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cs.CV2022★ 1 cited
Learned reconstruction methods with convergence guarantees
Subhadip Mukherjee, Andreas Hauptmann, Ozan Öktem +2
In recent years, deep learning has achieved remarkable empirical success for image reconstruction. This has catalyzed an ongoing quest for precise characterization of correctness a…
cs.CV2018
Networks for Nonlinear Diffusion Problems in Imaging
Simon Arridge, Andreas Hauptmann
A multitude of imaging and vision tasks have seen recently a major transformation by deep learning methods and in particular by the application of convolutional neural networks. Th…