Review of MR image segmentation techniques using pattern recognition.

JC Bezdek, LO Hall, LP Clarke - Medical physics, 1993 - europepmc.org
This paper has reviewed, with somewhat variable coverage, the nine MR image
segmentation techniques itemized in Table II. A wide array of approaches have been …

MRI segmentation: methods and applications

LP Clarke, RP Velthuizen, MA Camacho… - Magnetic resonance …, 1995 - Elsevier
The current literature on MRI segmentation methods is reviewed. Particular emphasis is
placed on the relative merits of single image versus multispectral segmentation, and …

A nonparametric method for automatic correction of intensity nonuniformity in MRI data

JG Sled, AP Zijdenbos, AC Evans - IEEE transactions on …, 1998 - ieeexplore.ieee.org
A novel approach to correcting for intensity nonuniformity in magnetic resonance (MR) data
is described that achieves high performance without requiring a model of the tissue classes …

Statistical approach to segmentation of single-channel cerebral MR images

JC Rajapakse, JN Giedd… - IEEE transactions on …, 1997 - ieeexplore.ieee.org
A statistical model is presented that represents the distributions of major tissue classes in
single-channel magnetic resonance (MR) cerebral images. Using the model, cerebral …

Automatic tumor segmentation using knowledge-based techniques

MC Clark, LO Hall, DB Goldgof… - IEEE transactions on …, 1998 - ieeexplore.ieee.org
A system that automatically segments and labels glioblastoma-multiforme tumors in
magnetic resonance images (MRIs) of the human brain is presented. The MRIs consist of T1 …

Parametric estimate of intensity inhomogeneities applied to MRI

M Styner, C Brechbuhler, G Szckely… - IEEE transactions on …, 2000 - ieeexplore.ieee.org
Presents a new approach to the correction of intensity inhomogeneities in magnetic
resonance imaging (MRI) that significantly improves intensity-based tissue segmentation …

A comparison of neural network and fuzzy clustering techniques in segmenting magnetic resonance images of the brain

LO Hall, AM Bensaid, LP Clarke… - IEEE transactions on …, 1992 - ieeexplore.ieee.org
Magnetic resonance (MR) brain section images are segmented and then synthetically
colored to give visual representations of the original data with three approaches: the literal …

Automatic segmentation of non-enhancing brain tumors in magnetic resonance images

LM Fletcher-Heath, LO Hall, DB Goldgof… - Artificial intelligence in …, 2001 - Elsevier
Tumor segmentation from magnetic resonance (MR) images may aid in tumor treatment by
tracking the progress of tumor growth and/or shrinkage. In this paper we present the first …

Brain segmentation and white matter lesion detection in MR images.

AP Zijdenbos, BM Dawant - Critical reviews in biomedical …, 1994 - europepmc.org
This paper presents a review of methods and techniques that have been proposed for the
segmentation of magnetic resonance (MR) images of the brain, with a special emphasis on …

Partial-volume Bayesian classification of material mixtures in MR volume data using voxel histograms

DH Laidlaw, KW Fleischer… - IEEE transactions on …, 1998 - ieeexplore.ieee.org
The authors present a new algorithm for identifying the distribution of different material types
in volumetric datasets such as those produced with magnetic resonance imaging (MRI) or …