Papers › The R-Vessel-X Project

The R-Vessel-X Project

17 Jan 2025arXiv:2501.10068archive 2025-07-28

Abir Affane, Mohamed Amine Chetoui, Jonas Lamy, Guillaume Lienemann, Raphaël Peron, P. Beaurepaire, Guillaume Dollé, Marie-Ange Lèbre, Benoit Magnin, Odyssée Merveille, Mathilde Morvan, Phuc Ngo, Thibault Pelletier, Hugo Rositi, Stéphanie Salmon, Julien Finet, Bertrand Kerautret, Nicolas Passat, Antoine Vacavant

1) Objectives: This technical report presents a synthetic summary and the principal outcomes of the project R-Vessel-X ("Robust vascular network extraction and understanding within hepatic biomedical images") funded by the French Agence Nationale de la Recherche, and developed between 2019 and 2023. 2) Material and methods: We used datasets and tools publicly available such as IRCAD, Bullitt or VascuSynth toobtain real or synthetic angiographic images. The main contributions lie in the field of 3D angiographic image analysis: filtering, segmentation, modeling and simulation, with a specific focus on the liver. 3) Results: We paid a particular attention to open-source software diffusion of the developed methods, by means of 3D Slicer plugins for the liver anatomy segmentation (SlicerRVXLiverSegmentation) and vesselness filtering (Slicer-RVXVesselnessFilters), and an online demo for the generation of synthetic and realistic vessels in 2D and 3D (OpenCCO). 4) Conclusion: The R-Vessel-X project provided extensive research outcomes, covering various topics related to 3D angiographic image analysis, such as filtering, segmentation, modeling and simulation. We also developed open-source and free softwares so that the research communities in biomedical engineering can use these results in their future research.

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r-vessel-x/slicerrvxliversegmentation officialmentioned in paperpytorch report
r-vessel-x/slicerrvxvesselnessfilters officialmentioned in paper report

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AnatomySegmentation

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AttentionDiffusionFocusSoftmax

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