aimsalgo  5.1.2
Neuroimaging image processing
aims::BaseHarrisDetector< T > Class Template Referenceabstract

Harris Corner Detector. More...

#include <aims/math/harris.h>

Inheritance diagram for aims::BaseHarrisDetector< T >:
Collaboration diagram for aims::BaseHarrisDetector< T >:

Public Member Functions

 BaseHarrisDetector (const carto::rc_ptr< carto::Volume< T > > &image, const double sigma=1.2, const double k=0.6, const double epsilon=1E-3, const T levels=(T) 255)
 Constructor. More...
 
virtual double gaussian (const double x, const double y, const double z)
 Gaussian function. More...
 
virtual void computeDerivatives ()
 
virtual double harrisMeasure (const int x, const int y, const int z, const int t)=0
 Compute harris measure for a pixel. More...
 
virtual void computeHarrisMap ()
 Compute the Harris measure for each pixel of the image. More...
 
virtual bool isSpatialMaxima (const int x, const int y, const int z, const int t)=0
 Check that pixel is a maxima of the Harris map. More...
 
virtual void computeCorners ()
 Perfom the Harris Corner Detection. More...
 
virtual void filter (int minDistance)
 Filter detected corners. More...
 
carto::VolumeRef< double > harrisMap ()
 Get processed Harris map. More...
 
aims::BucketMap< Voidcorners ()
 Get detected corners. More...
 

Protected Attributes

double _epsilon
 
double _k
 
double _sigma
 
double _sigma2
 
double _u
 
_levels
 
double _f
 
int _radius
 
int _window
 
carto::VolumeRef< T > _image
 
carto::VolumeRef< double > _g
 
carto::VolumeRef< double > _hmap
 
aims::BucketMap< double > _corners
 

Detailed Description

template<class T>
class aims::BaseHarrisDetector< T >

Harris Corner Detector.

k = det(A) - k * trace(A)^2

Where A is the second-moment matrix

      | Lx²(x+dx,y+dy)    Lx.Ly(x+dx,y+dy) |

A = Sum | | * Gaussian(dx, dy) dx,dy | Lx.Ly(x+dx,y+dy) Ly²(x+dx,y+dy) |

and k = a / (1 + a)^2,

where "a" is the mininmum ratio between the two eigenvalues for a point to be considered as a corner.

Definition at line 63 of file harris.h.

Constructor & Destructor Documentation

◆ BaseHarrisDetector()

template<class T >
aims::BaseHarrisDetector< T >::BaseHarrisDetector ( const carto::rc_ptr< carto::Volume< T > > &  image,
const double  sigma = 1.2,
const double  k = 0.6,
const double  epsilon = 1E-3,
const T  levels = (T) 255 
)

Constructor.

Member Function Documentation

◆ computeCorners()

template<class T >
virtual void aims::BaseHarrisDetector< T >::computeCorners ( )
virtual

Perfom the Harris Corner Detection.

◆ computeDerivatives()

template<class T >
virtual void aims::BaseHarrisDetector< T >::computeDerivatives ( )
inlinevirtual

Reimplemented in aims::HarrisDetector< T, 2 >.

Definition at line 83 of file harris.h.

◆ computeHarrisMap()

template<class T >
virtual void aims::BaseHarrisDetector< T >::computeHarrisMap ( )
virtual

Compute the Harris measure for each pixel of the image.

◆ corners()

template<class T >
aims::BucketMap<Void> aims::BaseHarrisDetector< T >::corners ( )

Get detected corners.

◆ filter()

template<class T >
virtual void aims::BaseHarrisDetector< T >::filter ( int  minDistance)
virtual

Filter detected corners.

Parameters
minDistanceminimum distance between corners

◆ gaussian()

template<class T >
virtual double aims::BaseHarrisDetector< T >::gaussian ( const double  x,
const double  y,
const double  z 
)
virtual

Gaussian function.

◆ harrisMap()

template<class T >
carto::VolumeRef<double> aims::BaseHarrisDetector< T >::harrisMap ( )

Get processed Harris map.

◆ harrisMeasure()

template<class T >
virtual double aims::BaseHarrisDetector< T >::harrisMeasure ( const int  x,
const int  y,
const int  z,
const int  t 
)
pure virtual

Compute harris measure for a pixel.

Implemented in aims::HarrisDetector< T, 2 >.

◆ isSpatialMaxima()

template<class T >
virtual bool aims::BaseHarrisDetector< T >::isSpatialMaxima ( const int  x,
const int  y,
const int  z,
const int  t 
)
pure virtual

Check that pixel is a maxima of the Harris map.

Implemented in aims::HarrisDetector< T, 2 >.

Member Data Documentation

◆ _corners

template<class T >
aims::BucketMap<double> aims::BaseHarrisDetector< T >::_corners
protected

Definition at line 149 of file harris.h.

◆ _epsilon

template<class T >
double aims::BaseHarrisDetector< T >::_epsilon
protected

Definition at line 132 of file harris.h.

◆ _f

template<class T >
double aims::BaseHarrisDetector< T >::_f
protected

Definition at line 137 of file harris.h.

◆ _g

template<class T >
carto::VolumeRef<double> aims::BaseHarrisDetector< T >::_g
protected

Definition at line 143 of file harris.h.

◆ _hmap

template<class T >
carto::VolumeRef<double> aims::BaseHarrisDetector< T >::_hmap
protected

Definition at line 146 of file harris.h.

◆ _image

template<class T >
carto::VolumeRef<T> aims::BaseHarrisDetector< T >::_image
protected

Definition at line 142 of file harris.h.

◆ _k

template<class T >
double aims::BaseHarrisDetector< T >::_k
protected

Definition at line 133 of file harris.h.

◆ _levels

template<class T >
T aims::BaseHarrisDetector< T >::_levels
protected

Definition at line 136 of file harris.h.

◆ _radius

template<class T >
int aims::BaseHarrisDetector< T >::_radius
protected

Definition at line 138 of file harris.h.

◆ _sigma

template<class T >
double aims::BaseHarrisDetector< T >::_sigma
protected

Definition at line 134 of file harris.h.

◆ _sigma2

template<class T >
double aims::BaseHarrisDetector< T >::_sigma2
protected

Definition at line 134 of file harris.h.

◆ _u

template<class T >
double aims::BaseHarrisDetector< T >::_u
protected

Definition at line 135 of file harris.h.

◆ _window

template<class T >
int aims::BaseHarrisDetector< T >::_window
protected

Definition at line 139 of file harris.h.


The documentation for this class was generated from the following file: