LMS Workshop: Recent Advances in Inverse Problems and Imaging

Scope of the workshop

This workshop aims to bring together researchers working on inverse problems and imaging processing.  A particular focus of this workshop will be on recent advances in computationally efficient methods for solving large-scale inverse problems in imaging, e.g., those arising in medical, geophysical and industrial applications, covering topics that include advances in iterative methods, regularization, deep learning and novel applications. 

Organizers: Jiahua Jiang, Jinglai Li, Junqi Tang, Jinming Duan

Speaker List

Silvia Gazzola, University of Bath

Marta M. Betcke, University of College London

Tim Sullivan, University of Warwick

Marco lglesias, University of Nottingham

Junqi Tang, University of Birmingham

Jiahua Jiang, University of Birmingham

Jinming Duan, University of Birmingham

Schedule

11:30-12:00 - Tim Sullivan:     Recent advances in the 'small balls' theory of modes and non-parametric MAP estimators

12:00-12:30 - Marta M. Betcke: Learning the invisible for reconstruction from limited angle data in Photoacoustic Tomography

12:30-14:00 - Lunch

14:00-14:30 - Silvia Gazzola:      Regularization by non-standard Krylov methods

14:30-15:00 - Junqi Tang:      Efficient Deep Unrolling Schemes for Imaging Inverse Problems

15:00-15:30 -  Coffee Break

15:30-16:00 - Marco lglesias: Ensemble Kalman inversion for tomographic imaging

16:00-16:30 - Jiahua Jiang:   Hybrid Projection Methods for Solution Decomposition in Large-scale Bayesian Inverse  Problems

16:30-17:00 - Jinming Duan: ADMM: Parameter selection, model-driven learning, and imaging applications

 Participation

Participation is open to all university (UoB or other) staff and students. All participants of the workshop are expected to adhere to the University of Birmingham School of Mathematics' Code of Conduct.  The School of Mathematics has established a programme to offer funded child-care services to visiting researchers. To take advantage of this opportunity, it is recommended that you make contact with the organizers at the earliest convenience to ensure proper arrangements are made.