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Big in Japan: Regularizing Networks for Solving Inverse Problems

Deep learning and (deep) neural networks are emerging tools to address inverse problems and image reconstruction tasks. Despite outstanding performance, the mathematical analysis for solving inverse problems by neural networks is mostly missing. In this paper, we introduce and rigorously analyze fam...

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Vydáno v:J Math Imaging Vis
Hlavní autoři: Schwab, Johannes, Antholzer, Stephan, Haltmeier, Markus
Médium: Artigo
Jazyk:Inglês
Vydáno: Springer US 2019
Témata:
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7144407/
https://ncbi.nlm.nih.gov/pubmed/32308256
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s10851-019-00911-1
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