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Tracking of Blood Vessels Motion from 4D-flow MRI Data.

Authors :
Agbalessi M
Lalande A
Bouchot O
Hayase T
Christophe JJ
Fernández MA
Lombardi D
Source :
Cardiovascular engineering and technology [Cardiovasc Eng Technol] 2023 Aug; Vol. 14 (4), pp. 577-604. Date of Electronic Publication: 2023 Aug 14.
Publication Year :
2023

Abstract

This paper presents a novel approach to track objects from 4D-flow MRI data. A salient feature of the proposed method is that it fully exploits the geometrical and dynamical nature of the information provided by this imaging modality. The underlying idea consists in formulating the tracking problem as a data assimilation problem, in which both position and velocity observations are extracted from the 4D-flow MRI data series. Optimal state estimation is then performed in a sequential fashion via Kalman filtering. The capabilities of the method are extensively assessed in a numerical study involving synthetic and clinical data.<br /> (© 2023. The Author(s) under exclusive licence to Biomedical Engineering Society.)

Details

Language :
English
ISSN :
1869-4098
Volume :
14
Issue :
4
Database :
MEDLINE
Journal :
Cardiovascular engineering and technology
Publication Type :
Academic Journal
Accession number :
37578731
Full Text :
https://doi.org/10.1007/s13239-023-00677-z