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Subcortical region segmentation using fuzzy based augmented lagrangian multiphase level sets method in autistic mr brain images
Published in International Society of Automation (ISA)
2015
Pages: 326 - 334
Abstract
In this work, the subcortical regions of control and autistic MR brain are segmented from the skull stripped images using Fuzzy C-Means (FCM) based Augmented Lagrangian (AL) multiphase level set method. The FCM method is used as the intensity discriminator for the multiphase level set method. The AL function avoids the re-initialization procedure. The segmented subcortical regions are validated with the ground truth images using dice similarity index. The texture features such as energy and entropy are calculated from the extracted cortical and subcortical regions. The results show that the multiphase level set method is able to segment the subcortical regions such as corpus callosum, brain stem and cerebellum. The dice similarity index gives above 0.85 for controls and 0.8 for autistic subjects. The texture feature energy calculated from the cortical region is high in autistics compared to the control subjects and vice versa in the case of entropy. The energy calculated from the subcortical regions is high in controls and entropy is high in autism subjects. Comparatively, the energy and entropy calculated from the total brain and brain stem gives significant variation (p
About the journal
Journal52nd Annual Rocky Mountain Bioengineering Symposium and 52nd International ISA Biomedical Sciences Instrumentation Symposium 2015
PublisherInternational Society of Automation (ISA)
Open AccessNo
Concepts (17)
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    Brain
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    BRAIN MAPPING
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    Constrained optimization
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    Diseases
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    Drop breakup
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    Entropy
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    Fuzzy systems
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    Image segmentation
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    Lagrange multipliers
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    Level measurement
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    Optimization
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    AUTISTIC
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    FUZZY C MEAN
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    Level set
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    SUBCORTICAL REGIONS
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    Texture features
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    Numerical methods