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/*=========================================================================
*
* Copyright NumFOCUS
*
* Licensed under the Apache License, Version 2.0 (the "License");
* you may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* https://www.apache.org/licenses/LICENSE-2.0.txt
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
*=========================================================================*/
#ifndef itkJointDomainImageToListSampleAdaptor_h
#define itkJointDomainImageToListSampleAdaptor_h
#include "itkPoint.h"
#include "itkPixelTraits.h"
#include "itkImageRegionConstIteratorWithIndex.h"
#include "itkImageRegionIterator.h"
#include "itkListSample.h"
namespace itk
{
namespace Statistics
{
/** \class ImageJointDomainTraits
* \brief This class provides the type definition for the measurement
* vector in the joint domain (range domain -- pixel values + spatial
* domain -- pixel's physical coordinates).
*
* \sa JointDomainImageToListSampleAdaptor
* \ingroup ITKStatistics
*/
template <typename TImage>
struct ImageJointDomainTraits
{
using Self = ImageJointDomainTraits;
using PixelTraitsType = PixelTraits<typename TImage::PixelType>;
using RangeDomainMeasurementType = typename PixelTraitsType::ValueType;
static constexpr unsigned int ImageDimension = TImage::ImageDimension;
static constexpr unsigned int Dimension = TImage::ImageDimension + PixelTraitsType::Dimension;
using CoordinateRepType = float;
using PointType = Point<CoordinateRepType, Self::ImageDimension>;
using JoinTraitsType = JoinTraits<RangeDomainMeasurementType, CoordinateRepType>;
using MeasurementType = typename JoinTraitsType::ValueType;
using MeasurementVectorType = FixedArray<MeasurementType, Self::Dimension>;
}; // end of ImageJointDomainTraits
/** \class JointDomainImageToListSampleAdaptor
* \brief This adaptor returns measurement vectors composed of an
* image pixel's range domain value (pixel value) and spatial domain
* value (pixel's physical coordinates).
*
* This class is a derived class of the ListSample class. This class
* overrides the GetMeasurementVector method. The GetMeasurementVector
* returns a measurement vector that consist of a pixel's physical
* coordinates and intensity value. For example, if the image
* dimension is 3, and the pixel value is two component vector, the
* measurement vector is a 5 component vector. The first three
* component will be x, y, z physical coordinates (not index) and the
* rest two component is the pixel values. The type of component is
* float or which is determined by the ImageJointDomainTraits
* class. When the pixel value type is double, the component value
* type of a measurement vector is double. In other case, the
* component value type is float because the physical coordinate value
* type is float. Since the measurement vector is a composition of
* spatial domain and range domain, for many statistical analysis, we
* want to normalize the values from both domains. For this purpose,
* there is the SetNormalizationFactors method. With the above example
* (5 component measurement vector), you can specify a 5 component
* normalization factor array. With such factors, the
* GetMeasurementVector method returns a measurement vector whose each
* component is divided by the corresponding component of the factor array.
*
* \sa Sample, ListSample, ImageToListSampleAdaptor
* \ingroup ITKStatistics
*/
template <typename TImage>
class ITK_TEMPLATE_EXPORT JointDomainImageToListSampleAdaptor
: public ListSample<typename ImageJointDomainTraits<TImage>::MeasurementVectorType>
{
public:
ITK_DISALLOW_COPY_AND_MOVE(JointDomainImageToListSampleAdaptor);
/** Standard class type aliases */
using Self = JointDomainImageToListSampleAdaptor;
using Superclass = ListSample<typename ImageJointDomainTraits<TImage>::MeasurementVectorType>;
using Pointer = SmartPointer<Self>;
using ConstPointer = SmartPointer<const Self>;
using ImageJointDomainTraitsType = ImageJointDomainTraits<TImage>;
using MeasurementVectorType = typename ImageJointDomainTraitsType::MeasurementVectorType;
using MeasurementType = typename ImageJointDomainTraitsType::MeasurementType;
using RangeDomainMeasurementType = typename ImageJointDomainTraitsType::RangeDomainMeasurementType;
using PointType = typename ImageJointDomainTraitsType::PointType;
using CoordinateRepType = typename ImageJointDomainTraitsType::CoordinateRepType;
/** \see LightObject::GetNameOfClass() */
itkOverrideGetNameOfClassMacro(JointDomainImageToListSampleAdaptor);
/** Method for creation through the object factory. */
itkNewMacro(Self);
/** the number of components in a measurement vector */
static constexpr unsigned int MeasurementVectorSize = ImageJointDomainTraitsType::Dimension;
using typename Superclass::MeasurementVectorSizeType;
/** type alias for Measurement vector, measurement,
* Instance Identifier, frequency, size, size element value */
using typename Superclass::AbsoluteFrequencyType;
using typename Superclass::TotalAbsoluteFrequencyType;
using typename Superclass::InstanceIdentifier;
/** Image type alias */
using ImageType = TImage;
using ImageIteratorType = ImageRegionIterator<ImageType>;
using ImageConstIteratorType = ImageRegionConstIterator<ImageType>;
using ImagePointer = typename ImageType::Pointer;
using ImageConstPointer = typename ImageType::ConstPointer;
using PixelType = typename ImageType::PixelType;
using PixelContainerConstPointer = typename ImageType::PixelContainerConstPointer;
using ImageIndexType = typename ImageType::IndexType;
using ImageSizeType = typename ImageType::SizeType;
using ImageRegionType = typename ImageType::RegionType;
using ValueType = MeasurementVectorType;
/** Method to set the image */
void
SetImage(const TImage * image);
/** Method to get the image */
const TImage *
GetImage() const;
/** returns the number of measurement vectors in this container */
InstanceIdentifier
Size() const override;
/** Get frequency */
AbsoluteFrequencyType
GetFrequency(InstanceIdentifier id) const override;
/** Get total frequency */
TotalAbsoluteFrequencyType
GetTotalFrequency() const override;
static constexpr unsigned int RangeDomainDimension = itk::PixelTraits<typename TImage::PixelType>::Dimension;
using RangeDomainMeasurementVectorType = FixedArray<RangeDomainMeasurementType, Self::RangeDomainDimension>;
using InstanceIdentifierVectorType = std::vector<InstanceIdentifier>;
using NormalizationFactorsType = FixedArray<float, Self::MeasurementVectorSize>;
/** Sets the normalization factors */
void
SetNormalizationFactors(NormalizationFactorsType & factors);
/** Gets the measurement vector specified by the instance
* identifier. This method overrides superclass method. */
const MeasurementVectorType &
GetMeasurementVector(InstanceIdentifier id) const override;
/** Method to set UsePixelContainer flag */
itkSetMacro(UsePixelContainer, bool);
itkGetConstMacro(UsePixelContainer, bool);
itkBooleanMacro(UsePixelContainer);
// void PrintSelf(std::ostream& os, Indent indent) const override;
/** \class ConstIterator
* \brief Const Iterator
* \ingroup ITKStatistics
*/
class ConstIterator
{
friend class JointDomainImageToListSampleAdaptor;
public:
ConstIterator() = delete;
ConstIterator(const JointDomainImageToListSampleAdaptor * adaptor) { *this = adaptor->Begin(); }
ConstIterator(const ConstIterator & iter)
{
m_InstanceIdentifier = iter.m_InstanceIdentifier;
m_Adaptor = iter.m_Adaptor;
}
ConstIterator &
operator=(const ConstIterator & iter)
{
m_InstanceIdentifier = iter.m_InstanceIdentifier;
return *this;
}
AbsoluteFrequencyType
GetFrequency() const
{
return 1;
}
const MeasurementVectorType &
GetMeasurementVector() const
{
m_MeasurementVectorCache = m_Adaptor->GetMeasurementVector(m_InstanceIdentifier);
return this->m_MeasurementVectorCache;
}
InstanceIdentifier
GetInstanceIdentifier() const
{
return m_InstanceIdentifier;
}
ConstIterator &
operator++()
{
++m_InstanceIdentifier;
return *this;
}
bool
operator==(const ConstIterator & it) const
{
return (m_InstanceIdentifier == it.m_InstanceIdentifier);
}
ITK_UNEQUAL_OPERATOR_MEMBER_FUNCTION(ConstIterator);
protected:
// This method should only be available to the ListSample class
ConstIterator(const JointDomainImageToListSampleAdaptor * adaptor, InstanceIdentifier iid)
{
m_Adaptor = adaptor;
m_InstanceIdentifier = iid;
}
private:
mutable MeasurementVectorType m_MeasurementVectorCache;
InstanceIdentifier m_InstanceIdentifier;
const JointDomainImageToListSampleAdaptor * m_Adaptor;
};
/** \class Iterator
* \brief Iterator
* \ingroup ITKStatistics
*/
class Iterator : public ConstIterator
{
friend class JointDomainImageToListSampleAdaptor;
public:
Iterator() = delete;
Iterator(const Self * adaptor) = delete;
Iterator(const ConstIterator & it) = delete;
ConstIterator &
operator=(const ConstIterator & it) = delete;
Iterator(Self * adaptor)
: ConstIterator(adaptor)
{}
Iterator(const Iterator & iter)
: ConstIterator(iter)
{}
Iterator &
operator=(const Iterator & iter)
{
this->ConstIterator::operator=(iter);
return *this;
}
protected:
Iterator(const JointDomainImageToListSampleAdaptor * adaptor, InstanceIdentifier iid)
: ConstIterator(adaptor, iid)
{}
};
/** returns an iterator that points to the beginning of the container */
Iterator
Begin()
{
Iterator iter(this, 0);
return iter;
}
/** returns an iterator that points to the end of the container */
Iterator
End()
{
Iterator iter(this, m_Image->GetPixelContainer()->Size());
return iter;
}
/** returns an iterator that points to the beginning of the container */
ConstIterator
Begin() const
{
ConstIterator iter(this, 0);
return iter;
}
/** returns an iterator that points to the end of the container */
ConstIterator
End() const
{
ConstIterator iter(this, m_Image->GetPixelContainer()->Size());
return iter;
}
protected:
JointDomainImageToListSampleAdaptor();
~JointDomainImageToListSampleAdaptor() override = default;
void
PrintSelf(std::ostream & os, Indent indent) const override;
private:
NormalizationFactorsType m_NormalizationFactors{};
mutable MeasurementVectorType m_TempVector{};
mutable PointType m_TempPoint{};
mutable ImageIndexType m_TempIndex{};
mutable RangeDomainMeasurementVectorType m_TempRangeVector{};
ImageConstPointer m_Image{};
bool m_UsePixelContainer{};
PixelContainerConstPointer m_PixelContainer{};
}; // end of class JointDomainImageToListSampleAdaptor
} // end of namespace Statistics
} // end of namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
# include "itkJointDomainImageToListSampleAdaptor.hxx"
#endif
#endif
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