32 citations · 35 across the 4 of their papers we have counts for
4 papers
Deep Optimal Transport: A Practical Algorithm for Photo-realistic Image Restoration
Theo Adrai, Guy Ohayon, Tomer Michaeli +1
We propose an image restoration algorithm that can control the perceptual quality and/or the mean square error (MSE) of any pre-trained model, trading one over the other at test ti…
High-Perceptual Quality JPEG Decoding via Posterior Sampling
Sean Man, Guy Ohayon, Theo Adrai +1
JPEG is arguably the most popular image coding format, achieving high compression ratios via lossy quantization that may create visual artifacts degradation. Numerous attempts to r…
Reasons for the Superiority of Stochastic Estimators over Deterministic Ones: Robustness, Consistency and Perceptual Quality
Guy Ohayon, Theo Adrai, Michael Elad +1
Stochastic restoration algorithms allow to explore the space of solutions that correspond to the degraded input. In this paper we reveal additional fundamental advantages of stocha…
High Perceptual Quality Image Denoising with a Posterior Sampling CGAN
Guy Ohayon, Theo Adrai, Gregory Vaksman +2
The vast work in Deep Learning (DL) has led to a leap in image denoising research. Most DL solutions for this task have chosen to put their efforts on the denoiser's architecture w…