Low-level segmentation of 3-D magnetic resonance brain images-a rule-based system.

Abstract:

:A rule-based, low-level segmentation system that can automatically identify the space occupied by different structures of the brain by magnetic resonance imaging (MRI) is described. Given three-dimensional image data as a stack of slices, it can extract brain parenchyma, cerebro-spinal fluid, and high-intensity abnormalities. The multiple feature environment of MR imaging is used to comput several low-level features to enhance the separability of voxels of different structures. The population distribution of each feature is considered and a confidence function is computed whose amplitude indicates the likelihood of a voxel, with a given feature value, being a member of a class of voxels. Confidence levels are divided into a set of ranges to define notions such as highly confident, moderately confident, and least confident. The rule-based system consists of a set of sequential stages in which partially segmented binary scenes of one stage guide the next stage. Some important low-level definitions and rules for a clinical imaging protocol are presented. The system is applied to several MR images.

journal_name

IEEE Trans Med Imaging

authors

Raya SP

doi

10.1109/42.57771

subject

Has Abstract

pub_date

1990-01-01 00:00:00

pages

327-37

issue

3

eissn

0278-0062

issn

1558-254X

journal_volume

9

pub_type

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