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/*=========================================================================
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 otbHooverInstanceFilter_h
#define otbHooverInstanceFilter_h
#include <set>
#include "itkInPlaceLabelMapFilter.h"
#include "itkVariableSizeMatrix.h"
#include "itkVariableLengthVector.h"
namespace otb
{
/** \class HooverInstanceFilter
*
* \brief This class computes the Hoover instances.
*
* The Hoover instances are computed from two segmentations : ground truth (GT) and machine segmentation (MS); and
* a Hoover confusion matrix. It is intended to work with AttributesMapLabelObject, where the Hoover scores will be stored.
* The different instances are :
* - correct detection (a GT region paired with a MS region)
* - under segmentation (a MS region paired with a set of GT regions)
* - over segmentation (a GT region paired with a set of MS regions)
* - missed (a GT region that doesn't belong to any of the previous instances)
* - noise (a MS region that doesn't belong to any of the previous instances)
*
* The corresponding scores are :
* - RC : for correct detection
* - RF : for over segmentation
* - RA : for under segmentation
* - RM : for missed regions (only for GT)
* - RN : for noise regions (only for MS)
*
* These Hoover scores that are stored in the label maps are computed between 0 (if the region doesn't belong to this kind of instance) and 1.
*
* If the user wants to which region labels have been paired, he can set the flag UseExtendedAttributes. The extended attributes contain the
* labels that have been paired in Hoover instances:
* - ATTRIBUTE_CD (correct detection) : label of the corresponding region in the other segmentation
* - ATTRIBUTE_OS[_x] (over segmentation) : label of the opposite over segmented region in GT / labels of the corresponding regions of MS
* - ATTRIBUTE_US[_x] (under segmentation) : labels of the corresponding regions of GT / label of the under segmentated region of MS
* - ATTRIBUTE_M (missed) : missed region own label (in GT)
* - ATTRIBUTE_N (noise) : noise region own label (in MS)
*
* These attributes are handled in a different way than the Hoover scores. The simple presence of an extended attribute in a given region has a
* meaning, regardless of its value. It is assumed that its value always corresponds to an existing region label. This is why these extended
* attributes are not reset but removed before computing Hoover instances.
* (see Hoover et al., "An experimental comparison of range image segmentation algorithms", IEEE PAMI vol. 18, no. 7, July 1996)
*
* \sa HooverMatrixFilter
*
* \ingroup OTBMetrics
*/
template< class TLabelMap >
class ITK_EXPORT HooverInstanceFilter :
public itk::InPlaceLabelMapFilter< TLabelMap >
{
public:
/** Standard class typedefs. */
typedef HooverInstanceFilter Self;
typedef itk::InPlaceLabelMapFilter< TLabelMap > Superclass;
typedef itk::SmartPointer<Self> Pointer;
typedef itk::SmartPointer<const Self> ConstPointer;
/** Standard New method. */
itkNewMacro(Self);
/** Run-time type information (and related methods). */
itkTypeMacro(HooverInstanceFilter, InPlaceLabelMapFilter);
/** Some convenient typedefs. */
typedef TLabelMap LabelMapType;
typedef typename LabelMapType::Pointer LabelMapPointer;
typedef typename LabelMapType::ConstIterator ConstIteratorType;
typedef typename LabelMapType::Iterator IteratorType;
typedef typename LabelMapType::LabelObjectType LabelObjectType;
typedef typename LabelObjectType::AttributeType AttributeType;
typedef typename LabelObjectType::AttributesValueType AttributesValueType;
typedef typename LabelMapType::LabelVectorType LabelVectorType;
typedef typename LabelMapType::RegionType ImageRegionType;
//typedef typename LabelObjectType::LineContainerType LineContainerType;
typedef typename LabelObjectType::IndexType IndexType;
typedef typename LabelObjectType::LabelType LabelType;
typedef unsigned long CoefficientType;
typedef itk::VariableSizeMatrix<CoefficientType> MatrixType;
typedef itk::VariableLengthVector<CoefficientType> CardinalVector;
typedef std::set<CoefficientType> RegionSetType;
typedef std::vector<LabelObjectType*> ObjectVectorType;
void SetGroundTruthLabelMap(const LabelMapType *gt);
void SetMachineSegmentationLabelMap(const LabelMapType *ms);
const LabelMapType* GetGroundTruthLabelMap();
LabelMapType* GetMachineSegmentationLabelMap();
LabelMapType* GetOutputGroundTruthLabelMap();
LabelMapType* GetOutputMachineSegmentationLabelMap();
itkSetMacro(HooverMatrix, MatrixType);
itkGetMacro(HooverMatrix, MatrixType);
itkSetMacro(Threshold, double);
itkGetMacro(Threshold, double);
itkSetMacro(UseExtendedAttributes, bool);
itkGetMacro(UseExtendedAttributes, bool);
/** Get the average scores (after filter update) */
itkGetMacro(MeanRC, AttributesValueType);
itkGetMacro(MeanRF, AttributesValueType);
itkGetMacro(MeanRA, AttributesValueType);
itkGetMacro(MeanRM, AttributesValueType);
itkGetMacro(MeanRN, AttributesValueType);
enum AttributeTypes {
ATTRIBUTE_CD=100,
ATTRIBUTE_OS,
ATTRIBUTE_US,
ATTRIBUTE_M,
ATTRIBUTE_N,
ATTRIBUTE_RC,
ATTRIBUTE_RF,
ATTRIBUTE_RA,
ATTRIBUTE_RM,
ATTRIBUTE_RN
};
static std::string GetNameFromAttribute( const AttributeType & a )
{
std::string name;
switch( a )
{
case ATTRIBUTE_CD: name = "HooverInstance_Ext_CD"; break;
case ATTRIBUTE_OS: name = "HooverInstance_Ext_OS"; break;
case ATTRIBUTE_US: name = "HooverInstance_Ext_US"; break;
case ATTRIBUTE_M: name = "HooverInstance_Ext_M"; break;
case ATTRIBUTE_N: name = "HooverInstance_Ext_N"; break;
case ATTRIBUTE_RC: name = "HooverInstance_RC"; break;
case ATTRIBUTE_RF: name = "HooverInstance_RF"; break;
case ATTRIBUTE_RA: name = "HooverInstance_RA"; break;
case ATTRIBUTE_RM: name = "HooverInstance_RM"; break;
case ATTRIBUTE_RN: name = "HooverInstance_RN"; break;
}
return name;
}
static AttributeType GetAttributeFromName( const std::string & name )
{
if ( name == "HooverInstance_Ext_CD" )
{
return ATTRIBUTE_CD;
}
else if ( name == "HooverInstance_Ext_OS" )
{
return ATTRIBUTE_OS;
}
else if ( name == "HooverInstance_Ext_US" )
{
return ATTRIBUTE_US;
}
else if ( name == "HooverInstance_Ext_M" )
{
return ATTRIBUTE_M;
}
else if ( name == "HooverInstance_Ext_N" )
{
return ATTRIBUTE_N;
}
else if ( name == "HooverInstance_RC" )
{
return ATTRIBUTE_RC;
}
else if ( name == "HooverInstance_RF" )
{
return ATTRIBUTE_RF;
}
else if ( name == "HooverInstance_RA" )
{
return ATTRIBUTE_RA;
}
else if ( name == "HooverInstance_RM" )
{
return ATTRIBUTE_RM;
}
else if ( name == "HooverInstance_RN" )
{
return ATTRIBUTE_RN;
}
}
protected:
HooverInstanceFilter();
~HooverInstanceFilter() ITK_OVERRIDE {};
/** Re implement the allocate output method to handle the second output correctly */
void AllocateOutputs() ITK_OVERRIDE;
/** Re implement the release input method to handle the second input correctly */
void ReleaseInputs() ITK_OVERRIDE;
/** Actions :
* - Fill cardinalities of GT regions
*/
void ThreadedProcessLabelObject( LabelObjectType * labelObject ) ITK_OVERRIDE;
/** Actions:
* - Check matrix size
* - Init cardinalities lists
* - Fill cardinalities list for MS (GT is done by ThreadedProcessLabelObject)
*/
void BeforeThreadedGenerateData() ITK_OVERRIDE;
/** Actions :
* - Compute Hoover instances
*/
void AfterThreadedGenerateData() ITK_OVERRIDE;
private:
/** number of regions (label objects) found in ground truth (GT) */
unsigned long m_NumberOfRegionsGT;
/** number of regions (label objects) found in machine segmentation (MS) */
unsigned long m_NumberOfRegionsMS;
/** List of labels in GT segmentation */
LabelVectorType m_LabelsGT;
/** Hoover confusion matrix computed between GT and MS*/
MatrixType m_HooverMatrix;
/** List of region sizes in GT */
CardinalVector m_CardRegGT;
/** List of region sizes in MS */
CardinalVector m_CardRegMS;
/** Threshold used to compute Hoover instances */
double m_Threshold;
/** Flag to output additional information in label maps */
bool m_UseExtendedAttributes;
/** Average score for correct detection on the whole segmentation */
AttributesValueType m_MeanRC;
/** Average score for over segmentation on the whole segmentation */
AttributesValueType m_MeanRF;
/** Average score for under segmentation on the whole segmentation */
AttributesValueType m_MeanRA;
/** Average score for missed detection on the whole segmentation */
AttributesValueType m_MeanRM;
/** Average score for noise on the whole segmentation */
AttributesValueType m_MeanRN;
};
}
#ifndef OTB_MANUAL_INSTANTIATION
#include "otbHooverInstanceFilter.txx"
#endif
#endif
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