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otb
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71b42690
Commit
71b42690
authored
10 years ago
by
Rashad Kanavath
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ENH: Adding co-occurrence indexed list to seperate class
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Code/FeatureExtraction/otbGreyLevelCooccurrenceIndexedList.h
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Code/FeatureExtraction/otbGreyLevelCooccurrenceIndexedList.h
Code/FeatureExtraction/otbGreyLevelCooccurrenceIndexedList.txx
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...FeatureExtraction/otbGreyLevelCooccurrenceIndexedList.txx
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Code/FeatureExtraction/otbGreyLevelCooccurrenceIndexedList.h
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71b42690
/*=========================================================================
Program: ORFEO Toolbox
Language: C++
Date: $Date$
Version: $Revision$
Copyright (c) Centre National d'Etudes Spatiales. All rights reserved.
See OTBCopyright.txt 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 __otbGreyLevelCooccurrenceIndexedList_h
#define __otbGreyLevelCooccurrenceIndexedList_h
#include
"itkLightObject.h"
#include
"itkArray.h"
#include
"itkHistogram.h"
#include
<vector>
namespace
otb
{
/** \class GreyLevelCooccurrenceIndexedList
* \brief This class holds unique non-zero co-occurrence pairs called
* CooccurrenceIndexedList (GLCIL) instead of GLCM.
* GreyLevelCooccurrenceIndexedList instance is created for every neighborhood
* iteration over the given input image. This class keep an internal itk::Array
* as a lookup array with the same size of the histogram created in the Filter
* which uses it. The lookup array stores the position of each pixel pair in an
* std::vector. A pixel pair is a combination of (Center, Offset)
* Pixels. A -1 value in the lookup array indicates zero existance of pixel
* pair. Index stored in the CooccurrencePairType is the index of the pixel pair
* calculated from the histogram. Histogram instance is created outside this
* class.
*
* Print references:
* David A. Clausi and Yongping Zhao. 2002. Rapid extraction of image texture by
* co-occurrence using a hybrid data structure. Comput. Geosci. 28, 6 (July
* 2002), 763-774. DOI=10.1016/S0098-3004(01)00108-X
* http://dx.doi.org/10.1016/S0098-3004(01)00108-X
*
* de O.Bastos, L.; Liatsis, P.; Conci, A., Automatic texture segmentation based
* on k-means clustering and efficient calculation of co-occurrence
* features. Systems, Signals and Image Processing, 2008. IWSSIP 2008. 15th
* International Conference on , vol., no., pp.141,144, 25-28 June 2008
* doi: 10.1109/IWSSIP.2008.4604387
*/
template
<
class
THistogram
>
class
ITK_EXPORT
GreyLevelCooccurrenceIndexedList
:
public
itk
::
LightObject
{
public:
/** Standard typedefs */
typedef
GreyLevelCooccurrenceIndexedList
Self
;
typedef
itk
::
LightObject
Superclass
;
typedef
itk
::
SmartPointer
<
Self
>
Pointer
;
typedef
itk
::
SmartPointer
<
const
Self
>
ConstPointer
;
/** Creation through the object factory */
itkNewMacro
(
Self
);
/** RTTI */
itkTypeMacro
(
GreyLevelCooccurrenceIndexedList
,
itk
::
LightObject
);
typedef
THistogram
HistogramType
;
typedef
typename
HistogramType
::
RelativeFrequencyType
RelativeFrequencyType
;
typedef
typename
HistogramType
::
TotalAbsoluteFrequencyType
TotalAbsoluteFrequencyType
;
typedef
typename
HistogramType
::
IndexType
IndexType
;
typedef
typename
HistogramType
::
SizeType
SizeType
;
typedef
typename
IndexType
::
ValueType
IndexValueType
;
typedef
typename
HistogramType
::
InstanceIdentifier
InstanceIdentifier
;
/** struct to hold non-zero frequency and its index in the histogram */
struct
CooccurrencePairType
{
IndexType
index
;
RelativeFrequencyType
frequency
;
};
/** Lookup array used to store the index of the given pixel pair. Size of
* LookupAray is equal to the nbins * nbins. Values in the array represents 1D
* index of the elements in the Histogram */
typedef
itk
::
Array
<
int
>
LookupArrayType
;
/** std::vector to hold CooccurrencePairType. Index of the array where the
* cooccurrence is stored is saved in the LookupArrayType.*/
typedef
std
::
vector
<
CooccurrencePairType
>
VectorType
;
/** Get the total frequency of Co-occurrence pairs. */
itkGetMacro
(
TotalFrequency
,
TotalAbsoluteFrequencyType
);
GreyLevelCooccurrenceIndexedList
();
~
GreyLevelCooccurrenceIndexedList
()
{
}
/** Fill m_LookupArray with -1 and set m_TotalFreqency to zero */
void
Initialize
(
SizeType
size
,
bool
symmetry
=
true
);
/** Get std::vector containing non-zero co-occurrence pairs */
VectorType
GetVector
();
/** Add the CooccurrencePairType to list. Next occurrence of same index is
* checked via m_LookupArray value and the correspoding frequency value is
* incremented. If m_Symmetry is true the co-occurrence pair is added again */
void
AddPairToList
(
IndexType
index
);
/** Update frequency of the pair with given index */
void
AddIndex
(
IndexType
index
);
/* Get the frequency value from Vector with index =[j,i] */
RelativeFrequencyType
GetFrequency
(
IndexValueType
i
,
IndexValueType
j
);
/* Get the frequency value from Vector with index =[j,i] from given
* vector. This is used if we have a copy of m_Vector normalized. */
RelativeFrequencyType
GetFrequency
(
IndexValueType
i
,
IndexValueType
j
,
const
VectorType
&
vect
)
const
;
private
:
/* Store the total frequency of co-occurrence pairs in GreyLevelCooccureneIndexedList class */
TotalAbsoluteFrequencyType
m_TotalFrequency
;
/** LookupArray instance */
LookupArrayType
m_LookupArray
;
/* std::vector holding actual co-occurrence pairs */
VectorType
m_Vector
;
/* Size instance */
SizeType
m_Size
;
bool
m_Symmetry
;
};
}
// End namespace otb
#ifndef OTB_MANUAL_INSTANTIATION
#include
"otbGreyLevelCooccurrenceIndexedList.txx"
#endif
#endif
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Code/FeatureExtraction/otbGreyLevelCooccurrenceIndexedList.txx
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71b42690
/*=========================================================================
Program: ORFEO Toolbox
Language: C++
Date: $Date$
Version: $Revision$
Copyright (c) Centre National d'Etudes Spatiales. All rights reserved.
See OTBCopyright.txt 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 __otbGreyLevelCooccurrenceIndexedList_txx
#define __otbGreyLevelCooccurrenceIndexedList_txx
#include "otbGreyLevelCooccurrenceIndexedList.h"
namespace otb
{
template <class THistogram >
GreyLevelCooccurrenceIndexedList<THistogram>
::GreyLevelCooccurrenceIndexedList()
: m_Size(2)
, m_Symmetry(true)
{
}
template <class THistogram >
void
GreyLevelCooccurrenceIndexedList<THistogram>
::Initialize(SizeType size, bool symmetry)
{
m_Size = size;
m_Symmetry = symmetry;
m_LookupArray = LookupArrayType(size[0] * size[1]);
m_LookupArray.Fill(-1);
m_TotalFrequency = 0;
}
template <class THistogram >
typename GreyLevelCooccurrenceIndexedList<THistogram>::RelativeFrequencyType
GreyLevelCooccurrenceIndexedList<THistogram>::
GetFrequency(IndexValueType i, IndexValueType j)
{
double frequency = 0;
InstanceIdentifier instanceId = i * m_Size[0] + j;
if (instanceId < m_LookupArray.size())
{
int findex = m_LookupArray[instanceId];
if(findex > -1 )
frequency = m_Vector[findex].frequency / m_TotalFrequency;
}
return frequency;
}
template <class THistogram >
typename GreyLevelCooccurrenceIndexedList<THistogram>::RelativeFrequencyType
GreyLevelCooccurrenceIndexedList<THistogram>::
GetFrequency(IndexValueType i, IndexValueType j, const VectorType& vect) const
{
double frequency = 0;
InstanceIdentifier instanceId = i * m_Size[0] + j;
if (instanceId < m_LookupArray.size())
{
int findex = m_LookupArray[instanceId];
if(findex > -1 )
frequency = vect[findex].frequency;
}
return frequency;
}
template <class THistogram >
typename GreyLevelCooccurrenceIndexedList<THistogram>::VectorType
GreyLevelCooccurrenceIndexedList<THistogram>
::GetVector()
{
return m_Vector;
}
template <class THistogram >
void
GreyLevelCooccurrenceIndexedList<THistogram>
::AddPairToList(IndexType index)
{
AddIndex(index);
if( m_Symmetry )
{
typename IndexType::ValueType temp;
temp = index[0];
index[0] = index[1];
index[1] = temp;
AddIndex(index);
}
}
template <class THistogram >
void
GreyLevelCooccurrenceIndexedList<THistogram>
::AddIndex(IndexType index)
{
InstanceIdentifier instanceId = 0;
instanceId = index[1] * m_Size[0] + index[0];
int vindex = m_LookupArray[instanceId];
if( vindex < 0)
{
m_LookupArray[instanceId] = m_Vector.size();
CooccurrencePairType cooccur;
cooccur.index = index;
cooccur.frequency = 1;
m_Vector.push_back(cooccur);
}
else
{
m_Vector[vindex].frequency++;
}
m_TotalFrequency = m_TotalFrequency + 1;
}
} //end namespace otb
#endif
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