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RED-PSM: Regularization by Denoising of Factorized Low Rank Models for Dynamic Imaging
May 9, 2024, 4:42 a.m. | Berk Iskender, Marc L. Klasky, Yoram Bresler
cs.LG updates on arXiv.org arxiv.org
Abstract: Dynamic imaging addresses the recovery of a time-varying 2D or 3D object at each time instant using its undersampled measurements. In particular, in the case of dynamic tomography, only a single projection at a single view angle may be available at a time, making the problem severely ill-posed. We propose an approach, RED-PSM, which combines for the first time two powerful techniques to address this challenging imaging problem. The first, are non-parametric factorized low rank …
3d object abstract arxiv case cs.cv cs.lg denoising dynamic eess.iv imaging instant low object projection recovery regularization type view
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