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itkGaborKernelFunction.h
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/*=========================================================================
Program: Insight Segmentation & Registration Toolkit
Module: $RCSfile: itkGaborKernelFunction.h,v $
Language: C++
Date: $Date: 2008/10/18 00:20:03 $
Version: $Revision: 1.1.1.1 $
Copyright (c) Insight Software Consortium. All rights reserved.
See ITKCopyright.txt or http://www.itk.org/HTML/Copyright.htm for details.
This software is distributed WITHOUT ANY WARRANTY; without even
the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR
PURPOSE. See the above copyright notices for more information.
=========================================================================*/
#ifndef __itkGaborKernelFunction_h
#define __itkGaborKernelFunction_h
#include "itkKernelFunction.h"
#include "vnl/vnl_math.h"
#include <math.h>
#include <complex>
namespace itk
{
/** \class GaborKernelFunction
* \brief Gabor kernel used for various computer vision tasks.
*
* This class encapsulates a complex Gabor kernel used for
* various computer vision tasks such as texture segmentation,
* motion analysis, and object recognition. It is essentially
* a complex sinusoid enveloped within a gaussian.
* See the discussion in
*
* Andreas Klein, Forester Lee, and Amir A. Amini, "Quantitative
* Coronary Angiography with Deformable Spline Models", IEEE-TMI
* 16(5):468-482, October 1997.
*
* for a basic discussion including additional references.
*
* \sa KernelFunction
*
* \ingroup Functions
*/
class ITKCommon_EXPORT GaborKernelFunction : public KernelFunction
{
public:
/** Standard class typedefs. */
typedef GaborKernelFunction Self;
typedef KernelFunction Superclass;
typedef SmartPointer<Self> Pointer;
/** Method for creation through the object factory. */
itkNewMacro( Self );
/** Run-time type information (and related methods). */
itkTypeMacro( GaborKernelFunction, KernelFunction );
/** Evaluate the real/imaginary portion of the function. */
inline double Evaluate ( const double &u ) const
{
double parameter = vnl_math_sqr( u / this->m_Sigma );
double envelope = vcl_exp( -0.5 * parameter );
double phase = 2.0 * vnl_math::pi * this->m_Frequency * u
+ this->m_PhaseOffset;
if ( this->m_CalculateImaginaryPart )
{
return envelope * sin( phase );
}
else
{
return envelope * cos( phase );
}
}
/** Evaluate the complex function. */
inline std::complex<double> EvaluateComplex ( const double &u ) const
{
double parameter = vnl_math_sqr( u / this->m_Sigma );
double envelope = vcl_exp( -0.5 * parameter );
double phase = 2.0 * vnl_math::pi * this->m_Frequency * u
+ this->m_PhaseOffset;
return std::complex<double>(
envelope * cos( phase ),
envelope * sin( phase ) );
}
itkSetMacro( Sigma, double );
itkGetConstMacro( Sigma, double );
itkSetMacro( Frequency, double );
itkGetConstMacro( Frequency, double );
itkSetMacro( PhaseOffset, double );
itkGetConstMacro( PhaseOffset, double );
itkSetMacro( CalculateImaginaryPart, bool );
itkGetConstMacro( CalculateImaginaryPart, bool );
itkBooleanMacro( CalculateImaginaryPart );
protected:
GaborKernelFunction();
~GaborKernelFunction();
void PrintSelf( std::ostream& os, Indent indent ) const
{ Superclass::PrintSelf( os, indent ); }
private:
GaborKernelFunction( const Self& ); //purposely not implemented
void operator=( const Self& ); //purposely not implemented
/** Standard deviation of the Gaussian envelope */
double m_Sigma;
/** Modulation frequency of the sine or cosine component */
double m_Frequency;
/** Phase offset of the sine or cosine component */
double m_PhaseOffset;
/** Evaluate using the complex part */
bool m_CalculateImaginaryPart;
};
} // end namespace itk
#endif