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Variational Networks: An Optimal Control Approach to Early Stopping Variational Methods for Image Restoration

We investigate a well-known phenomenon of variational approaches in image processing, where typically the best image quality is achieved when the gradient flow process is stopped before converging to a stationary point. This paradox originates from a tradeoff between optimization and modeling errors...

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Detalles Bibliográficos
Autores principales: Effland, Alexander, Kobler, Erich, Kunisch, Karl, Pock, Thomas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7138785/
https://www.ncbi.nlm.nih.gov/pubmed/32300264
http://dx.doi.org/10.1007/s10851-019-00926-8