Optimizing 4D abdominal MRI: image denoising using an iterative back-projection approach
hal.structure.identifier | Institut de Mathématiques de Bordeaux [IMB] | |
hal.structure.identifier | Modélisation Mathématique pour l'Oncologie [MONC] | |
dc.contributor.author | DENIS DE SENNEVILLE, Baudouin | |
hal.structure.identifier | Centre de résonance magnétique des systèmes biologiques [CRMSB] | |
dc.contributor.author | CARDIET, Colleen Rosalie | |
hal.structure.identifier | Centre de résonance magnétique des systèmes biologiques [CRMSB] | |
dc.contributor.author | TROTIER, Aurelien | |
hal.structure.identifier | Centre de résonance magnétique des systèmes biologiques [CRMSB] | |
dc.contributor.author | RIBOT, Emeline | |
hal.structure.identifier | Institut de Mathématiques de Bordeaux [IMB] | |
dc.contributor.author | LAFITTE, Luc | |
hal.structure.identifier | Institut de Mathématiques de Bordeaux [IMB] | |
dc.contributor.author | FACQ, Laurent | |
hal.structure.identifier | Centre de résonance magnétique des systèmes biologiques [CRMSB] | |
dc.contributor.author | MIRAUX, Sylvain
IDREF: 150967047 | |
dc.date | 2019-11-12 | |
dc.date.accessioned | 2021-10-07T16:29:46Z | |
dc.date.available | 2021-10-07T16:29:46Z | |
dc.date.issued | 2019-11-12 | |
dc.identifier.issn | 0031-9155 | |
dc.identifier.uri | https://oskar-bordeaux.fr/handle/20.500.12278/112667 | |
dc.description.abstractEn | 4D-MRI is a promising tool for organ exploration, target delineation and treatment planning. Intra-scan motion artifacts may be greatly reduced by increasing the imaging frame rate. However, poor signal-to-noise ratios (SNR) are observed when increasing spatial and/or frame number per physiological cycle, in particular in the abdomen. In the current work, the proposed 4D-MRI method favored spatial resolution, frame number, isotropic voxels and large field-of-view (FOV) during MR-acquisition. The consequential SNR penalty in the reconstructed data is addressed retrospectively using an iterative back-projection (IBP) algorithm. Practically, after computing individual spatial 3D deformations present in the images using a deformable image registration (DIR) algorithm, each 3D image is individually enhanced by fusing several successive frames in its local temporal neighborood, these latter being likely to cover common independent informations. A tuning parameter allows one to freely readjust the balance between temporal resolution and precision of the 4D-MRI. The benefit of the method was quantitatively evaluated on the thorax of 6 mice under free breathing using a clinically acceptable duration. Improved 4D cardiac imaging was also shown in the heart of 1 mice. Obtained results are compared to theoretical expectations and discussed. The proposed implementation is easily parallelizable and optimized 4D-MRI could thereby be obtained with a clinically acceptable duration. | |
dc.language.iso | en | |
dc.publisher | IOP Publishing | |
dc.subject.en | Iterative back- projection | |
dc.subject.en | Denoising | |
dc.subject.en | 4D-MRI | |
dc.subject.en | Abdominal MRI | |
dc.subject.en | Cardiopulmonary MRI | |
dc.title.en | Optimizing 4D abdominal MRI: image denoising using an iterative back-projection approach | |
dc.type | Article de revue | |
dc.identifier.doi | 10.1088/1361-6560/ab563e | |
dc.subject.hal | Sciences du Vivant [q-bio]/Ingénierie biomédicale/Imagerie | |
bordeaux.journal | Physics in Medicine and Biology | |
bordeaux.hal.laboratories | Centre de Résonance Magnétique des Systèmes Biologiques (CRMSB) - UMR 5536 | * |
bordeaux.institution | Université de Bordeaux | |
bordeaux.institution | CNRS | |
bordeaux.peerReviewed | oui | |
hal.identifier | hal-02367839 | |
hal.version | 1 | |
hal.origin.link | https://hal.archives-ouvertes.fr//hal-02367839v1 | |
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