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 …

Quantitative imaging of cancer in the postgenomic era: Radio (geno) mics, deep learning, and habitats

S Napel, W Mu, BV Jardim‐Perassi, HJWL Aerts… - Cancer, 2018 - Wiley Online Library
Although cancer often is referred to as “a disease of the genes,” it is indisputable that the
(epi) genetic properties of individual cancer cells are highly variable, even within the same …

Morphometric analysis of white matter lesions in MR images: method and validation

AP Zijdenbos, BM Dawant, RA Margolin… - IEEE transactions on …, 1994 - ieeexplore.ieee.org
The analysis of MR images is evolving from qualitative to quantitative. More and more, the
question asked by clinicians is how much and where, rather than a simple statement on the …

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 …

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 …

Performance measure characterization for evaluating neuroimage segmentation algorithms

HH Chang, AH Zhuang, DJ Valentino, WC Chu - Neuroimage, 2009 - Elsevier
Characterizing the performance of segmentation algorithms in brain images has been a
persistent challenge due to the complexity of neuroanatomical structures, the quality of …

Segmentation of multiple sclerosis lesions in intensity corrected multispectral MRI

B Johnston, MS Atkins, B Mackiewich… - IEEE transactions on …, 1996 - ieeexplore.ieee.org
To segment brain tissues in magnetic resonance images of the brain, the authors have
implemented a stochastic relaxation method which utilizes partial volume analysis for every …

Quo Vadis, Atlas-Based Segmentation?

T Rohlfing, R Brandt, R Menzel, DB Russakoff… - Handbook of Biomedical …, 2005 - Springer
There are many ways to segment an image, that is, to assign a semantic label to each of its
pixels or voxels. Different segmentation techniques use different types of image information …

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 …

Fractal-based brain tumor detection in multimodal MRI

KM Iftekharuddin, J Zheng, MA Islam, RJ Ogg - Applied Mathematics and …, 2009 - Elsevier
In this work, we investigate the effectiveness of fusing two novel texture features along with
intensity in multimodal magnetic resonance (MR) images for pediatric brain tumor …