENT Code | ||
) | ||
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enable_testing() | ||
add_test( NAME DerivativeImageTest | ||
COMMAND ${CMAKE_RUNTIME_OUTPUT_DIRECTORY}/DerivativeImage | ||
${CMAKE_CURRENT_BINARY_DIR}/BrainProtonDensitySlice.png | ||
Output.mha Output_normalized.mha 1 1 | ||
) | ||
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#if( ITK_WRAP_PYTHON ) | ||
# add_test( NAME DerivativeImageTestPython | ||
# COMMAND ${PYTHON_EXECUTABLE} ${CMAKE_CURRENT_SOURCE_DIR}/Code.py | ||
# ${CMAKE_CURRENT_BINARY_DIR}/BrainProtonDensitySlice.png | ||
# OutputPython.png | ||
# ) | ||
#endif() |
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/*========================================================================= | ||
* | ||
* Copyright NumFOCUS | ||
* | ||
* 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 | ||
* | ||
* https://www.apache.org/licenses/LICENSE-2.0.txt | ||
* | ||
* 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. | ||
* | ||
*=========================================================================*/ | ||
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// Software Guide : BeginCommandLineArgs | ||
// INPUTS: {BrainProtonDensitySlice.png} | ||
// ARGUMENTS: {DerivativeImageFilterFloatOutput.mhd} | ||
// OUTPUTS: {DerivativeImageFilterOutput.png} | ||
// ARGUMENTS: 1 0 | ||
// Software Guide : EndCommandLineArgs | ||
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// Software Guide : BeginLatex | ||
// | ||
// The \doxygen{DerivativeImageFilter} is used for computing the partial | ||
// derivative of an image, the derivative of an image along a particular | ||
// axial direction. | ||
// | ||
// \index{itk::DerivativeImageFilter} | ||
// | ||
// Software Guide : EndLatex | ||
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#include "itkImage.h" | ||
#include "itkImageFileReader.h" | ||
#include "itkImageFileWriter.h" | ||
#include "itkRescaleIntensityImageFilter.h" | ||
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// Software Guide : BeginLatex | ||
// | ||
// The header file corresponding to this filter should be included first. | ||
// | ||
// \index{itk::DerivativeImageFilter!header} | ||
// | ||
// Software Guide : EndLatex | ||
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// Software Guide : BeginCodeSnippet | ||
#include "itkDerivativeImageFilter.h" | ||
// Software Guide : EndCodeSnippet | ||
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int | ||
main(int argc, char * argv[]) | ||
{ | ||
if (argc < 6) | ||
{ | ||
std::cerr << "Usage: " << std::endl; | ||
std::cerr << argv[0] << " inputImageFile outputImageFile normalizedOutputImageFile "; | ||
std::cerr << " derivativeOrder direction" << std::endl; | ||
return EXIT_FAILURE; | ||
} | ||
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// Software Guide : BeginLatex | ||
// | ||
// Next, the pixel types for the input and output images must be defined | ||
// and, with them, the image types can be instantiated. Note that it is | ||
// important to select a signed type for the image, since the values of the | ||
// derivatives will be positive as well as negative. | ||
// | ||
// Software Guide : EndLatex | ||
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// Software Guide : BeginCodeSnippet | ||
using InputPixelType = float; | ||
using OutputPixelType = float; | ||
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constexpr unsigned int Dimension = 2; | ||
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using InputImageType = itk::Image<InputPixelType, Dimension>; | ||
using OutputImageType = itk::Image<OutputPixelType, Dimension>; | ||
// Software Guide : EndCodeSnippet | ||
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using ReaderType = itk::ImageFileReader<InputImageType>; | ||
using WriterType = itk::ImageFileWriter<OutputImageType>; | ||
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auto reader = ReaderType::New(); | ||
auto writer = WriterType::New(); | ||
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reader->SetFileName(argv[1]); | ||
writer->SetFileName(argv[2]); | ||
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// Software Guide : BeginLatex | ||
// | ||
// Using the image types, it is now possible to define the filter type | ||
// and create the filter object. | ||
// | ||
// \index{itk::DerivativeImageFilter!instantiation} | ||
// \index{itk::DerivativeImageFilter!New()} | ||
// \index{itk::DerivativeImageFilter!Pointer} | ||
// | ||
// Software Guide : EndLatex | ||
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// Software Guide : BeginCodeSnippet | ||
using FilterType = itk::DerivativeImageFilter<InputImageType, OutputImageType>; | ||
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auto filter = FilterType::New(); | ||
// Software Guide : EndCodeSnippet | ||
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// Software Guide : BeginLatex | ||
// | ||
// The order of the derivative is selected with the \code{SetOrder()} | ||
// method. The direction along which the derivative will be computed is | ||
// selected with the \code{SetDirection()} method. | ||
// | ||
// \index{itk::DerivativeImageFilter!SetOrder()} | ||
// \index{itk::DerivativeImageFilter!SetDirection()} | ||
// | ||
// Software Guide : EndLatex | ||
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// Software Guide : BeginCodeSnippet | ||
filter->SetOrder(std::stoi(argv[4])); | ||
filter->SetDirection(std::stoi(argv[5])); | ||
// Software Guide : EndCodeSnippet | ||
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// Software Guide : BeginLatex | ||
// | ||
// The input to the filter can be taken from any other filter, for example | ||
// a reader. The output can be passed down the pipeline to other filters, | ||
// for example, a writer. An \code{Update()} call on any downstream filter | ||
// will trigger the execution of the derivative filter. | ||
// | ||
// \index{itk::DerivativeImageFilter!SetInput()} | ||
// \index{itk::DerivativeImageFilter!GetOutput()} | ||
// | ||
// Software Guide : EndLatex | ||
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// Software Guide : BeginCodeSnippet | ||
filter->SetInput(reader->GetOutput()); | ||
writer->SetInput(filter->GetOutput()); | ||
writer->Update(); | ||
// Software Guide : EndCodeSnippet | ||
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// Software Guide : BeginLatex | ||
// | ||
// \begin{figure} | ||
// \center | ||
// \includegraphics[width=0.44\textwidth]{BrainProtonDensitySlice} | ||
// \includegraphics[width=0.44\textwidth]{DerivativeImageFilterOutput} | ||
// \itkcaption[Effect of the Derivative filter.]{Effect of the Derivative | ||
// filter on a slice from a MRI proton density brain image.} | ||
// \label{fig:DerivativeImageFilterOutput} | ||
// \end{figure} | ||
// | ||
// Figure \ref{fig:DerivativeImageFilterOutput} illustrates the effect of | ||
// the DerivativeImageFilter on a slice of MRI brain image. The derivative | ||
// is taken along the $x$ direction. The sensitivity to noise in the image | ||
// is evident from this result. | ||
// | ||
// Software Guide : EndLatex | ||
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using WriteImageType = itk::Image<unsigned char, Dimension>; | ||
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using NormalizeFilterType = itk::RescaleIntensityImageFilter<OutputImageType, WriteImageType>; | ||
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using NormalizedWriterType = itk::ImageFileWriter<WriteImageType>; | ||
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auto normalizer = NormalizeFilterType::New(); | ||
auto normalizedWriter = NormalizedWriterType::New(); | ||
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normalizer->SetInput(filter->GetOutput()); | ||
normalizedWriter->SetInput(normalizer->GetOutput()); | ||
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normalizer->SetOutputMinimum(0); | ||
normalizer->SetOutputMaximum(255); | ||
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normalizedWriter->SetFileName(argv[3]); | ||
normalizedWriter->Update(); | ||
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return EXIT_SUCCESS; | ||
} |
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src/Filtering/ImageFeature/DerivativeImage/Documentation.rst
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:name: DerivativeImage | ||
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Compute Derivative | ||
=================== | ||
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.. index:: | ||
single: DerivativeImageFilter | ||
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Synopsis | ||
-------- | ||
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This filter computes a n-th Derivative of a scalar-valued image in a specified direction. | ||
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Results | ||
------- | ||
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.. figure:: BrainProtonDensitySlice.png | ||
:scale: 50% | ||
:alt: Input image | ||
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Input image | ||
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.. figure:: Output.png | ||
:scale: 50% | ||
:alt: Output image | ||
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Output image | ||
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.. figure:: Output_normalized.png | ||
:scale: 50% | ||
:alt: Output normalized image | ||
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Output normalized image | ||
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Code | ||
---- | ||
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C++ | ||
... | ||
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.. literalinclude:: Code.cxx | ||
:lines: 18- | ||
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Classes demonstrated | ||
-------------------- | ||
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.. breathelink:: itk::DerivativeImageFilter |
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src/Filtering/ImageFeature/DerivativeImage/Output_normalized.mha.sha512
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src/Filtering/ImageFeature/DerivativeImage/Output_normalized.png.sha512
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