Degrees of Freedom Analysis of Unrolled Neural Networks

Morteza Mardani, Qingyun Sun, Vardan Papyan +3

Unrolled neural networks emerged recently as an effective model for learning inverse maps appearing in image restoration tasks. However, their generalization risk (i.e., test mean-…