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*
* Copyright Insight Software Consortium
*
* 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
*
* http://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 itkObjectToObjectMultiMetricv4_h
#define itkObjectToObjectMultiMetricv4_h
#include "itkObjectToObjectMetric.h"
#include "itkArray.h"
#include <deque>
namespace itk
{
/** \class ObjectToObjectMultiMetricv4
* \brief This class takes one ore more ObjectToObject metrics and assigns weights to their derivatives
* to compute a single result.
*
* This class takes N ObjectToObject-derived component metrics and assigns a weight to each of the metrics'
* derivatives. It then computes a weighted measure of the metric. The GetValue() and
* GetValueAndDerivative() methods compute the measure and derivative using the following calculation:
*
* metric value = Sum_j ( w_j * M_j ) (see important note below)
*
* and the GetDerivative() method computes the derivative by computing:
*
* derivative = Sum_j ( w_j * dM_j / ||dM_j|| ) * ( Sum_j( ||dM_j|| ) / J )
*
* \note The metric value is unit-less, and thus it is difficult to compute a combined metric.
* This metric returns the metric value in three ways:
* 1) GetValue() returns the computed value of only the *first* component metric. This result
* is stored in m_Value and also returned by GetCurrentValue().
* 2) GetValueArray() returns an itkArray of metric values, one for each component metric. It
* only has meaning after a call to GetValue(), GetDerivative() or GetValueAndDerivative().
* 3) GetWeightedValue() returns a combined metric value of all component metrics, using the
* assigned weights. It only has meaning after a call to GetValue(), GetDerivative()
* or GetValueAndDerivative().
*
* The assigned weights are normalized internally to sum to one before use, and the weights
* default to 1/N, where N is the number of component metrics.
*
* \note Each component metric must use the same transform parameters object. That is, each metric
* must be evaluating the same parameters by evaluating the same transform. Except, if a component
* transform is a CompositeTransform, in which case it must be set to optimize a single transform,
* and that transform must be the same as the transform in other component metrics.
*
* \note Each component metric must be setup independently, except for the metric transforms
* which can optionally be set from this class. That is, each component's images or point sets,
* fixed transforms and options must be set independently. The only methods in this metric for setting
* up the component metrics is SetMovingTransform(). The corresponding
* Set accesor is also available. When Set{Fixed/Moving}Transform() is not used
* this metric's m_{Fixed/Moving}Transform member is assigned to the
* fixed/moving transform assigned to the first component metric.
*
* Each component will be initialized by this metric in the call to Initialize().
*
* \note When used with an itkRegistrationParameterScalesEstimator estimator, and the multi-metric
* holds one or more point-set metrics, the user must assign a virtual domain point set for sampling
* to ensure proper sampling within the point set metrics. In order to generate valid shift estimations,
* such a virtual domain point set must include mapped points from the fixed point set.
* See RegistrationParameterScalesEstimator::SetVirtualDomainPointSet() and
* PointSetToPointSetMetricv4::GetVirtualTransformedPointSet(). If there are two different point sets,
* then the virtual domain point set should be a union of the two for completeness.
*
* \note If the user does not explicitly assign a virtual domain, then the first valid virtual
* domain found in the component metrics will be used a virtual domain for this multi-metric,
* which will be queried by classes such as registration parameter estimators.
* Each componenet metric will still use its own virtual domain for internal calculations when
* evaluated, so it is possible to use different virtual domains for each metric if desired.
* If no component metric has a virtual domain defined, then by default the virtual domain is
* unbounded.
* When the transform is high dimensional (e.g. DisplacementFieldTransform) then there must
* be a virtual domain that matches the space of the transform field. Note that when used
* with a DisplacementFieldTransform, both Image and PointSet metrics will automatically
* create a matching virtual domain during initialization if one has not been assigned by the user.
*
* \ingroup ITKMetricsv4
*/
template<unsigned int TFixedDimension, unsigned int TMovingDimension, typename TVirtualImage = Image<double, TFixedDimension>, class TInternalComputationValueType = double >
class ObjectToObjectMultiMetricv4:
public ObjectToObjectMetric<TFixedDimension, TMovingDimension, TVirtualImage, TInternalComputationValueType>
{
public:
/** Standard class typedefs */
typedef ObjectToObjectMultiMetricv4 Self;
typedef ObjectToObjectMetric<TFixedDimension, TMovingDimension, TVirtualImage, TInternalComputationValueType> Superclass;
typedef SmartPointer<Self> Pointer;
typedef SmartPointer<const Self> ConstPointer;
/** Run-time type information (and related methods). */
itkTypeMacro(ObjectToObjectMultiMetricv4, ObjectToObjectMetric);
/** New macro for creation of through a Smart Pointer */
itkNewMacro( Self );
/** Types inherited from Superclass. */
typedef typename Superclass::MeasureType MeasureType;
typedef typename Superclass::DerivativeType DerivativeType;
typedef typename Superclass::DerivativeValueType DerivativeValueType;
typedef typename Superclass::ParametersType ParametersType;
typedef typename Superclass::ParametersValueType ParametersValueType;
typedef typename Superclass::NumberOfParametersType NumberOfParametersType;
typedef typename Superclass::CoordinateRepresentationType CoordinateRepresentationType;
typedef typename Superclass::MovingTransformType MovingTransformType;
typedef typename Superclass::FixedTransformType FixedTransformType;
/** typedefs related to the metric queue */
typedef Superclass MetricType;
typedef typename MetricType::Pointer MetricBasePointer;
typedef typename MetricType::ConstPointer MetricBaseConstPointer;
typedef std::deque<MetricBasePointer> MetricQueueType;
typedef typename Superclass::ObjectType ObjectType;
typedef typename DerivativeType::ValueType WeightValueType;
typedef Array<WeightValueType> WeightsArrayType;
typedef Array<MeasureType> MetricValueArrayType;
itkSetMacro(MetricWeights,WeightsArrayType);
itkGetMacro(MetricWeights,WeightsArrayType);
/** Add a metric to the queue */
void AddMetric( MetricType* metric );
/** Clear the metric queue */
void ClearMetricQueue();
/** Get the number of metrics */
SizeValueType GetNumberOfMetrics() const;
void Initialize(void) throw ( itk::ExceptionObject ) ITK_OVERRIDE;
/** Set fixed object (image, point set, etc.)*/
virtual void SetFixedObject( const ObjectType *itkNotUsed( object ) ) ITK_OVERRIDE
{
itkExceptionMacro( "A single object should not be specified for the multi metric.");
}
/** Set moving object (image, point set, etc.)*/
virtual void SetMovingObject( const ObjectType *itkNotUsed( object ) ) ITK_OVERRIDE
{
itkExceptionMacro( "A single object should not be specified for the multi metric.");
}
/** Set each of the component metrics to use this moving transform. */
virtual void SetMovingTransform( MovingTransformType * ) ITK_OVERRIDE;
/** Set each of the component metrics to use this fixed transform. */
virtual void SetFixedTransform( FixedTransformType * ) ITK_OVERRIDE;
/** Evaluate the metrics and return the value of only the *first* metric.
* \sa GetValueArray
* \sa GetWeightedValue
*/
MeasureType GetValue() const ITK_OVERRIDE;
virtual void GetDerivative( DerivativeType & ) const ITK_OVERRIDE;
/** Evaluate the metric value and derivative.
* \note \param value will contain the value of only the *first* metric on return.
* \param derivative holds the combined derivative on return.
*
* \sa GetValueArray
* \sa GetWeightedValue */
void GetValueAndDerivative(MeasureType & value, DerivativeType & derivative) const ITK_OVERRIDE;
/** Returns an itkArray of metric values, one for each component metric. It
* only has meaning after a call to GetValue(), GetDerivative() or GetValueAndDerivative(). */
MetricValueArrayType GetValueArray() const;
/** Returns a combined metric value of all component metrics, using the
* assigned weights. It only has meaning after a call to GetValue(), GetDerivative() or GetValueAndDerivative(). */
MeasureType GetWeightedValue() const;
/** Get the metrics queue */
const MetricQueueType & GetMetricQueue() const;
virtual bool SupportsArbitraryVirtualDomainSamples( void ) const ITK_OVERRIDE;
typedef typename Superclass::MetricCategoryType MetricCategoryType;
/** Get metric category */
virtual MetricCategoryType GetMetricCategory() const ITK_OVERRIDE
{
return Superclass::MULTI_METRIC;
}
protected:
ObjectToObjectMultiMetricv4();
virtual ~ObjectToObjectMultiMetricv4();
void PrintSelf(std::ostream & os, Indent indent) const ITK_OVERRIDE;
private:
ObjectToObjectMultiMetricv4(const Self &) ITK_DELETE_FUNCTION;
void operator=(const Self &) ITK_DELETE_FUNCTION;
MetricQueueType m_MetricQueue;
WeightsArrayType m_MetricWeights;
mutable MetricValueArrayType m_MetricValueArray;
};
} //end namespace itk
#ifndef ITK_MANUAL_INSTANTIATION
#include "itkObjectToObjectMultiMetricv4.hxx"
#endif
#endif
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