Trustworthy Image Super-Resolution via Generative Pseudoinverse

Code

• github.com/andreasfloros/trustworthy-super-resolution
  Officialpytorch★ 3

Abstract

We consider the problem of trustworthy image restoration, taking the form of a constrained optimization over the prior density. To this end, we develop generative models for the task of image super-resolution that respect the degradation process and that can be made asymptotically consistent with the low-resolution measurements, outperforming existing methods by a large margin in that respect.

Tasks

Benchmark Results

Reproductions