Proposals:Refactoring Statistics Framework 2007 List of Classifier Related Classes
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Here is the list of ITK classes related to classification
- itkScalarImageKmeansImageFilter
- itkImageClassifierBase
- itkRGBGibbsPriorFilter
- itkBayesianClassifierImageFilter
- itkClassifierBase
- itkMRFImageFilter
- itkBayesianClassifierInitializationImageFilter
- itkSampleClassifierWithMask
- itkSampleClassifier
- itkImageModelEstimatorBase.h
- itkImageGaussianModelEstimator.h
- itkMahalanobisDistanceThresholdImageFunction.h
- itkDistanceToCentroidMembershipFunction.h
- itkDistanceMetric.h
- itkListSample.h
- itkExpectationMaximizationMixtureModelEstimator.h
- itkMembershipFunctionBase.h
- itkMembershipSample.h
- itkGaussianMixtureModelComponent.h
- itkDensityFunction.h
- itkMembershipSampleGenerator.h
- itkMahalanobisDistanceMembershipFunction.h
- itkMixtureModelComponentBase.h
- itkSelectiveSubsampleGenerator.h
- itkMaximumDecisionRule.h
- itkMaximumRatioDecisionRule.h
- itkDecisionRuleBase.h
- itkMinimumDecisionRule.h
Four major function categories
- Distance function ( similarity measure )
- Decision rule
- Classification
- Class model estimation ( Membership function estimation )
- Framework: distance, decision rule, class model estimation
Class | Function | Base class | ||||
---|---|---|---|---|---|---|
itkScalarImageKmeansImageFilter | Framework | ImageToImageFilter | ||||
itkImageClassifierBase | Framework | ClassiferBase | ||||
itkRGBGibbsPriorFilter | ?? | MRFImageFilter | ||||
itkBayesianClassifierImageFilter | Framework | ImageToImageFilter | ||||
itkClassifierBase | Framework | itkLightProcessObject | ||||
itkMRFImageFilter | ||||||
itkBayesianClassifierInitializationImageFilter | Membership function | ImageToImagFilter | ||||
itkSampleClassifierWithMask | Framework | SampleClassifierWithMask | itkSampleClassifier | Framework | ClassiferBase | |
itkImageModelEstimatorBase | ||||||
itkImageGaussianModelEstimator | Decision | itkDecision | ||||
itkMahalanobisDistanceThresholdImageFunction | Decision | itkDecision | ||||
itkDistanceToCentroidMembershipFunction | Decision | itkDecision | ||||
itkDistanceMetric | Decision | itkDecision | ||||
itkExpectationMaximizationMixtureModelEstimator | Decision | itkDecision | ||||
itkMembershipFunctionBase | Decision | itkDecision | ||||
itkMembershipSample | Decision | itkDecision | ||||
itkGaussianMixtureModelComponent | Decision | itkDecision | ||||
itkDensityFunction | Decision | itkDecision | ||||
itkMembershipSampleGenerator | Decision | itkDecision | ||||
itkMahalanobisDistanceMembershipFunction | Decision | itkDecision | ||||
itkMixtureModelComponentBase | Decision | itkDecision | ||||
itkSelectiveSubsampleGenerator | Decision | itkDecision | ||||
itkMaximumDecisionRule | Decision | itkDecision | ||||
itkMaximumRatioDecisionRule | Decision | itkDecision | ||||
itkDecisionRuleBase | Decision | itkDecision | ||||
itkMinimumDecisionRule | Decision | itkDecision | ||||
itkRGBGibbsPriorFilter | Decision | itkDecision | ||||
itkBayesianClassifierImageFilter | Decision | itkDecision | ||||
itkClassifierBase | Decision | itkDecision | ||||
itkMRFImageFilter | Decision | itkDecision | ||||
itkBayesianClassifierInitializationImageFilter | Decision | itkDecision | ||||
itkSampleClassifierWithMask | Decision | itkDecision | ||||
itkSampleClassifier | Decision | itkDecision | ||||
itkImageModelEstimatorBase.h | Decision | itkDecision | ||||
itkImageGaussianModelEstimator.h | Decision | itkDecision | ||||
itkMahalanobisDistanceThresholdImageFunction.h | Decision | itkDecision | ||||
itkDistanceToCentroidMembershipFunction.h | Decision | itkDecision | ||||
itkDistanceMetric.h | Decision | itkDecision | ||||
itkListSample.h | Decision | itkDecision | ||||
itkExpectationMaximizationMixtureModelEstimator.h | Decision | itkDecision | ||||
itkMembershipFunctionBase.h | Decision | itkDecision | ||||
itkMembershipSample.h | Decision | itkDecision | ||||
itkGaussianMixtureModelComponent.h | Decision | itkDecision | ||||
itkDensityFunction.h | Decision | itkDecision | ||||
itkMembershipSampleGenerator.h | Decision | itkDecision | ||||
itkMahalanobisDistanceMembershipFunction.h | Decision | itkDecision | ||||
itkMixtureModelComponentBase.h | Decision | itkDecision | ||||
itkSelectiveSubsampleGenerator.h | Decision | itkDecision | ||||
itkMaximumDecisionRule.h | Decision | itkDecision | ||||
itkMaximumRatioDecisionRule.h | Decision | itkDecision | ||||
itkDecisionRuleBase.h | Decision | itkDecision | ||||
itkMinimumDecisionRule.h | Decision | itkDecision |