Gabrio Rizzuti

Gabrio Rizzuti

Georgia Institute of Technology

H-index: 13

North America-United States

About Gabrio Rizzuti

Gabrio Rizzuti, With an exceptional h-index of 13 and a recent h-index of 11 (since 2020), a distinguished researcher at Georgia Institute of Technology, specializes in the field of Numerical Modeling, Inverse problems, Uncertainty quantification, Seismic imaging, MRI.

His recent articles reflect a diverse array of research interests and contributions to the field:

InvertibleNetworks. jl: A Julia package for scalable normalizing flows

Learned multiphysics inversion with differentiable programming and machine learning

Reliable amortized variational inference with physics-based latent distribution correction

Adjoint operators enable fast and amortized machine learning based Bayesian uncertainty quantification

Amortized normalizing flows for transcranial ultrasound with uncertainty quantification

Towards retrospective motion correction and reconstruction for clinical 3D brain MRI protocols with a reference contrast

Wave-equation-based inversion with amortized variational bayesian inference

Deep Bayesian inference for seismic imaging with tasks

Gabrio Rizzuti Information

University

Position

___

Citations(all)

323

Citations(since 2020)

305

Cited By

84

hIndex(all)

13

hIndex(since 2020)

11

i10Index(all)

13

i10Index(since 2020)

13

Email

University Profile Page

Google Scholar

Gabrio Rizzuti Skills & Research Interests

Numerical Modeling

Inverse problems

Uncertainty quantification

Seismic imaging

MRI

Top articles of Gabrio Rizzuti

InvertibleNetworks. jl: A Julia package for scalable normalizing flows

arXiv preprint arXiv:2312.13480

2023/12/20

Learned multiphysics inversion with differentiable programming and machine learning

The Leading Edge

2023/7

Reliable amortized variational inference with physics-based latent distribution correction

Geophysics

2023/5/1

Adjoint operators enable fast and amortized machine learning based Bayesian uncertainty quantification

2023/4/3

Amortized normalizing flows for transcranial ultrasound with uncertainty quantification

arXiv preprint arXiv:2303.03478

2023/3/6

Towards retrospective motion correction and reconstruction for clinical 3D brain MRI protocols with a reference contrast

arXiv preprint arXiv:2301.01106

2023/1/3

Wave-equation-based inversion with amortized variational bayesian inference

arXiv preprint arXiv:2203.15881

2022/3/29

Deep Bayesian inference for seismic imaging with tasks

Geophysics

2022/9/1

Ali Siahkoohi
Ali Siahkoohi

H-Index: 7

Gabrio Rizzuti
Gabrio Rizzuti

H-Index: 5

Accelerating innovation with software abstractions for scalable computational geophysics

2022/8/15

Joint retrospective motion correction and reconstruction for brain MRI with a reference contrast

IEEE Transactions on Computational Imaging

2022/6/20

Gabrio Rizzuti
Gabrio Rizzuti

H-Index: 5

Alessandro Sbrizzi
Alessandro Sbrizzi

H-Index: 11

WaRIance: wavefield reconstruction inversion with stochastic variable projection

arXiv preprint arXiv:2112.10550

2021/12/20

Gabrio Rizzuti
Gabrio Rizzuti

H-Index: 5

A dual formulation of wavefield reconstruction inversion for large-scale seismic inversion

Geophysics

2021/11/1

Photoacoustic imaging with conditional priors from normalizing flows

2021/10/19

Preconditioned training of normalizing flows for variational inference in inverse problems

arXiv preprint arXiv:2101.03709

2021/1/11

Time-Domain Wavefield Reconstruction Inversion for Large-Scale Seismic Inversion

2021

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

2020/12/8

Ali Siahkoohi
Ali Siahkoohi

H-Index: 7

Gabrio Rizzuti
Gabrio Rizzuti

H-Index: 5

Parameterizing uncertainty by deep invertible networks: An application to reservoir characterization

2020/10/11

Gabrio Rizzuti
Gabrio Rizzuti

H-Index: 5

Ali Siahkoohi
Ali Siahkoohi

H-Index: 7

Extended source imaging—A unifying framework for seismic and medical imaging

2020/9/30

Weak deep priors for seismic imaging

2020/9/30

Ali Siahkoohi
Ali Siahkoohi

H-Index: 7

Gabrio Rizzuti
Gabrio Rizzuti

H-Index: 5

Uncertainty quantification in imaging and automatic horizon tracking—a Bayesian deep-prior based approach

2020/9/30

Ali Siahkoohi
Ali Siahkoohi

H-Index: 7

Gabrio Rizzuti
Gabrio Rizzuti

H-Index: 5

See List of Professors in Gabrio Rizzuti University(Georgia Institute of Technology)