A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification

Learned imaging with constraints and uncertainty quantification

Original

Felix J. Herrmann, Ali Siahkoohi, and Gabrio Rizzuti · 1909

Earlier work this paper cites.

Bayesian Learning via Stochastic Gradient Langevin Dynamics

Max Welling and Yee Whye Teh · 2011

Earlier work this paper cites.

Uncertainty quantification for inverse problems with weak partial-differential-equation constraints

Zhilong Fang, Curt Da Silva, Rachel Kuske, and Felix J. Herrmann · 2018

Earlier work this paper cites.

Deep Image Prior

V. Lempitsky, A. Vedaldi, and D. Ulyanov · 2018

Earlier work this paper cites.

A Bayesian Perspective on the Deep Image Prior

Zezhou Cheng, Matheus Gadelha, Subhransu Maji, and Daniel Sheldon · 2019

Cited alongside, same era.

Parametric convolutional neural network-domain full-waveform inversion

Yulang Wu and George A McMechan · 2019

Cited alongside, same era.

The importance of transfer learning in seismic modeling and imaging

Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann · 2019

Cited alongside, same era.

Learned iterative solvers for the Helmholtz equation

Gabrio Rizzuti, Ali Siahkoohi, and Felix J. Herrmann · 2019

Cited alongside, same era.

Stochastic Seismic Waveform Inversion Using Generative Adversarial Networks as a Geological Prior

Lukas Mosser, Olivier Dubrule, and M Blunt · 2019

Later among the works it cites.

Devito (v3.1.0): an embedded domain-specific language for finite differences and geophysical exploration

M. Louboutin, M. Lange, F. Luporini, N. Kukreja, P. A. Witte, F. J. Herrmann, P. Velesko, and G. J. Gorman · 2019

Later among the works it cites.

PyTorch: An Imperative Style, High-Performance Deep Learning Library

Original

Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas Kopf, Edward Yang, Zachary DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, and Soumith Chintala · 2019

Later among the works it cites.