1 code implementation • 17 Apr 2023 • Ziruo Cai, Junqi Tang, Subhadip Mukherjee, Jinglai Li, Carola Bibiane Schönlieb, Xiaoqun Zhang
Bayesian methods for solving inverse problems are a powerful alternative to classical methods since the Bayesian approach offers the ability to quantify the uncertainty in the solution.
no code implementations • 4 Jun 2021 • Georgios Batzolis, Marcello Carioni, Christian Etmann, Soroosh Afyouni, Zoe Kourtzi, Carola Bibiane Schönlieb
We model the conditional distribution of the latent encodings by modeling the auto-regressive distributions with an efficient multi-scale normalizing flow, where each conditioning factor affects image synthesis at its respective resolution scale.
1 code implementation • 15 Jan 2020 • Philip Sellars, Angelica Aviles-Rivero, Carola Bibiane Schönlieb
Demonstrating that direct implementation of the cluster assumption is a viable alternative to the popular consistency based regularisation.