Search Results for author: Chirayu D. Athalye

Found 3 papers, 2 papers with code

On the Contractivity of Plug-and-Play Operators

1 code implementation28 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?

Image Inpainting

On Exact and Robust Recovery for Plug-and-Play Compressed Sensing

no code implementations26 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.

On Plug-and-Play Regularization using Linear Denoisers

1 code implementation11 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.

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