Learning by example: fast reliability-aware seismic imaging with normalizing flows

13 April 2021

Papers citing "Learning by example: fast reliability-aware seismic imaging with normalizing flows"

15 / 15 papers shown

Title
Preconditioned training of normalizing flows for variational inference in inverse problems Ali Siahkoohi G. Rizzuti M. Louboutin Philipp A. Witte Felix J. Herrmann 97 32 0 11 Jan 2021
Faster Uncertainty Quantification for Inverse Problems with Conditional Normalizing Flows Ali Siahkoohi G. Rizzuti Philipp A. Witte Felix J. Herrmann AI4CE 48 16 0 15 Jul 2020
Parameterizing uncertainty by deep invertible networks, an application to reservoir characterization G. Rizzuti Ali Siahkoohi Philipp A. Witte Felix J. Herrmann UQCV 65 20 0 16 Apr 2020
Uncertainty quantification in imaging and automatic horizon tracking: a Bayesian deep-prior based approach Ali Siahkoohi G. Rizzuti Felix J. Herrmann 54 20 0 01 Apr 2020
A deep-learning based Bayesian approach to seismic imaging and uncertainty quantification Ali Siahkoohi G. Rizzuti Felix J. Herrmann UQCV BDL 60 22 0 13 Jan 2020
Invert to Learn to Invert P. Putzky Max Welling 62 76 0 25 Nov 2019
Learned imaging with constraints and uncertainty quantification Felix J. Herrmann Ali Siahkoohi G. Rizzuti UQCV 68 23 0 13 Sep 2019
HINT: Hierarchical Invertible Neural Transport for Density Estimation and Bayesian Inference Jakob Kruse Gianluca Detommaso Ullrich Kothe Robert Scheichl 82 45 0 25 May 2019
Fully Hyperbolic Convolutional Neural Networks Keegan Lensink Bas Peters E. Haber MedIm 66 19 0 24 May 2019
Stochastic seismic waveform inversion using generative adversarial networks as a geological prior L. Mosser O. Dubrule M. Blunt GAN AI4CE 111 208 0 10 Jun 2018
Stein Variational Gradient Descent as Gradient Flow Qiang Liu OT 98 277 0 25 Apr 2017
Faster Eigenvector Computation via Shift-and-Invert Preconditioning Dan Garber Laurent Dinh Chi Jin Jascha Narain Sohl-Dickstein Samy Bengio Praneeth Netrapalli Aaron Sidford 277 3,719 0 26 May 2016
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 298 4,812 0 04 Jan 2016
Variational Inference with Normalizing Flows Danilo Jimenez Rezende S. Mohamed DRL BDL 322 4,197 0 21 May 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014