3 papers
cs.LG2025
Active MRI Acquisition with Diffusion Guided Bayesian Experimental Design
Jacopo Iollo, Geoffroy Oudoumanessah, Carole Lartizien +2
A key challenge in maximizing the benefits of Magnetic Resonance Imaging (MRI) in clinical settings is to accelerate acquisition times without significantly degrading image quality…
stat.AP2024
Scalable magnetic resonance fingerprinting: Incremental inference of high dimensional elliptical mixtures from large data volumes
Geoffroy Oudoumanessah, Thomas Coudert, Carole Lartizien +3
Magnetic Resonance Fingerprinting (MRF) is an emerging technology with the potential to revolutionize radiology and medical diagnostics. In comparison to traditional magnetic reson…
stat.AP2024
Cluster globally, Reduce locally: Scalable efficient dictionary compression for magnetic resonance fingerprinting
Geoffroy Oudoumanessah, Thomas Coudert, Luc Meyer +4
With the rapid advancements in medical data acquisition and production, increasingly richer representations exist to characterize medical information. However, such large-scale dat…