1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391
|
/*=========================================================================
Program: Insight Segmentation & Registration Toolkit
Module: $RCSfile: DeformableRegistration1.cxx,v $
Language: C++
Date: $Date: 2010-04-01 22:19:49 $
Version: $Revision: 1.34 $
Copyright (c) Insight Software Consortium. All rights reserved.
See ITKCopyright.txt or http://www.itk.org/HTML/Copyright.htm 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.
=========================================================================*/
#if defined(_MSC_VER)
#pragma warning ( disable : 4786 )
#endif
#include "itkImageFileReader.h"
#include "itkImageFileWriter.h"
#include "itkRescaleIntensityImageFilter.h"
#include "itkHistogramMatchingImageFilter.h"
// Software Guide : BeginLatex
//
// The finite element (FEM) library within the Insight Toolkit can be
// used to solve deformable image registration problems. The first step in
// implementing a FEM-based registration is to include the appropriate
// header files.
//
// \index{Registration!Finite Element-Based}
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
#include "itkFEM.h"
#include "itkFEMRegistrationFilter.h"
// Software Guide : EndCodeSnippet
//#include "itkFEMFiniteDifferenceFunctionLoad.h"
// Software Guide : BeginLatex
//
// Next, we use \code{typedef}s to instantiate all necessary classes. We
// define the image and element types we plan to use to solve a
// two-dimensional registration problem. We define multiple element
// types so that they can be used without recompiling the code.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
typedef itk::Image<unsigned char, 2> fileImageType;
typedef itk::Image<float, 2> ImageType;
typedef itk::fem::Element2DC0LinearQuadrilateralMembrane ElementType;
typedef itk::fem::Element2DC0LinearTriangularMembrane ElementType2;
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// Note that in order to solve a three-dimensional registration
// problem, we would simply define 3D image and element types in lieu
// of those above. The following declarations could be used for a 3D
// problem:
//
// SoftwareGuide : EndLatex
// SoftwareGuide : BeginCodeSnippet
typedef itk::Image<unsigned char, 3> fileImage3DType;
typedef itk::Image<float, 3> Image3DType;
typedef itk::fem::Element3DC0LinearHexahedronMembrane Element3DType;
typedef itk::fem::Element3DC0LinearTetrahedronMembrane Element3DType2;
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// Here, we instantiate the load types and explicitly template the
// load implementation type. We also define visitors that allow the
// elements and loads to communicate with one another.
//
// Software Guide : EndLatex
//typedef itk::fem::ImageMetricLoad<ImageType,ImageType> ImageLoadType;
// Software Guide : BeginCodeSnippet
typedef itk::fem::FiniteDifferenceFunctionLoad<ImageType,ImageType> ImageLoadType;
template class itk::fem::ImageMetricLoadImplementation<ImageLoadType>;
typedef ElementType::LoadImplementationFunctionPointer LoadImpFP;
typedef ElementType::LoadType ElementLoadType;
typedef ElementType2::LoadImplementationFunctionPointer LoadImpFP2;
typedef ElementType2::LoadType ElementLoadType2;
typedef itk::fem::VisitorDispatcher<ElementType,ElementLoadType, LoadImpFP>
DispatcherType;
typedef itk::fem::VisitorDispatcher<ElementType2,ElementLoadType2, LoadImpFP2>
DispatcherType2;
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// Once all the necessary components have been instantiated, we can
// instantiate the \doxygen{FEMRegistrationFilter}, which depends on the
// image input and output types.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
typedef itk::fem::FEMRegistrationFilter<ImageType,ImageType> RegistrationType;
// Software Guide : EndCodeSnippet
int main(int argc, char *argv[])
{
char *paramname;
if ( argc < 2 )
{
std::cout << "Parameter file name missing" << std::endl;
std::cout << "Usage: " << argv[0] << " param.file" << std::endl;
return EXIT_FAILURE;
}
else
{
paramname=argv[1];
}
// Software Guide : BeginLatex
//
// The \doxygen{fem::ImageMetricLoad} must be registered before it
// can be used correctly with a particular element type. An example
// of this is shown below for ElementType. Similar
// definitions are required for all other defined element types.
//
// Software Guide : EndLatex
// Register the correct load implementation with the element-typed visitor dispatcher.
{
// Software Guide : BeginCodeSnippet
ElementType::LoadImplementationFunctionPointer fp =
&itk::fem::ImageMetricLoadImplementation<ImageLoadType>::ImplementImageMetricLoad;
DispatcherType::RegisterVisitor((ImageLoadType*)0,fp);
// Software Guide : EndCodeSnippet
}
{
ElementType2::LoadImplementationFunctionPointer fp =
&itk::fem::ImageMetricLoadImplementation<ImageLoadType>::ImplementImageMetricLoad;
DispatcherType2::RegisterVisitor((ImageLoadType*)0,fp);
}
// Software Guide : BeginLatex
//
// In order to begin the registration, we declare an instance of the
// FEMRegistrationFilter. For simplicity, we will call
// it \code{registrationFilter}.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
RegistrationType::Pointer registrationFilter = RegistrationType::New();
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// Next, we call \code{registrationFilter->SetConfigFileName()} to read the parameter
// file containing information we need to set up the registration
// filter (image files, image sizes, etc.). A sample parameter file is shown at the end of this
// section, and the individual components are labeled.
//
// Software Guide : EndLatex
// Attempt to read the parameter file, and exit if an error occurs
registrationFilter->SetConfigFileName(paramname);
if ( !registrationFilter->ReadConfigFile(
(registrationFilter->GetConfigFileName()).c_str() ) )
{
return EXIT_FAILURE;
}
// Read the image files
typedef itk::ImageFileReader< fileImageType > FileSourceType;
typedef fileImageType::PixelType PixType;
FileSourceType::Pointer movingfilter = FileSourceType::New();
movingfilter->SetFileName( (registrationFilter->GetMovingFile()).c_str() );
FileSourceType::Pointer fixedfilter = FileSourceType::New();
fixedfilter->SetFileName( (registrationFilter->GetFixedFile()).c_str() );
std::cout << " reading moving " << registrationFilter->GetMovingFile() << std::endl;
std::cout << " reading fixed " << registrationFilter->GetFixedFile() << std::endl;
try
{
movingfilter->Update();
}
catch( itk::ExceptionObject & e )
{
std::cerr << "Exception caught during reference file reading " << std::endl;
std::cerr << e << std::endl;
return EXIT_FAILURE;
}
try
{
fixedfilter->Update();
}
catch( itk::ExceptionObject & e )
{
std::cerr << "Exception caught during target file reading " << std::endl;
std::cerr << e << std::endl;
return EXIT_FAILURE;
}
// Rescale the image intensities so that they fall between 0 and 255
typedef itk::RescaleIntensityImageFilter<fileImageType,ImageType> FilterType;
FilterType::Pointer movingrescalefilter = FilterType::New();
FilterType::Pointer fixedrescalefilter = FilterType::New();
movingrescalefilter->SetInput(movingfilter->GetOutput());
fixedrescalefilter->SetInput(fixedfilter->GetOutput());
const double desiredMinimum = 0.0;
const double desiredMaximum = 255.0;
movingrescalefilter->SetOutputMinimum( desiredMinimum );
movingrescalefilter->SetOutputMaximum( desiredMaximum );
movingrescalefilter->UpdateLargestPossibleRegion();
fixedrescalefilter->SetOutputMinimum( desiredMinimum );
fixedrescalefilter->SetOutputMaximum( desiredMaximum );
fixedrescalefilter->UpdateLargestPossibleRegion();
// Histogram match the images
typedef itk::HistogramMatchingImageFilter<ImageType,ImageType> HEFilterType;
HEFilterType::Pointer IntensityEqualizeFilter = HEFilterType::New();
IntensityEqualizeFilter->SetReferenceImage( fixedrescalefilter->GetOutput() );
IntensityEqualizeFilter->SetInput( movingrescalefilter->GetOutput() );
IntensityEqualizeFilter->SetNumberOfHistogramLevels( 100);
IntensityEqualizeFilter->SetNumberOfMatchPoints( 15);
IntensityEqualizeFilter->ThresholdAtMeanIntensityOn();
IntensityEqualizeFilter->Update();
registrationFilter->SetFixedImage(fixedrescalefilter->GetOutput());
registrationFilter->SetMovingImage(IntensityEqualizeFilter->GetOutput());
itk::ImageFileWriter<ImageType>::Pointer writer;
writer = itk::ImageFileWriter<ImageType>::New();
std::string ofn="fixed.mha";
writer->SetFileName(ofn.c_str());
writer->SetInput(registrationFilter->GetFixedImage() );
try
{
writer->Write();
}
catch( itk::ExceptionObject & excp )
{
std::cerr << excp << std::endl;
return EXIT_FAILURE;
}
ofn="moving.mha";
itk::ImageFileWriter<ImageType>::Pointer writer2;
writer2 = itk::ImageFileWriter<ImageType>::New();
writer2->SetFileName(ofn.c_str());
writer2->SetInput(registrationFilter->GetMovingImage() );
try
{
writer2->Write();
}
catch( itk::ExceptionObject & excp )
{
std::cerr << excp << std::endl;
return EXIT_FAILURE;
}
// Software Guide : BeginLatex
//
// In order to initialize the mesh of elements, we must first create
// ``dummy'' material and element objects and assign them to the
// registration filter. These objects are subsequently used to
// either read a predefined mesh from a file or generate a mesh using
// the software. The values assigned to the fields within the
// material object are arbitrary since they will be replaced with
// those specified in the parameter file. Similarly, the element
// object will be replaced with those from the desired mesh.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
// Create the material properties
itk::fem::MaterialLinearElasticity::Pointer m;
m = itk::fem::MaterialLinearElasticity::New();
m->GN = 0; // Global number of the material
m->E = registrationFilter->GetElasticity(); // Young's modulus -- used in the membrane
m->A = 1.0; // Cross-sectional area
m->h = 1.0; // Thickness
m->I = 1.0; // Moment of inertia
m->nu = 0.; // Poisson's ratio -- DONT CHOOSE 1.0!!
m->RhoC = 1.0; // Density
// Create the element type
ElementType::Pointer e1=ElementType::New();
e1->m_mat=dynamic_cast<itk::fem::MaterialLinearElasticity*>( m );
registrationFilter->SetElement(e1);
registrationFilter->SetMaterial(m);
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// Now we are ready to run the registration:
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
registrationFilter->RunRegistration();
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// To output the image resulting from the registration, we can call
// \code{WriteWarpedImage()}. The image is written in floating point
// format.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
registrationFilter->WriteWarpedImage(
(registrationFilter->GetResultsFileName()).c_str());
// Software Guide : EndCodeSnippet
// Software Guide : BeginLatex
//
// We can also output the displacement fields resulting from the
// registration, we can call \code{WriteDisplacementField()} with the
// desired vector component as an argument. For a $2D$ registration,
// you would want to write out both the $x$ and $y$ displacements, and
// this requires two calls to the aforementioned function.
//
// Software Guide : EndLatex
// Software Guide : BeginCodeSnippet
if (registrationFilter->GetWriteDisplacements())
{
registrationFilter->WriteDisplacementField(0);
registrationFilter->WriteDisplacementField(1);
// If this were a 3D example, you might also want to call this line:
// registrationFilter->WriteDisplacementField(2);
// We can also write it as a multicomponent vector field
registrationFilter->WriteDisplacementFieldMultiComponent();
}
// Software Guide : EndCodeSnippet
// This is a documented sample parameter file that can be used with
// this deformable registration example.
//
// ../Data/FiniteElementRegistrationParameters1.txt
//
return EXIT_SUCCESS;
}
|