Segmentation of brain tumor images based on atlas-registration combined with a Markov-Random-Field lesion growth model

S Bauer, LP Nolte, M Reyes - 2011 IEEE International …, 2011 - ieeexplore.ieee.org
We present an automatic method to segment brain tissues from volumetric MRI brain tumor
images. The method is based on non-rigid registration of an average atlas in combination …

Atlas-based segmentation of brain tumor images using a Markov random field-based tumor growth model and non-rigid registration

S Bauer, C Seiler, T Bardyn… - … conference of the …, 2010 - ieeexplore.ieee.org
We propose a new and clinically oriented approach to perform atlas-based segmentation of
brain tumor images. A mesh-free method is used to model tumor-induced soft tissue …

Atlas-based segmentation of pathological brain MR images

BM Cuadra, C Polio, A Bardera… - … on Image Processing …, 2003 - ieeexplore.ieee.org
A method for brain atlas deformation in presence of large space-occupying tumors, based
on an a priori model of lesion growth that assumes radial expansion of the lesion from its …

SPARC: unified framework for automatic segmentation, probabilistic atlas construction, registration and clustering of brain MR images

A Ribbens, J Hermans, F Maes… - … Imaging: From Nano …, 2010 - ieeexplore.ieee.org
Automated methods for image segmentation, image registration, clustering of images and
probabilistic atlas construction are of great interest in medical image analysis. In this work …

Joint segmentation and deformable registration of brain scans guided by a tumor growth model

A Gooya, KM Pohl, M Bilello, G Biros… - … Image Computing and …, 2011 - Springer
This paper presents an approach for joint segmentation and deformable registration of brain
scans of glioma patients to a normal atlas. The proposed method is based on the …

GLISTR: glioma image segmentation and registration

A Gooya, KM Pohl, M Bilello, L Cirillo… - IEEE transactions on …, 2012 - ieeexplore.ieee.org
We present a generative approach for simultaneously registering a probabilistic atlas of a
healthy population to brain magnetic resonance (MR) scans showing glioma and …

Model-based brain and tumor segmentation

N Moon, E Bullitt, K Van Leemput… - … Conference on Pattern …, 2002 - ieeexplore.ieee.org
Combining image segmentation based on statistical classification with a geometric prior has
been shown to significantly increase robustness and reproducibility. Using a probabilistic …

Dense deformation field estimation for atlas-based segmentation of pathological MR brain images

MB Cuadra, M De Craene, V Duay, B Macq… - Computer methods and …, 2006 - Elsevier
Atlas registration is a recognized paradigm for the automatic segmentation of normal MR
brain images. Unfortunately, atlas-based segmentation has been of limited use in presence …

Multiscale modeling for image analysis of brain tumor studies

S Bauer, C May, D Dionysiou… - IEEE transactions on …, 2011 - ieeexplore.ieee.org
Image-based modeling of tumor growth combines methods from cancer simulation and
medical imaging. In this context, we present a novel approach to adapt a healthy brain atlas …

Statistical atlas-based sub-voxel segmentation of 3D brain MRI

M Bosc, F Heitz, JP Armspach - … 2003 International Conference …, 2003 - ieeexplore.ieee.org
We present a 3D brain MRI segmentation method in which a high resolution label image
evolves under the influence of multiple constraints. The constraints are expressed in a …