CMIC - Centre for Medical Image Computing (Centre for Medical Image Computing The Malet Place Engineering Building University College London Gower Street London WC1E 6BT - Royaume-Uni)
Abstract : Keywords: Newborn rabbit brain animal model MRI multi-atlas Multi-atlas based segmentation A B S T R A C T The rabbit model has become increasingly popular in neurodevelopmental studies as it is best suited to bridge the gap in translational research between small and large animals. In the context of preclinical studies, high-resolution magnetic resonance imaging (MRI) is often the best modality to investigate structural and functional variability of the brain, both in vivo and ex vivo. In most of the MRI-based studies, an important requirement to analyze the acquisitions is an accurate parcellation of the considered anatomical structures. Manual segmentation is time-consuming and typically poorly reproducible, while state-of-the-art automated segmentation algorithms rely on available atlases. In this work we introduce the first digital neonatal rabbit brain atlas consisting of 12 multi-modal acquisitions, parcellated into 89 areas according to a hierarchical taxonomy. Delineations were performed iteratively, alternating between segmentation propagation, label fusion and manual refinements, with the aim of controlling the quality while minimizing the bias introduced by the chosen sequence. Reliability and accuracy were assessed with cross-validation and intra-and inter-operator test-retests. Multi-atlas, versioned controlled segmentations repository and supplementary materials download links are available from the software repository documentation at https://github.com/gift-surg/SPOT-A-NeonatalRabbit.
https://hal.inria.fr/hal-01843151
Contributeur : Marco Lorenzi
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Soumis le : vendredi 27 juillet 2018 - 11:13:16
Dernière modification le : jeudi 21 février 2019 - 10:30:03
Document(s) archivé(s) le : dimanche 28 octobre 2018 - 12:43:17
Sebastiano Ferraris, Johannes Van Der Merwe, Lennart Van Der Veeken, Ferran Prados, Juan Eugenio Iglesias, et al.. A magnetic resonance multi-atlas for the neonatal rabbit brain. NeuroImage, Elsevier, 2018, 179, pp.187 - 198. 〈10.1016/j.neuroimage.2018.06.029〉. 〈hal-01843151〉
