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
|
/*=========================================================================
*
* 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 itkBSplineDeformableTransform_h
#define itkBSplineDeformableTransform_h
#include "itkBSplineBaseTransform.h"
namespace itk
{
/** \class BSplineDeformableTransform
*
* \brief Deformable transform using a BSpline representation
*
* \note BSplineTransform is a newer version of this class, and it is
* preferred.
*
* This class encapsulates a deformable transform of points from one
* N-dimensional space to another N-dimensional space.
* The deformation field is modeled using B-splines.
* A deformation is defined on a sparse regular grid of control points
* \f$ \vec{\lambda}_j \f$ and is varied by defining a deformation
* \f$ \vec{g}(\vec{\lambda}_j) \f$ of each control point.
* The deformation \f$ D(\vec{x}) \f$ at any point \f$ \vec{x} \f$
* is obtained by using a B-spline interpolation kernel.
*
* The deformation field grid is defined by a user specified GridRegion,
* GridSpacing and GridOrigin. Each grid/control point has associated with it
* N deformation coefficients \f$ \vec{\delta}_j \f$, representing the N
* directional components of the deformation. Deformation outside the grid
* plus support region for the BSpline interpolation is assumed to be zero.
*
* Additionally, the user can specified an addition bulk transform \f$ B \f$
* such that the transformed point is given by:
* \f[ \vec{y} = B(\vec{x}) + D(\vec{x}) \f]
*
* The parameters for this transform is an N x N-D grid of spline coefficients.
* The user specifies the parameters as one flat array: each N-D grid
* is represented by an array in the same way an N-D image is represented
* in the buffer; the N arrays are then concatenated together on form
* a single array.
*
* For efficiency, this transform does not make a copy of the parameters.
* It only keeps a pointer to the input parameters and assumes that the memory
* is managed by the caller.
*
* The following illustrates the typical usage of this class:
\code
using TransformType = BSplineDeformableTransform<double,2,3>;
TransformType::Pointer transform = TransformType::New();
transform->SetGridRegion( region );
transform->SetGridSpacing( spacing );
transform->SetGridOrigin( origin );
// NB: the region must be set first before setting the parameters
TransformType::ParametersType parameters( transform->GetNumberOfParameters() );
// Fill the parameters with values
transform->SetParameters( parameters )
outputPoint = transform->TransformPoint( inputPoint );
\endcode
*
* An alternative way to set the B-spline coefficients is via array of
* images. The grid region, spacing and origin information is taken
* directly from the first image. It is assumed that the subsequent images
* are the same buffered region. The following illustrates the API:
*
\code
TransformType::ImageConstPointer images[2];
// Fill the images up with values
transform->SetCoefficientImages( images );
outputPoint = transform->TransformPoint( inputPoint );
\endcode
*
* Warning: use either the SetParameters() or SetCoefficientImages()
* API. Mixing the two modes may results in unexpected results.
*
* The class is templated coordinate representation type (float or double),
* the space dimension and the spline order.
*
* \ingroup ITKTransform
*
* \sa BSplineTransform
*
* \sphinx
* \sphinxexample{Core/Transform/GlobalRegistrationTwoImagesBSpline,Global Registration Of Two Images (BSpline)}
* \endsphinx
*/
template <typename TParametersValueType = double, unsigned int VDimension = 3, unsigned int VSplineOrder = 3>
class ITK_TEMPLATE_EXPORT BSplineDeformableTransform
: public BSplineBaseTransform<TParametersValueType, VDimension, VSplineOrder>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(BSplineDeformableTransform);
/** Standard class type aliases. */
using Self = BSplineDeformableTransform;
using Superclass = BSplineBaseTransform<TParametersValueType, VDimension, VSplineOrder>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
/** New macro for creation of through the object factory. */
// Explicit New() method, used here because we need to split the itkNewMacro()
// in order to overload the CreateAnother() method so that we can copy the m_BulkTransform
// explicitly.
// TODO: shouldn't it be done with the Clone() method?
itkSimpleNewMacro(Self);
itk::LightObject::Pointer
CreateAnother() const override
{
itk::LightObject::Pointer smartPtr;
Pointer copyPtr = Self::New().GetPointer();
// THE FOLLOWING LINE IS DIFFERENT FROM THE DEFAULT MACRO!
copyPtr->m_BulkTransform = this->GetBulkTransform();
smartPtr = static_cast<Pointer>(copyPtr);
return smartPtr;
}
/** implement type-specific clone method*/
itkCloneMacro(Self);
/** \see LightObject::GetNameOfClass() */
itkOverrideGetNameOfClassMacro(BSplineDeformableTransform);
/** Dimension of the domain space. */
static constexpr unsigned int SpaceDimension = VDimension;
/** The BSpline order. */
static constexpr unsigned int SplineOrder = VSplineOrder;
/** Standard scalar type for this class. */
using ScalarType = TParametersValueType;
/** Standard parameters container. */
using typename Superclass::ParametersType;
using typename Superclass::ParametersValueType;
using typename Superclass::FixedParametersType;
using typename Superclass::FixedParametersValueType;
/** Standard Jacobian container. */
using typename Superclass::JacobianType;
using typename Superclass::JacobianPositionType;
using typename Superclass::InverseJacobianPositionType;
/** The number of parameters defining this transform. */
using typename Superclass::NumberOfParametersType;
/** Standard vector type for this class. */
using typename Superclass::InputVectorType;
using typename Superclass::OutputVectorType;
/** Standard covariant vector type for this class. */
using typename Superclass::InputCovariantVectorType;
using typename Superclass::OutputCovariantVectorType;
/** Standard vnl_vector type for this class. */
using typename Superclass::InputVnlVectorType;
using typename Superclass::OutputVnlVectorType;
/** Standard coordinate point type for this class. */
using InputPointType = Point<TParametersValueType, Self::SpaceDimension>;
using OutputPointType = Point<TParametersValueType, Self::SpaceDimension>;
/** This method sets the fixed parameters of the transform.
* For a BSpline deformation transform, the parameters are the following:
* Grid Size, Grid Origin, and Grid Spacing
*
* The fixed parameters are the three times the size of the templated
* dimensions.
* This function has the effect of make the following calls:
* transform->SetGridSpacing( spacing );
* transform->SetGridOrigin( origin );
* transform->SetGridDirection( direction );
* transform->SetGridRegion( bsplineRegion );
*
* This function was added to allow the transform to work with the
* itkTransformReader/Writer I/O filters.
*
*/
void
SetFixedParameters(const FixedParametersType & passedParameters) override;
/** Parameters as SpaceDimension number of images. */
using typename Superclass::ImageType;
using typename Superclass::ImagePointer;
using typename Superclass::CoefficientImageArray;
/** Set the array of coefficient images.
*
* This is an alternative API for setting the BSpline coefficients
* as an array of SpaceDimension images. The fixed parameters are
* taken from the first image. It is assumed that
* the buffered region of all the subsequent images are the same
* as the first image. Note that no error checking is done.
*
* Warning: use either the SetParameters() or SetCoefficientImages()
* API. Mixing the two modes may results in unexpected results.
*/
void
SetCoefficientImages(const CoefficientImageArray & images) override;
/** Typedefs for specifying the extent of the grid. */
using typename Superclass::RegionType;
using typename Superclass::IndexType;
using typename Superclass::SizeType;
using typename Superclass::SpacingType;
using typename Superclass::DirectionType;
using typename Superclass::OriginType;
/** Interpolation weights function type. */
using typename Superclass::WeightsFunctionType;
using typename Superclass::WeightsType;
using typename Superclass::ContinuousIndexType;
/** Parameter index array type. */
using typename Superclass::ParameterIndexArrayType;
/**
* Transform points by a BSpline deformable transformation.
* On return, weights contains the interpolation weights used to compute the
* deformation and indices of the x (zeroth) dimension coefficient parameters
* in the support region used to compute the deformation.
* Parameter indices for the i-th dimension can be obtained by adding
* ( i * this->GetNumberOfParametersPerDimension() ) to the indices array.
*/
using Superclass::TransformPoint;
void
TransformPoint(const InputPointType & inputPoint,
OutputPointType & outputPoint,
WeightsType & weights,
ParameterIndexArrayType & indices,
bool & inside) const override;
void
ComputeJacobianWithRespectToParameters(const InputPointType &, JacobianType &) const override;
/** Return the number of parameters that completely define the Transform */
NumberOfParametersType
GetNumberOfParameters() const override;
/** Return the number of parameters per dimension */
NumberOfParametersType
GetNumberOfParametersPerDimension() const override;
using PhysicalDimensionsType = typename Superclass::SpacingType;
using typename Superclass::PixelType;
using typename Superclass::MeshSizeType;
/** Function to specify the transform domain origin. */
virtual void
SetGridOrigin(const OriginType &);
/** Function to retrieve the transform domain origin. */
itkGetConstMacro(GridOrigin, OriginType);
/** This method specifies the grid spacing or resolution. */
virtual void
SetGridSpacing(const SpacingType &);
/** This method retrieve the grid spacing or resolution. */
itkGetConstMacro(GridSpacing, SpacingType);
/** Function to specify the transform domain direction. */
virtual void
SetGridDirection(const DirectionType &);
/** Function to retrieve the transform domain direction. */
itkGetConstMacro(GridDirection, DirectionType);
/** Function to specify the transform domain mesh size. */
virtual void
SetGridRegion(const RegionType &);
/** Function to retrieve the transform domain mesh size. */
itkGetConstMacro(GridRegion, RegionType);
using BulkTransformType = Transform<TParametersValueType, Self::SpaceDimension, Self::SpaceDimension>;
using BulkTransformPointer = typename BulkTransformType::ConstPointer;
/** This method specifies the bulk transform to be applied.
* The default is the identity transform.
*/
itkSetConstObjectMacro(BulkTransform, BulkTransformType);
itkGetConstObjectMacro(BulkTransform, BulkTransformType);
/** Return the region of the grid wholly within the support region */
itkGetConstReferenceMacro(ValidRegion, RegionType);
protected:
/** Print contents of an BSplineDeformableTransform. */
void
PrintSelf(std::ostream & os, Indent indent) const override;
BSplineDeformableTransform();
~BSplineDeformableTransform() override = default;
private:
/** Construct control point grid size from transform domain information */
void
SetFixedParametersGridSizeFromTransformDomainInformation() const override;
/** Construct control point grid origin from transform domain information */
void
SetFixedParametersGridOriginFromTransformDomainInformation() const override;
/** Construct control point grid spacing from transform domain information */
void
SetFixedParametersGridSpacingFromTransformDomainInformation() const override;
/** Construct control point grid direction from transform domain information */
void
SetFixedParametersGridDirectionFromTransformDomainInformation() const override;
/** Construct control point grid size from transform domain information */
void
SetCoefficientImageInformationFromFixedParameters() override;
/** Check if a continuous index is inside the valid region. */
bool
InsideValidRegion(ContinuousIndexType &) const override;
/** The variables defining the coefficient grid domain for the
* InternalParametersBuffer are taken from the m_CoefficientImages[0]
* image, and must be kept in sync with them. by using
* references to that instance, this is more naturally enforced
* and does not introduce a speed penalty of dereferencing
* through the pointers (although it does enforce some
* internal class synchronization).
*/
const RegionType & m_GridRegion{};
const OriginType & m_GridOrigin{};
const SpacingType & m_GridSpacing{};
const DirectionType & m_GridDirection;
/** The bulk transform. */
BulkTransformPointer m_BulkTransform{};
RegionType m_ValidRegion{};
/** Variables defining the interpolation support region. */
unsigned long m_Offset{};
bool m_SplineOrderOdd{};
IndexType m_ValidRegionLast{};
IndexType m_ValidRegionFirst{};
void
UpdateValidGridRegion();
}; // class BSplineDeformableTransform
} // namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
# include "itkBSplineDeformableTransform.hxx"
#endif
#endif /* itkBSplineDeformableTransform_h */
|