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Understanding Deep Image Prior

The result's identifiers

  • Result code in IS VaVaI

    <a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21340%2F23%3A00369787" target="_blank" >RIV/68407700:21340/23:00369787 - isvavai.cz</a>

  • Result on the web

  • DOI - Digital Object Identifier

Alternative languages

  • Result language

    angličtina

  • Original language name

    Understanding Deep Image Prior

  • Original language description

    Inverse problems in imaging, like denoising, inpainting or superresolution usually require a suitable regularization or a prior to achieve good reconstruction results. It was shown that untrained neural networks can replace traditional handcrafted priors and achieve superior performance. This contribution will focus on Deep Image Prior, the pioneering work utilizing untrained neural priors, its applications for image reconstruction problems, and possible explanations of its success.

  • Czech name

  • Czech description

Classification

  • Type

    D - Article in proceedings

  • CEP classification

  • OECD FORD branch

    10103 - Statistics and probability

Result continuities

  • Project

  • Continuities

    S - Specificky vyzkum na vysokych skolach

Others

  • Publication year

    2023

  • Confidentiality

    S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Data specific for result type

  • Article name in the collection

    SPMS 2022/23 Stochastic and Physical Monitoring Systems, Proceedings of the international conferences

  • ISBN

    978-80-01-07250-9

  • ISSN

  • e-ISSN

  • Number of pages

    7

  • Pages from-to

    37-43

  • Publisher name

    České vysoké učení technické v Praze

  • Place of publication

    Praha

  • Event location

    Sloup v Čechách

  • Event date

    Jun 26, 2023

  • Type of event by nationality

    WRD - Celosvětová akce

  • UT code for WoS article