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Tatiana Bubba - Deeply learned regularization for limited angle computed tomography, with a little help from microlocal analysis

Dates:16 November 2022
Times:15:00 - 16:00
What is it:Seminar
Organiser:Department of Mathematics
Who is it for:University staff, External researchers, Current University students
Speaker:Dr Tatiana Bubba
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  • Department of Mathematics

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  • In category "Seminar"
  • In group "(Maths) Maths seminar series"
  • In group "(Maths) Statistics, quantification of uncertainty, inverse problems and data science"
  • By Department of Mathematics

Join us for this research seminar, part of the SQUIDS (Statistics, quantification of uncertainty, inverse problems and data science) seminar series.

Abstract: In recent years, limited angle CT has become a challenging testing ground for several theoretical and numerical studies, where both variational regularization and data-driven techniques have been investigated extensively. In this talk, I will present hybrid reconstruction frameworks that combine model-based regularization with data-driven deep learning by relaying on the interplay between sparse regularization theory, harmonic analysis and microlocal analysis. The underlying idea is to only learn the part that can provably not be handled by model-based methods, while applying the theoretically controllable sparse regularization technique to the remaining parts. The numerical results show that these approaches significantly surpasses both pure model- and more data-based reconstruction methods.

Speaker

Dr Tatiana Bubba

Organisation: University of Bath

  • https://sites.google.com/view/tatianabubba/home

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Frank Adams 2
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Matthew Thorpe

matthew.thorpe-2@manchester.ac.uk

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