Posterior estimation using deep learning: a simulation study of compartmental modeling in dynamic positron emission tomography

Author:

Liu Xiaofeng12,Marin Thibault12,Amal Tiss12,Woo Jonghye12,Fakhri Georges El12,Ouyang Jinsong12

Affiliation:

1. Gordon Center for Medical Imaging, Radiology Department Massachusetts General Hospital Boston Massachusetts USA

2. Radiology Department Harvard Medical School Boston Massachusetts USA

Publisher

Wiley

Subject

General Medicine

Reference18 articles.

1. Principles of Statistical Inference

2. Monte Carlo sampling methods using Markov chains and their applications

3. PET-ABC: fully Bayesian likelihood-free inference for kinetic models

4. ArdizzoneL KruseJ WirkertS et al.Analyzing inverse problems with invertible neural networks.International Conference on Learning Representations. New Orleans LA.2019.

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Diffusion Model-Based Posterior Distribution Prediction for Kinetic Parameter Estimation in Dynamic PET;2024 IEEE International Symposium on Biomedical Imaging (ISBI);2024-05-27

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