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Hyperparameter selection for the Discrete Mumford-Shah functional

Hyperparameter selection for the Discrete Mumford-Shah functional

This work focuses on joint piecewise smooth image reconstruction and contour detection, formulated as the minimization of a discrete Mumford-Shah functional, performed via a theoretically grounded alternating minimization scheme. The bottleneck of such variational approaches lies in the need to finetune their hyperparameters, while not having access to ground truth …