An Empirical Optimization to Logistic Classification Model

Antonio Carlos Senra Filho1*
1.University of Sao Paulo
Abstract
An Empirical Optimization to Logistic Classification Model

Abstract

Recently, the scientific community has been proposing several automatic algorithms to biomedical image segmentation procedure, being an interesting and helpful approach to assist both technicians and radiologists in this time-consuming and subjective task. One of these interesting and widely used image segmentation method could be the voxel intensity-based algorithms, e.g. image histogram threshold methods, which have been intensively improved in the past decades. Recently, an interesting approach that gained focus is the logistic classification (LC) for object detection in biomedical images. Even though the general concept behind the LC method is fairly known, the proper method's optimization still commonly adjusted by hand which naturally adds a level of uncertainty and subjectivity in the general segmentation performance. Therefore, an empirical LC optimization is presented, offering a ITK class that performs the LC parameters optimization based on empirical input data analysis. It is worth mentioning that the LogisticContrastEnhancementImageFilter class showed here is also applied on others computational problems, being briefly explained in this document.

Keywords

Unsupervised learningClassification
Manuscript
Source Code and Data

Source Code and Data

ExamplesFeaturesAutomaticConductanceImageCalculatorCMakeLists.txt712 BMain.cpp1.8 KBDIffusionSelfInformationMappingCMakeLists.txt714 BMain.cpp2.8 KBDiffusionEntropyMappingCMakeLists.txt707 BMain.cpp2.3 KBEntropyCalculatorCMakeLists.txt753 BMain.cpp2.2 KBGlobalLogisticContrastEnhancementImageFilterCMakeLists.txt757 BMain.cpp1.9 KBLogisticContrastEnhancementImageFilterCMakeLists.txt727 BMain.cpp2 KBQualityImageFilterCMakeLists.txt627 BMain.cpp1.8 KBSampEn3DImageCalculatorCMakeLists.txt652 BMain.cpp1.4 KBSigmoidParametersOptimizationImageCalculatorCMakeLists.txt757 BMain.cpp1.5 KBFilteringAnisotropicAnomalousDiffusionImageFilterCMakeLists.txt737 BMain.cpp1.9 KBIsotropicAnomalousDiffusionImageFilterCMakeLists.txt727 BMain.cpp1.9 KBSegmentationGeneralizedEntropyThresholdImageFilterCMakeLists.txt824 BMain.cpp1.9 KBMultipleLogisticClassificationImageFilterCMakeLists.txt742 BMain.cpp2.2 KBREADME.txt315 BModulesFilteringAnisotropicAnomalousDiffusionImageFilteritkAnisotropicAnomalousDiffusionImageFilter.h3.5 KBitkAnisotropicAnomalousDiffusionImageFilter.hxx5.9 KBDiffusionParametricLogisticImageFilteritkDiffusionParametricLogisticImageFilter.h5.1 KBitkDiffusionParametricLogisticImageFilter.hxx18.5 KBIsotropicAnomalousDiffusionImageFilteritkIsotropicAnomalousDiffusionImageFilter.h2.8 KBitkIsotropicAnomalousDiffusionImageFilter.hxx4.7 KBFeaturesAutomaticConductanceImageCalculatoritkAutomaticConductanceImageCalculator.h4.4 KBitkAutomaticConductanceImageCalculator.hxx7.8 KBDiffusionComplexityMappingitkDiffusionComplexityMappingImageFilter.h5.7 KBitkDiffusionComplexityMappingImageFilter.hxx24 KBDiffusionEntropyMappingitkDiffusionEntropyMappingImageFilter.h5.1 KBitkDiffusionEntropyMappingImageFilter.hxx17.8 KBDiffusionSelfInformationMappingitkDiffusionSelfInformationMappingImageFilter.h5.7 KBitkDiffusionSelfInformationMappingImageFilter.hxx19.5 KBEntropyCalculatoritkModifiedMultiscaleEntropy2DImageCalculator.h5 KBitkModifiedMultiscaleEntropy2DImageCalculator.hxx8.4 KBitkSampEn2DImageCalculator.h4.7 KBitkSampEn2DImageCalculator.hxx11 KBGlobalLogisticContrastEnhancementImageFilteritkGlobalLogisticContrastEnhancementImageFilter.h3.9 KBitkGlobalLogisticContrastEnhancementImageFilter.hxx4.9 KBLogisticContrastEnhancementImageFilteritkLogisticContrastEnhancementImageFilter.hxx7.7 KBitkLogisticContrastEnhancementImageFilter.h4.2 KBQualityImageFilteritkQualityImageFilter.hxx7.6 KBitkQualityImageFilter.h1.6 KBSegmentationGeneralizedEntropyThresholdImageFilteritkGeneralizedEntropyThresholdImageCalculator.h3.3 KBitkGeneralizedEntropyThresholdImageCalculator.hxx5.8 KBitkGeneralizedEntropyThresholdImageFilter.h4.5 KBitkGeneralizedEntropyThresholdImageFilter.hxx3 KBMultipleLogisticClassificationImageFilteritkMultipleLogisticClassificationImageFilter.h5.7 KBitkMultipleLogisticClassificationImageFilter.hxx15.7 KBREADME.md3.6 KB

Select a file to preview