1 code implementation • 28 Sep 2023 • Chirayu D. Athalye, Kunal N. Chaudhury, Bhartendu Kumar
The present work is motivated by the following questions: Can we relax the assumptions on the forward model?
no code implementations • 26 Jul 2022 • Ruturaj G. Gavaskar, Chirayu D. Athalye, Kunal N. Chaudhury
$Ax=A\xi$, where $A$ is a $m\times n$ random sensing matrix, $\Phi$ is the regularizer associated with a linear denoiser $W$, and $\xi$ is the ground-truth.
1 code implementation • 11 May 2021 • Ruturaj G. Gavaskar, Chirayu D. Athalye, Kunal N. Chaudhury
This is typically done by taking a proximal algorithm such as FISTA or ADMM, and formally replacing the proximal map associated with a regularizer by nonlocal means, BM3D or a CNN denoiser.