ITK  5.0.0
Insight Segmentation and Registration Toolkit
itkGaussianKernelFunction.h
Go to the documentation of this file.
1 /*=========================================================================
2  *
3  * Copyright Insight Software Consortium
4  *
5  * Licensed under the Apache License, Version 2.0 (the "License");
6  * you may not use this file except in compliance with the License.
7  * You may obtain a copy of the License at
8  *
9  * http://www.apache.org/licenses/LICENSE-2.0.txt
10  *
11  * Unless required by applicable law or agreed to in writing, software
12  * distributed under the License is distributed on an "AS IS" BASIS,
13  * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
14  * See the License for the specific language governing permissions and
15  * limitations under the License.
16  *
17  *=========================================================================*/
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 GaussianKernelFunction:public KernelFunctionBase<TRealValueType>
42 {
43 public:
44  ITK_DISALLOW_COPY_AND_ASSIGN(GaussianKernelFunction);
45 
50 
51  using RealType = typename Superclass::RealType;
53  itkNewMacro(Self);
54 
57 
59  TRealValueType Evaluate(const TRealValueType & u) const override
60  { return ( std::exp( static_cast< TRealValueType >(-0.5) * itk::Math::sqr(u) ) * m_Factor ); }
61 
62 protected:
63  GaussianKernelFunction(): m_Factor( NumericTraits< TRealValueType >::OneValue() / std::sqrt(static_cast< TRealValueType >(2.0 * itk::Math::pi )) ) {};
64  ~GaussianKernelFunction() override = default;
65  void PrintSelf(std::ostream & os, Indent indent) const override
66  { Superclass::PrintSelf(os, indent); }
67 
68 private:
69  const TRealValueType m_Factor;
70 };
71 } // end namespace itk
72 
73 #endif
Light weight base class for most itk classes.
Define numeric traits for std::vector.
void PrintSelf(std::ostream &os, Indent indent) const override
static constexpr double pi
Definition: itkMath.h:63
TRealValueType Evaluate(const TRealValueType &u) const override
Kernel used for density estimation and nonparameteric regression.
~GaussianKernelFunction() override=default
Control indentation during Print() invocation.
Definition: itkIndent.h:49
void PrintSelf(std::ostream &os, Indent indent) const override
Gaussian kernel used for density estimation and nonparameteric regression.