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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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Detalles Bibliográficos
Autores principales: Schwab, Johannes, Antholzer, Stephan, Haltmeier, Markus
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7144407/
https://www.ncbi.nlm.nih.gov/pubmed/32308256
http://dx.doi.org/10.1007/s10851-019-00911-1