TY - GEN
T1 - Bayesian estimation of probabilistic atlas for anatomically-informed functional MRI group analyses
AU - Xu, Hao
AU - Thirion, Bertrand
AU - Allassonnière, Stéphanie
PY - 2013/10/24
Y1 - 2013/10/24
N2 - Traditional analyses of Functional Magnetic Resonance Imaging (fMRI) use little anatomical information. The registration of the images to a template is based on the individual anatomy and ignores functional information; subsequently detected activations are not confined to gray matter (GM). In this paper, we propose a statistical model to estimate a probabilistic atlas from functional and T1 MRIs that summarizes both anatomical and functional information and the geometric variability of the population. Registration and Segmentation are performed jointly along the atlas estimation and the functional activity is constrained to the GM, increasing the accuracy of the atlas.
AB - Traditional analyses of Functional Magnetic Resonance Imaging (fMRI) use little anatomical information. The registration of the images to a template is based on the individual anatomy and ignores functional information; subsequently detected activations are not confined to gray matter (GM). In this paper, we propose a statistical model to estimate a probabilistic atlas from functional and T1 MRIs that summarizes both anatomical and functional information and the geometric variability of the population. Registration and Segmentation are performed jointly along the atlas estimation and the functional activity is constrained to the GM, increasing the accuracy of the atlas.
KW - Probabilistic atlas
KW - T1 MRI and fMRI
KW - atlas-based segmentation
KW - geometric variability
KW - joint registration segmentation
KW - multi-modal
UR - https://www.scopus.com/pages/publications/84894621793
U2 - 10.1007/978-3-642-40760-4_74
DO - 10.1007/978-3-642-40760-4_74
M3 - Conference contribution
C2 - 24505810
AN - SCOPUS:84894621793
SN - 9783642407598
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 592
EP - 599
BT - Medical Image Computing and Computer-Assisted Intervention, MICCAI 2013 - 16th International Conference, Proceedings
T2 - 16th International Conference on Medical Image Computing and Computer Assisted Intervention, MICCAI 2013
Y2 - 22 September 2013 through 26 September 2013
ER -