83 citations · 162 across the 11 of their papers we have counts for
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cs.LG2025
Self-diffusion for Solving Inverse Problems
Guanxiong Luo, Shoujin Huang, Yanlong Yang
We propose self-diffusion, a novel framework for solving inverse problems without relying on pretrained generative models. Traditional diffusion-based approaches require training a…
cs.LG2022★ 83 cited
Bayesian MRI Reconstruction with Joint Uncertainty Estimation using Diffusion Models
Guanxiong Luo, Moritz Blumenthal, Martin Heide +1
We introduce a framework that enables efficient sampling from learned probability distributions for MRI reconstruction. Different from conventional deep learning-based MRI reconstr…