Publications

2024

• 

  Robustness and exploration of variational and machine learning approaches to inverse problems: An overview

  • Alexander Auras
  • Kanchana Vaishnavi Gandikota
  • Hannah Droege
  • Michael Moeller

  GAMM Mitteilungen

  Providing an overview of current approaches for solving inverse problems in imaging using variational methods and machine learning.

  • [BibTeX]
  • [Code]
• 

  Convergent Data-Driven Regularizations for CT Reconstruction

  • Samira Kabri
  • Alexander Auras
  • Danilo Riccio
  • Hartmut Bauermeister
  • Martin Benning
  • Michael Moeller
  • Martin Burger

  CAMC 2024

  Proving the convergence with regards to the noise level of two regularization methods for 2D parallel beam CT-reconstruction, and investigating the effect of discretization errors at different resolutions.

  • [BibTeX]
  • [Code]