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
|
/*=========================================================================
*
* 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.
*
*=========================================================================*/
#ifndef itkFEMScatteredDataPointSetToImageFilter_h
#define itkFEMScatteredDataPointSetToImageFilter_h
#include "itkPointSetToImageFilter.h"
#include "itkVectorContainer.h"
#include "vnl/vnl_matrix.h"
#include "itkMesh.h"
#include "itkFEMObject.h"
#include "itkFEMElement3DC0LinearTetrahedronStrain.h"
#include "itkFEMElement3DC0LinearHexahedronStrain.h"
#include "itkFEMElement2DC0LinearTriangularStrain.h"
#include "itkFEMElement2DC0LinearQuadrilateralStrain.h"
#include "itkFEMElement2DC0LinearQuadrilateralMembrane.h"
#include "itkFEMRobustSolver.h"
#include "itkFEMLoadNoisyLandmark.h"
#include "itkImageToRectilinearFEMObjectFilter.h"
#include "itkTriangleCell.h"
#include "itkTetrahedronCell.h"
#include "itkQuadrilateralCell.h"
#include "itkHexahedronCell.h"
namespace itk
{
namespace fem
{
/** \class FEMScatteredDataPointSetToImageFilter
* \brief Scattered data approximation to interpolation
* in the presence of outliers
*
* Given a 2- or 3-D scattered and noisy data, this filter is able to approximate
* the data while rejecting outliers, and then it advances toward interpolation.
*
* This filter also takes the confidence and structural information into account,
* if users can provide a scalar to represent the confidence and a tensor
* to represent the structural information for each feature point.
*
* This filter requires a point set, of which each point is associated with a
* 2-D or 3-D displacement, as input, and outputs a deformation field. Two
* optional point sets are supported.
* Confidence point set: this point set defines the confidence associated with
* each point, which will make the solver behavior like a weighted Least Square
* Tensor point set: this point set defines a tensor associated with each point,
* such as a structural tensor.
*
* The purpose of this filter is to facilitate the use of the FEMRobustSolver,
* which does the concrete work on finding the solution. See FEMRobustSolver for
* details.
*
\code
const unsigned int ParametricDimension = 3;
const unsigned int DataDimension = 3;
using PixelType = int;
using InputImageType = itk::Image<PixelType, ParametricDimension>;
using RealType = float;
using VectorType = itk::Vector<RealType, DataDimension>;
using MatrixType = itk::Matrix<RealType, DataDimension,
DataDimension>;
using VectorImageType = itk::Image<VectorType, ParametricDimension>;
using PointSetType = itk::PointSet <VectorType,
ParametricDimension>;
using TensorPointSetType = itk::PointSet <MatrixType,
ParametricDimension>;
using ConfidencePointSetType = itk::PointSet <RealType, ParametricDimension>;
using MeshType = itk::Mesh< VectorType, ParametricDimension >;
using FilterType = itk::FEMScatteredDataPointSetToImageFilter
<PointSetType, MeshType, VectorImageType,
ConfidencePointSetType, TensorPointSetType>;
auto filter = FilterType::New();
filter->SetInput(displacementPointSet);
filter->SetConfidencePointSet(confidencePointSet); //optional
filter->SetTensorPointSet(tensorPointSet); //optional
filter->SetMesh(aITKMesh);
filter->Update();
DeformationField::Pointer = filter->GetOutput();
\endcode
*
* \author Yixun Liu
*
* \par REFERENCE
* O. Clatz, H. Delingette, I.-F. Talos, A. Golby, R. Kikinis, F. Jolesz,
* N. Ayache, and S. Warfield, "Robust non-rigid registration to capture brain
* shift from intra-operative MRI", IEEE Trans. Med. Imag.,
* 24(11);1417-27, 2005.
*
* \par REFERENCE
* Yixun Liu, Andriy Fedorov, Ron Kikinis and Nikos Chrisochoides,
* "Real-time Non-rigidRegistration of Medical Images on a Cooperative Parallel
* Architecture", IEEE International Conference on Bioinformatics & Biomedicine,
* pp. 401-404, November 2009.
*
* \sa FEMRobustSolver
*
* \ingroup ITKFEM
*/
template <typename TInputPointSet,
typename TInputMesh,
typename TOutputImage,
typename TInputConfidencePointSet,
typename TInputTensorPointSet>
class ITK_TEMPLATE_EXPORT FEMScatteredDataPointSetToImageFilter
: public PointSetToImageFilter<TInputPointSet, TOutputImage>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(FEMScatteredDataPointSetToImageFilter);
using Self = FEMScatteredDataPointSetToImageFilter;
using Superclass = PointSetToImageFilter<TInputPointSet, TOutputImage>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
/** Method for creation through the object factory. */
itkNewMacro(Self);
/** \see LightObject::GetNameOfClass() */
itkOverrideGetNameOfClassMacro(FEMScatteredDataPointSetToImageFilter);
/** Extract dimension from the output image. */
static constexpr unsigned int ImageDimension = TOutputImage::ImageDimension;
/** Displacement point set type alias support */
using PointSetType = TInputPointSet;
using PointType = typename PointSetType::PointType;
using PointsContainer = typename PointSetType::PointsContainer;
using PointsIterator = typename PointsContainer::ConstIterator;
using PointDataType = typename PointSetType::PixelType;
using PointDataContainerType = typename PointSetType::PointDataContainer;
using PointDataIterator = typename PointDataContainerType::ConstIterator;
/** Confidence point set type alias support */
using ConfidencePointSetType = TInputConfidencePointSet;
using ConfidencePointsIterator = typename ConfidencePointSetType::PointsContainer::ConstIterator;
using ConfidencePointDataType = typename ConfidencePointSetType::PixelType;
using ConfidencePointDataContainerType = typename ConfidencePointSetType::PointDataContainer;
/** Tensor point set type alias support */
using TensorPointSetType = TInputTensorPointSet;
using TensorPointsIterator = typename TensorPointSetType::PointsContainer::ConstIterator;
using TensorPointDataType = typename TensorPointSetType::PixelType;
using TensorPointDataContainerType = typename TensorPointSetType::PointDataContainer;
using TensorPointDataIterator = typename TensorPointDataContainerType::Iterator;
/** Mesh type alias support */
using MeshType = TInputMesh;
using CellType = typename MeshType::CellType;
using CellAutoPointer = typename CellType::CellAutoPointer;
using CellsContainer = typename MeshType::CellsContainer;
using CellIterator = typename CellsContainer::ConstIterator;
using TriangleType = TriangleCell<CellType>;
using TetrahedronType = TetrahedronCell<CellType>;
using QuadrilateralType = QuadrilateralCell<CellType>;
using HexahedronType = HexahedronCell<CellType>;
using PointIdIterator = typename CellType::PointIdIterator;
/** Image type alias support */
using ImageType = TOutputImage;
using PixelType = typename ImageType::PixelType;
using RegionType = typename ImageType::RegionType;
using SizeType = typename ImageType::SizeType;
using IndexType = typename ImageType::IndexType;
using SpacingType = typename ImageType::SpacingType;
using ContinuousIndexType = ContinuousIndex<SpacePrecisionType, ImageDimension>;
using ImageToRectilinearFEMObjectFilterType = ImageToRectilinearFEMObjectFilter<ImageType>;
/** FEMObject type alias support */
using FEMObjectType = FEMObject<ImageDimension>;
/** FEM solver type alias support */
using FEMSolverType = RobustSolver<ImageDimension>;
/** FEM element type alias support */
using FEMTetrahedronType = Element3DC0LinearTetrahedronStrain;
using FEMHexahedronType = Element3DC0LinearHexahedronStrain;
using FEM2DTriangleType = Element2DC0LinearTriangularStrain;
using FEM2DQuadrilateralType = Element2DC0LinearQuadrilateralStrain;
/** FEM node type alias support */
using NodeType = Element::Node;
/** FEM Load type alias support */
using LoadType = LoadNoisyLandmark;
/** FEM material type alias support */
using MaterialType = MaterialLinearElasticity;
using MaterialPointerType = MaterialType::Pointer;
/** FEM element type alias support */
using FEMVectorType = Element::VectorType;
using FEMMatrixType = Element::MatrixType;
/** FEM container type alias support */
using LoadContainerType = typename FEMObjectType::LoadContainerType;
using NodeContainerType = typename FEMObjectType::NodeContainerType;
using ElementContainerType = typename FEMObjectType::ElementContainerType;
using MaterialContainerType = typename FEMObjectType::MaterialContainerType;
/** Helper functions */
itkSetConstObjectMacro(ConfidencePointSet, ConfidencePointSetType);
itkSetConstObjectMacro(TensorPointSet, TensorPointSetType);
itkSetObjectMacro(Mesh, MeshType);
itkGetModifiableObjectMacro(Mesh, MeshType);
itkSetObjectMacro(FEMSolver, FEMSolverType);
itkGetModifiableObjectMacro(FEMSolver, FEMSolverType);
/** Get/Set the number of voxels/pixels in each dimension used during the mesh generation */
itkGetConstReferenceMacro(PixelsPerElement, ContinuousIndexType);
itkSetMacro(PixelsPerElement, ContinuousIndexType);
/** Set/Get the spacing of the rectilinear element */
void
SetElementSpacing(const SpacingType & elementSpacing);
itkGetConstReferenceMacro(SpacingPerElement, SpacingType);
/** Get the number of element in each dimension of the generated mesh */
itkGetConstReferenceMacro(NumberOfElements, SizeType);
protected:
FEMScatteredDataPointSetToImageFilter();
~FEMScatteredDataPointSetToImageFilter() override;
/** Generate 2D/3D rectilinear mesh */
void
GenerateRectilinearMesh();
/** Generate a 2D quadrilateral mesh */
void
Generate2DQuadrilateralMesh();
/** generate 3D hexahedral mesh */
void
Generate3DHexahedralMesh();
/** Initialize FEMObject from a mesh and feature points */
void
InitializeFEMObject(FEMObjectType * femObject);
/** Initialize Materials */
void
InitializeMaterials(FEMObjectType * femObject);
/** Initialize Nodes */
void
InitializeNodes(FEMObjectType * femObject);
/** Initialize Elements */
void
InitializeElements(FEMObjectType * femObject);
/** Initialize Loads */
void
InitializeLoads(FEMObjectType * femObject);
/** Run the solver and call ProduceDeformationField to produce deformation field */
void
GenerateData() override;
void
ProduceDeformationField();
void
PrintSelf(std::ostream & os, Indent indent) const override;
private:
typename FEMObjectType::Pointer m_FEMObject{};
typename FEMSolverType::Pointer m_FEMSolver{};
typename FEMSolverType::ConstPointer m_FEMDeformedObject{};
typename MeshType::Pointer m_Mesh{};
typename ConfidencePointSetType::ConstPointer m_ConfidencePointSet{};
typename TensorPointSetType::ConstPointer m_TensorPointSet{};
/** Rectilinear mesh */
SizeType m_NumberOfElements{};
ContinuousIndexType m_PixelsPerElement{};
SpacingType m_SpacingPerElement{};
/** Material */
MaterialPointerType m_Material{};
};
} // end namespace fem
} // end namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
# include "itkFEMScatteredDataPointSetToImageFilter.hxx"
#endif
#endif // itkFEMScatteredDataPointSetToImageFilter_h
|