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ImFusion SDK 4.3
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#include <ImFusion/Reg/RegistrationFromPredictionMapAlgorithm.h>
Algorithm to register two images based on prediction maps. More...
Inheritance diagram for RegistrationFromPredictionMapAlgorithm:Algorithm to register two images based on prediction maps.
If the prediction maps are not provided, pixel-wise machine learning models are computed on both volumes, which have to output a multi-channel float prediction map. These are internally converted to a label map by thresholding; the reference image one will be converted to a distance volume, the moving one will be sampled as point cloud. Each channel/label will be added with the point-cloud distance to the cost function, which is minimized with a global optimizer.
Public Member Functions | |
| RegistrationFromPredictionMapAlgorithm (SharedImageSet *image, SharedImageSet *imageRef, SharedImageSet *pred, SharedImageSet *predRef) | |
| Constructor with moving and reference image, and optional pre-computed float prediction maps. | |
| ~RegistrationFromPredictionMapAlgorithm () override | |
| Destructor. | |
| void | configure (const Properties *p) override |
| Set one or multiple properties. | |
| void | configuration (Properties *p) const override |
| Retrieve the properties of this object. | |
| std::shared_ptr< Optimizer > | createDefaultOptimizer () const override |
| Creates and configures the global optimizer required for the registration. | |
| OwningDataList | takeOutput () override |
| Return the output data based on the export flags. | |
| void | setErrorFunction (ErrorFunction *ef) |
| Set an optional error function that is used to penalize cost function with e.g. a skin surface distance. | |
| void | setTranslationOnly (bool flag) |
| Set if only translation should be optimized. | |
| double | evaluate (int n, const double *x, double *dx=nullptr) override |
| Evaluate the multipe point cloud post function derived from the predictions. | |
Public Member Functions inherited from OptimizingAlgorithm | |
| void | setOptimizer (std::shared_ptr< Optimizer > opt) |
| Set an optimizer from outside. | |
| std::shared_ptr< Optimizer > | optimizer () |
| Returns the current optimizer. | |
Public Member Functions inherited from Algorithm | |
| Algorithm () | |
| Default constructor will registers a single "compute" action that calls compute() and returns status(). | |
| virtual void | setProgress (Progress *progress) |
| Sets a Progress interface the algorithm can use to notify observers about its computing progress. | |
| Progress * | progress () const |
| Returns the progress interface if set. | |
| virtual int | status () const |
| Indicates the status of the last call to compute(). | |
| virtual bool | survivesDataDeletion (const Data *) const |
| Indicates whether the algorithm can handle (partial) deletion of the specified data, by default this checks whether the data is in the input list. | |
| const FactoryInfo & | factoryInfo () const |
| Returns the record describing how this Algorithm was instantiated by the AlgorithmFactory. | |
| void | setFactoryInfo (const FactoryInfo &value) |
| Sets the record describing how this Algorithm was instantiated by the AlgorithmFactory. | |
| Status | runAction (const std::string &id) |
Run the action with name id if it exists. | |
| const std::vector< Action > & | actions () |
| Get a mapping from Action id to Action as registered in this algorithm. | |
Public Member Functions inherited from Configurable | |
| virtual void | configureDefaults () |
| Retrieve the properties of this object, replaces values with their defaults and sets it again. | |
| void | registerParameter (ParameterBase *param) |
| Register the given Parameter or SubProperty, so that it will be configured during configure()/configuration(). | |
| void | unregisterParameter (const ParameterBase *param) |
| Remove the given Parameter or SubProperty from the list of registered parameters. | |
| Configurable (const Configurable &rhs) | |
| Configurable (Configurable &&rhs) noexcept | |
| Configurable & | operator= (const Configurable &) |
| Configurable & | operator= (Configurable &&) noexcept |
Protected Member Functions | |
| virtual void | processLabel (TypedImage< unsigned char > &label, int channel, bool isReference, Data::Modality modality) |
| Analyze and process a single label of either reference or moving image, adding to the data to be exported. | |
| PointDistanceReg * | createCostFunctionFromPredictions (int classIndex, std::vector< std::unique_ptr< TypedImage< float > > > &distMaps) |
| Convert machine learning model output to point-distance registration instances used for optimization. | |
Protected Member Functions inherited from Algorithm | |
| void | loadDefaults () |
| void | registerAction (const std::string &id, const std::string &guiName, const std::function< Algorithm::Status(void)> &action) |
| Register an action to be run via runAction. | |
| template<typename D> | |
| void | registerAction (const std::string &id, const std::string &guiName, Algorithm::Status(D::*action)(void)) |
| Template version of runAction that can be used with a pointer to a member function. | |
| void | registerAction (const Action &action) |
| Register an action. | |
Methods implementing the algorithm interface | |
| void | compute () override |
| Execute the algorithm. | |
| static bool | createCompatible (const DataList &data, Algorithm **a=0) |
Additional Inherited Members | |
Public Types inherited from Algorithm | |
| enum | Status { Unknown = -1 , Success = 0 , Error = 1 , InvalidInput , IncompleteInput , OutOfMemoryHost , OutOfMemoryGPU , UnsupportedGPU , UnknownAction , AbortedByUser , User = 1000 } |
| Status codes. More... | |
Static Public Member Functions inherited from Algorithm | |
| static bool | createCompatible (const DataList &data, Algorithm **a=nullptr) |
| Factory function to check algorithm compatibility with input data and optionally instantiate it. | |
Public Attributes inherited from Algorithm | |
| Signal | signalOutputChanged |
| Signal should be emitted by Algorithms when their output/result has changed. | |
| Signal | signalParametersChanged |
| Signal should be emitted by Algorithms when their parameter configuration has changed. | |
Public Attributes inherited from Configurable | |
| Signal | signalParametersChanged |
Emitted whenever one of the registered Parameters' or SubPropertys' signalValueChanged signal was emitted. | |
Protected Attributes inherited from OptimizingAlgorithm | |
| std::shared_ptr< Optimizer > | m_opt |
| The optimizer instance. | |
Protected Attributes inherited from Algorithm | |
| std::string | m_name |
| Algorithm name. | |
| Progress * | m_progress = nullptr |
| Non-owing pointer to a progress interface. May be a nullptr. | |
| FactoryInfo | m_factoryInfo = {} |
| Record describing how this algorithm was instantiated by the AlgorithmFactory. | |
| int | m_status = Status::Unknown |
| Algorithm status after last call to compute() | |
| std::vector< Action > | m_actions |
| Map of key given by the id of the action, of the available actions of this algorithm. | |
Protected Attributes inherited from Configurable | |
| std::vector< Param > | m_params |
| List of all registered Parameter and SubProperty instances. | |
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overridevirtual |
Set one or multiple properties.
Reimplemented from OptimizingAlgorithm.
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overridevirtual |
Retrieve the properties of this object.
Reimplemented from OptimizingAlgorithm.
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overridevirtual |
Execute the algorithm.
Implements Algorithm.
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overridevirtual |
Creates and configures the global optimizer required for the registration.
Implements OptimizingAlgorithm.
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overridevirtual |
Return the output data based on the export flags.
Reimplemented from Algorithm.
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overridevirtual |
Evaluate the multipe point cloud post function derived from the predictions.
Implements CostFunction.