Proposals:Refactoring Statistics Framework 2007 List of Classifier Related Classes: Difference between revisions

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| itkDecisionRuleBase || Decision || itkDecision
| itkDecisionRuleBase || Decision || itkDecision
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itkScalarImageKmeansImageFilter
itkScalarImageKmeansImageFilter || Decision || itkDecision
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itkImageClassifierBase
itkImageClassifierBase || Decision || itkDecision
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itkScalarImageKmeansImageFilter
itkScalarImageKmeansImageFilter || Decision || itkDecision
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itk ImageClassifierBase || Decision || itkDecision
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itkImageClassifierBase
itkRGBGibbsPriorFilter || Decision || itkDecision
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itkRGBGibbsPriorFilter
itkBayesianClassifierImageFilter || Decision || itkDecision
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itkBayesianClassifierImageFilter
itkClassifierBase || Decision || itkDecision
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itkClassifierBase
itkMRFImageFilter || Decision || itkDecision
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itkMRFImageFilter
itkBayesianClassifierInitializationImageFilter || Decision || itkDecision
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itkBayesianClassifierInitializationImageFilter
itkSampleClassifierWithMask || Decision || itkDecision
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itkSampleClassifierWithMask
itkSampleClassifier || Decision || itkDecision
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itkSampleClassifier
itkImageModelEstimatorBase  || Decision || itkDecision
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itkImageModelEstimatorBase
itkImageGaussianModelEstimator || Decision || itkDecision
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itkMahalanobisDistanceThresholdImageFunction || Decision || itkDecision
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itkImageGaussianModelEstimator
itkDistanceToCentroidMembershipFunction || Decision || itkDecision
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itkMahalanobisDistanceThresholdImageFunction
itkDistanceMetric  || Decision || itkDecision
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itkDistanceToCentroidMembershipFunction
itkExpectationMaximizationMixtureModelEstimator || Decision || itkDecision
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itkDistanceMetric
itkMembershipFunctionBase || Decision || itkDecision
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itkExpectationMaximizationMixtureModelEstimator
itkMembershipSample || Decision || itkDecision
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itkMembershipFunctionBase
itkGaussianMixtureModelComponent || Decision || itkDecision
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itkMembershipSample
itkDensityFunction || Decision || itkDecision
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itkMembershipSampleGenerator || Decision || itkDecision
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itkGaussianMixtureModelComponent
itkMahalanobisDistanceMembershipFunction || Decision || itkDecision
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itkDensityFunction
itkMixtureModelComponentBase || Decision || itkDecision
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itkMembershipSampleGenerator
itkSelectiveSubsampleGenerator || Decision || itkDecision
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itkMahalanobisDistanceMembershipFunction
itkMaximumDecisionRule || Decision || itkDecision
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itkMixtureModelComponentBase
itkMaximumRatioDecisionRule || Decision || itkDecision
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itkSelectiveSubsampleGenerator
itkDecisionRuleBase || Decision || itkDecision
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itkMaximumDecisionRule
itkMinimumDecisionRule || Decision || itkDecision
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itkMaximumRatioDecisionRule
itkRGBGibbsPriorFilter || Decision || itkDecision
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itkDecisionRuleBase
itkBayesianClassifierImageFilter || Decision || itkDecision
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itkMinimumDecisionRule
itkClassifierBase || Decision || itkDecision
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itkRGBGibbsPriorFilter
itkMRFImageFilter || Decision || itkDecision
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itkBayesianClassifierImageFilter
itkBayesianClassifierInitializationImageFilter || Decision || itkDecision
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itkClassifierBase
itkSampleClassifierWithMask || Decision || itkDecision
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itkSampleClassifier || Decision || itkDecision
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itkMRFImageFilter
itkImageModelEstimatorBase.h || Decision || itkDecision
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itkBayesianClassifierInitializationImageFilter
itkImageGaussianModelEstimator.h || Decision || itkDecision
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itkSampleClassifierWithMask
itkMahalanobisDistanceThresholdImageFunction.h || Decision || itkDecision
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itkSampleClassifier
itkDistanceToCentroidMembershipFunction.h || Decision || itkDecision
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itkImageModelEstimatorBase.h
itkDistanceMetric.h || Decision || itkDecision
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itkImageGaussianModelEstimator.h
itkListSample.h || Decision || itkDecision
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itkMahalanobisDistanceThresholdImageFunction.h
itkExpectationMaximizationMixtureModelEstimator.h || Decision || itkDecision
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itkDistanceToCentroidMembershipFunction.h
itkMembershipFunctionBase.h || Decision || itkDecision
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itkDistanceMetric.h
itkMembershipSample.h || Decision || itkDecision
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itkListSample.h
itkGaussianMixtureModelComponent.h || Decision || itkDecision
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itkExpectationMaximizationMixtureModelEstimator.h
itkDensityFunction.h || Decision || itkDecision
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itkMembershipFunctionBase.h
itkMembershipSampleGenerator.h || Decision || itkDecision
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itkMembershipSample.h
itkMahalanobisDistanceMembershipFunction.h || Decision || itkDecision
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itkGaussianMixtureModelComponent.h
itkMixtureModelComponentBase.h || Decision || itkDecision
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itkDensityFunction.h
itkSelectiveSubsampleGenerator.h || Decision || itkDecision
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itkMaximumDecisionRule.h || Decision || itkDecision
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itkMembershipSampleGenerator.h
itkMaximumRatioDecisionRule.h || Decision || itkDecision
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itkMahalanobisDistanceMembershipFunction.h
itkDecisionRuleBase.h || Decision || itkDecision
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itkMixtureModelComponentBase.h
itkMinimumDecisionRule.h || Decision || itkDecision
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itkSelectiveSubsampleGenerator.h
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itkMaximumDecisionRule.h
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itkMaximumRatioDecisionRule.h
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itkDecisionRuleBase.h
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itkMinimumDecisionRule.h
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Revision as of 20:13, 16 July 2008

Here is the list of ITK classes related to classification

  1. itkScalarImageKmeansImageFilter
  2. itkImageClassifierBase
  3. itkRGBGibbsPriorFilter
  4. itkBayesianClassifierImageFilter
  5. itkClassifierBase
  6. itkMRFImageFilter
  7. itkBayesianClassifierInitializationImageFilter
  8. itkSampleClassifierWithMask
  9. itkSampleClassifier
  10. itkImageModelEstimatorBase.h
  11. itkImageGaussianModelEstimator.h
  12. itkMahalanobisDistanceThresholdImageFunction.h
  13. itkDistanceToCentroidMembershipFunction.h
  14. itkDistanceMetric.h
  15. itkListSample.h
  16. itkExpectationMaximizationMixtureModelEstimator.h
  17. itkMembershipFunctionBase.h
  18. itkMembershipSample.h
  19. itkGaussianMixtureModelComponent.h
  20. itkDensityFunction.h
  21. itkMembershipSampleGenerator.h
  22. itkMahalanobisDistanceMembershipFunction.h
  23. itkMixtureModelComponentBase.h
  24. itkSelectiveSubsampleGenerator.h
  25. itkMaximumDecisionRule.h
  26. itkMaximumRatioDecisionRule.h
  27. itkDecisionRuleBase.h
  28. itkMinimumDecisionRule.h

Four major function categories

  1. Distance function ( similarity measure )  : Distance
  2. Decision rule  : Decision
  3. Classification  : Classification
  4. Class model estimation ( Membership function estimation ) : Estimation
itkScalarImageKmeansImageFilter || Decision || itkDecision itkImageClassifierBase || Decision || itkDecision itkScalarImageKmeansImageFilter || Decision || itkDecision itk ImageClassifierBase || Decision || itkDecision itkRGBGibbsPriorFilter || Decision || itkDecision itkBayesianClassifierImageFilter || Decision || itkDecision itkClassifierBase || Decision || itkDecision itkMRFImageFilter || Decision || itkDecision itkBayesianClassifierInitializationImageFilter || Decision || itkDecision itkSampleClassifierWithMask || Decision || itkDecision itkSampleClassifier || Decision || itkDecision itkImageModelEstimatorBase || Decision || itkDecision 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
Class Function Base class
itkDecisionRuleBase Decision itkDecision