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A new variational method for erythrocyte velocity estimation in wide-field imaging in-vivo

Authors :
Sylvain Takerkart
Ivo Vanzetta
Guillaume S. Masson
Olivier Faugeras
Thomas Deneux
Weizmann Institute of Science [Rehovot, Israël]
Institut de neurosciences cognitives de la méditerranée - UMR 6193 (INCM)
Université de la Méditerranée - Aix-Marseille 2-Centre National de la Recherche Scientifique (CNRS)
NEUROMATHCOMP
Inria Sophia Antipolis - Méditerranée (CRISAM)
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-INRIA Rocquencourt
Institut National de Recherche en Informatique et en Automatique (Inria)-École normale supérieure - Paris (ENS Paris)
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université Nice Sophia Antipolis (... - 2019) (UNS)
COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015-2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)
Institut National de Recherche en Informatique et en Automatique (Inria)-École normale supérieure - Paris (ENS-PSL)
Université Paris sciences et lettres (PSL)-Université Paris sciences et lettres (PSL)-Université Nice Sophia Antipolis (1965 - 2019) (UNS)
Weizmann Institute for Science [Rehovot]
Institut de neurosciences cognitives de la méditerranée - UMR 6193 ( INCM )
Université de la Méditerranée - Aix-Marseille 2-Centre National de la Recherche Scientifique ( CNRS )
Inria Sophia Antipolis - Méditerranée ( CRISAM )
Institut National de Recherche en Informatique et en Automatique ( Inria ) -Institut National de Recherche en Informatique et en Automatique ( Inria ) -INRIA Rocquencourt
Institut National de Recherche en Informatique et en Automatique ( Inria ) -École normale supérieure - Paris ( ENS Paris ) -Université Nice Sophia Antipolis ( UNS )
Université Côte d'Azur ( UCA ) -Université Côte d'Azur ( UCA ) -Centre National de la Recherche Scientifique ( CNRS )
Equipe Autre (hors R&D)
Sciences et Technologies de la Musique et du Son (STMS)
Institut de Recherche et Coordination Acoustique/Musique (IRCAM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche et Coordination Acoustique/Musique (IRCAM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)
COMUE Université Côte d'Azur (2015 - 2019) (COMUE UCA)-COMUE Université Côte d'Azur (2015 - 2019) (COMUE UCA)-Centre National de la Recherche Scientifique (CNRS)
Institut de Neurosciences de la Timone (INT)
Aix Marseille Université (AMU)-Centre National de la Recherche Scientifique (CNRS)
InVibe
Aix Marseille Université (AMU)-Centre National de la Recherche Scientifique (CNRS)-Aix Marseille Université (AMU)-Centre National de la Recherche Scientifique (CNRS)
Source :
IEEE Transactions on Medical Imaging, IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers, 2011, 30 (8), pp.1527--1545. ⟨10.1109/TMI.2011.2131151⟩, IEEE Transactions on Medical Imaging, 2011, 30 (8), pp.1527--1545. ⟨10.1109/TMI.2011.2131151⟩, IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers, 2011, 30 (8), pp.1527--1545. 〈10.1109/TMI.2011.2131151〉, IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers, 2011, 30 (8), pp.1527-1545. ⟨10.1109/TMI.2011.2131151⟩
Publication Year :
2011
Publisher :
HAL CCSD, 2011.

Abstract

International audience; Measuring erythrocyte velocity in individual microvessels has important applications for biomedical and functional imaging. Recent multiphoton fluorescence microscopy approaches require injecting fluorescent tracers; moreover, only one or few vessels can be imaged at a time. To overcome these shortcomings, we used CCD-based optical imaging of intrinsic absorption changes in macroscopic vascular networks to record erythrocytes' trajectories over several mm2 of cortical surface. We then demonstrate the feasibility of erythrocyte velocity estimation from such wide-field data, using two robust, independent, algorithms. The first one is a recently published Radon transform-based algorithm that estimates erythrocyte velocity locally. We adapt it to data obtained in wide-field imaging and show, for the first time, its performance on such datasets. The second ("fasttrack") algorithm is novel. It is based on global energy minimization techniques to estimate the full spatiotemporal erythrocytes' trajectories inside vessels. We test the two algorithms on both simulated and biological data, obtained in rat cerebral cortex in a spreading depression experiment. On vessels with medium-slow erythrocyte velocities both algorithms performed well, allowing their usage as benchmark one for another. However, our novel fasttrack algorithm outperformed the other one for higher velocities, as encountered in the arterial network.

Details

Language :
English
ISSN :
02780062
Database :
OpenAIRE
Journal :
IEEE Transactions on Medical Imaging, IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers, 2011, 30 (8), pp.1527--1545. ⟨10.1109/TMI.2011.2131151⟩, IEEE Transactions on Medical Imaging, 2011, 30 (8), pp.1527--1545. ⟨10.1109/TMI.2011.2131151⟩, IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers, 2011, 30 (8), pp.1527--1545. 〈10.1109/TMI.2011.2131151〉, IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers, 2011, 30 (8), pp.1527-1545. ⟨10.1109/TMI.2011.2131151⟩
Accession number :
edsair.doi.dedup.....0435757a7712063d172ede428fdfdd98