Articles with "untrained learning" as a keyword



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BlindNet: an untrained learning approach toward computational imaging with model uncertainty

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Published in 2021 at "Journal of Physics D: Applied Physics"

DOI: 10.1088/1361-6463/ac2ad4

Abstract: The solution of an inverse problem in computational imaging (CI) often requires the knowledge of the physical model and/or the object. However, in many practical applications, the physical model may not be accurately characterized, leading… read more here.

Keywords: learning approach; model; untrained learning; computational imaging ... See more keywords
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Dynamic coherent diffractive imaging with a physics-driven untrained learning method.

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Published in 2021 at "Optics express"

DOI: 10.1364/oe.433507

Abstract: Reconstruction of a complex field from one single diffraction measurement remains a challenging task among the community of coherent diffraction imaging (CDI). Conventional iterative algorithms are time-consuming and struggle to converge to a feasible solution… read more here.

Keywords: physics; physics driven; learning method; diffraction ... See more keywords