Bayesian Inference and Deep Learning for Inverse Problems

Author:

Mohammad-Djafari Ali12ORCID,Chu Ning2,Wang Li3,Yu Liang45ORCID

Affiliation:

1. International Science Consulting and Training (ISCT), 91440 Bures sur Yvette, France

2. Zhejiang Shangfeng Special Blower Company, Shaoxing 312352, China

3. School of Mathematics and Statistics, Central South University, Changsha 410017, China

4. School of Civil Aviation, Northwestern Polytechnical University, Xi’an 710072, China

5. State Key Laboratory of Airliner Integration Technology and Flight Simulation, Shanghai 200126, China

Publisher

MDPI

Reference18 articles.

1. Joint NDT Image Restoration and Segmentation Using Gauss-Markov-Potts Prior Models and Variational Bayesian Computation;Ayasso;IEEE Trans. Image Process.,2010

2. The Practicality of Stochastic Optimization in Imaging Inverse Problems;Tang;IEEE Trans. Comput. Imaging,2020

3. Bayesian deep convolutional encoder–decoder networks for surrogate modeling and uncertainty quantification;Zhu;J. Comput. Phys.,2018

4. A Review of Convolutional Neural Networks for Inverse Problems in Imaging;McCann;Image Video Process.,2017

5. A High-Efficient Hybrid Physics-Informed Neural Networks Based on Convolutional Neural Network;Fang;IEEE Trans. Neural Netw. Learn. Syst.,2021

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