Bayesian imaging inverse problem with SA-Roundtrip prior via HMC-pCN sampler

1 code implementation • 24 Oct 2023 • Jiayu Qian, Yuanyuan Liu, Jingya Yang, Qingping Zhou

Bayesian inference with deep generative prior has received considerable interest for solving imaging inverse problems in many scientific and engineering fields.

Bayesian Inference Computed Tomography (CT) +3

Deep Unrolling Networks with Recurrent Momentum Acceleration for Nonlinear Inverse Problems

1 code implementation • 30 Jul 2023 • Qingping Zhou, Jiayu Qian, Junqi Tang, Jinglai Li

We provide experimental results on two nonlinear inverse problems: a nonlinear deconvolution problem, and an electrical impedance tomography problem with limited boundary measurements.