TU3.SC3: Learning methods for inverse problems
Tue, 27 Aug, 16:30 - 18:10 France Time (UTC +1)
Location: Saint Clair 3
Session Type: Lecture
Session Chair: Laurent Jacques, UCLouvain
Track: SiG-DML - Signal and Data Analytics for Machine Learning
Tue, 27 Aug, 16:30 - 16:50 France Time (UTC +1)

TU3.SC3.1: Deep Calibration and Operator Learning for Ground Penetrating Radar Imaging
Saurav K. Shastri, The Ohio State University, United States; Yanting Ma, Petros Boufounos, Hassan Mansour, Mitsubishi Electric Research Laboratories, United States
Tue, 27 Aug, 16:50 - 17:10 France Time (UTC +1)

TU3.SC3.2: Whiteness-based bilevel learning of regularization parameters in imaging

Carlo Santambrogio, Science and High Technology Department, University of Insubria, Italy; Monica Pragliola, Dept. of Mathematics and Applications, University of Naples Federico II, Italy; Alessandro Lanza, Dept. of Mathematics, University of Bologna, Italy; Marco Donatelli, Science and High Technology Department, University of Insubria, Italy; Luca Calatroni, Laboratoire I3S, CNRS, UniCA, Inria, Sophia-Antipolis, France
Tue, 27 Aug, 17:10 - 17:30 France Time (UTC +1)

TU3.SC3.3: RECOVERY GUARANTEES OF UNSUPERVISED NEURAL NETWORKS FOR INVERSE PROBLEMS TRAINED WITH GRADIENT DESCENT
Nathan Buskulic, Université de Caen, France; Jalal Fadili, ENSICAEN, France; Yvain Quéau, CNRS, France
Tue, 27 Aug, 17:30 - 17:50 France Time (UTC +1)

TU3.SC3.4: RESTART STRATEGIES ENABLING AUTOMATIC DIFFERENTIATION FOR HYPERPARAMETER TUNING IN INVERSE PROBLEMS
Leo Davy, Nelly Pustelnik, Patrice Abry, Ecole Normale Supérieure de Lyon, France
Tue, 27 Aug, 17:50 - 18:10 France Time (UTC +1)

TU3.SC3.5: Fast and Direct Angle Inference Using Masked Projection Modelling in 2D Tomography with Unknown Views
Jiakang Chen, Renke Wang, Vincent C. H. Leung, Pier Luigi Dragotti, Imperial College London, United Kingdom