ITK  5.4.0
Insight Toolkit
itkGaussianKernelFunction.h
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18 #ifndef itkGaussianKernelFunction_h
19 #define itkGaussianKernelFunction_h
20 
21 #include "itkKernelFunctionBase.h"
22 #include "itkMath.h"
23 #include <cmath>
24 
25 namespace itk
26 {
40 template <typename TRealValueType = double>
41 class ITK_TEMPLATE_EXPORT GaussianKernelFunction : public KernelFunctionBase<TRealValueType>
42 {
43 public:
44  ITK_DISALLOW_COPY_AND_MOVE(GaussianKernelFunction);
45 
50 
51  using typename Superclass::RealType;
53  itkNewMacro(Self);
54 
56  itkOverrideGetNameOfClassMacro(GaussianKernelFunction);
57 
59  TRealValueType
60  Evaluate(const TRealValueType & u) const override
61  {
62  return (std::exp(TRealValueType{ -0.5 } * itk::Math::sqr(u)) * m_Factor);
63  }
66 protected:
68  : m_Factor(TRealValueType{ 1.0 } / std::sqrt(TRealValueType{ 2.0 * itk::Math::pi })){};
69  ~GaussianKernelFunction() override = default;
70  void
71  PrintSelf(std::ostream & os, Indent indent) const override
72  {
73  Superclass::PrintSelf(os, indent);
74  }
75 
76 private:
77  const TRealValueType m_Factor{};
78 };
79 } // end namespace itk
80 
81 #endif
itk::GaussianKernelFunction
Gaussian kernel used for density estimation and nonparametric regression.
Definition: itkGaussianKernelFunction.h:41
itk::KernelFunctionBase
Kernel used for density estimation and nonparametric regression.
Definition: itkKernelFunctionBase.h:43
itkKernelFunctionBase.h
itk::SmartPointer< Self >
itk::Indent
Control indentation during Print() invocation.
Definition: itkIndent.h:49
itk::GaussianKernelFunction::GaussianKernelFunction
GaussianKernelFunction()
Definition: itkGaussianKernelFunction.h:67
itk::GaussianKernelFunction::PrintSelf
void PrintSelf(std::ostream &os, Indent indent) const override
Definition: itkGaussianKernelFunction.h:71
itk::LightObject
Light weight base class for most itk classes.
Definition: itkLightObject.h:55
itk
The "itk" namespace contains all Insight Segmentation and Registration Toolkit (ITK) classes....
Definition: itkAnnulusOperator.h:24
itk::GaussianKernelFunction::Evaluate
TRealValueType Evaluate(const TRealValueType &u) const override
Definition: itkGaussianKernelFunction.h:60
itk::Math::pi
static constexpr double pi
Definition: itkMath.h:66
itkMath.h