/*========================================================================= * * 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 itkThinPlateR2LogRSplineKernelTransform_h #define itkThinPlateR2LogRSplineKernelTransform_h #include "itkKernelTransform.h" namespace itk { /** \class ThinPlateR2LogRSplineKernelTransform * This class defines the thin plate spline (TPS) transformation. * It is implemented in as straightforward a manner as possible from * the IEEE TMI paper by Davis, Khotanzad, Flamig, and Harms, * Vol. 16 No. 3 June 1997. * * The kernel used in this variant of TPS is \f$ R^2 log(R) \f$ * * \ingroup ITKTransform */ template // Number of dimensions class ITK_TEMPLATE_EXPORT ThinPlateR2LogRSplineKernelTransform : public KernelTransform { public: ITK_DISALLOW_COPY_AND_MOVE(ThinPlateR2LogRSplineKernelTransform); /** Standard class type aliases. */ using Self = ThinPlateR2LogRSplineKernelTransform; using Superclass = KernelTransform; using Pointer = SmartPointer; using ConstPointer = SmartPointer; /** New macro for creation of through a Smart Pointer */ itkNewMacro(Self); /** \see LightObject::GetNameOfClass() */ itkOverrideGetNameOfClassMacro(ThinPlateR2LogRSplineKernelTransform); /** Scalar type. */ using typename Superclass::ScalarType; /** Parameters type. */ using typename Superclass::ParametersType; using typename Superclass::FixedParametersType; /** Jacobian Type */ using typename Superclass::JacobianType; using typename Superclass::JacobianPositionType; using typename Superclass::InverseJacobianPositionType; /** Dimension of the domain space. */ static constexpr unsigned int SpaceDimension = Superclass::SpaceDimension; using typename Superclass::InputPointType; using typename Superclass::OutputPointType; using typename Superclass::InputVectorType; using typename Superclass::OutputVectorType; using typename Superclass::InputCovariantVectorType; using typename Superclass::OutputCovariantVectorType; using typename Superclass::PointsIterator; protected: ThinPlateR2LogRSplineKernelTransform() = default; ~ThinPlateR2LogRSplineKernelTransform() override = default; using typename Superclass::GMatrixType; /** Compute G(x) * For the thin plate spline, this is: * G(x) = r(x)*I * \f$ G(x) = r(x)^2 log(r(x) ) *I \f$ * where * r(x) = Euclidean norm = sqrt[x1^2 + x2^2 + x3^2] * \f[ r(x) = \sqrt{ x_1^2 + x_2^2 + x_3^2 } \f] * I = identity matrix. */ void ComputeG(const InputVectorType & x, GMatrixType & gmatrix) const override; /** Compute the contribution of the landmarks weighted by the kernel function to the global deformation of the space */ void ComputeDeformationContribution(const InputPointType & thisPoint, OutputPointType & result) const override; }; } // namespace itk #ifndef ITK_MANUAL_INSTANTIATION # include "itkThinPlateR2LogRSplineKernelTransform.hxx" #endif #endif // itkThinPlateR2LogRSplineKernelTransform_h