Bayesian inference and uncertainty quantification for image reconstruction with Poisson data

We provide a complete framework for performing infinite-dimensional Bayesian inference and uncertainty quantification for image reconstruction with Poisson data. In particular, we address the following issues to make the Bayesian framework applicable in practice. We first introduce a positivity-pres...

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Veröffentlicht in:	arXiv.org 2019-10
Hauptverfasser:	Zhou, Qingping, Yu, Tengchao, Zhang, Xiaoqun, Li, Jinglai
Format:	Artikel
Sprache:	eng
Schlagworte:	Algorithms Bayesian analysis Image detection Image reconstruction Regularization Statistical inference Uncertainty Well posed problems
Online-Zugang:	Volltext
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