On the Well-Posedness of Discrete Variational Problems with Edge-Aware Regularization

This article analyzes why standard edge-aware weights collapse to isotropic behavior under grid refinement.

It introduces a scale-consistent formulation based on normalized directional differences and proves convergence to a nontrivial weighted anisotropic Dirichlet energy, supported by numerical validation on synthetic and cardiac MRI data.