20 citations · 135 across the 34 of their papers we have counts for
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physics.comp-ph2019★ 9 cited
Neural network augmented wave-equation simulation
Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann
Accurate forward modeling is important for solving inverse problems. An inaccurate wave-equation simulation, as a forward operator, will offset the results obtained via inversion.…
eess.IV2019★ 13 cited
Learned imaging with constraints and uncertainty quantification
Felix J. Herrmann, Ali Siahkoohi, Gabrio Rizzuti
We outline new approaches to incorporate ideas from deep learning into wave-based least-squares imaging. The aim, and main contribution of this work, is the combination of handcraf…