Umberto Villa

Umberto Villa

Washington University in St. Louis

H-index: 18

North America-United States

About Umberto Villa

Umberto Villa, With an exceptional h-index of 18 and a recent h-index of 15 (since 2020), a distinguished researcher at Washington University in St. Louis, specializes in the field of Uncertainty Quantification, Inverse Problems, Imaging, Finite Element Methods, Preconditioning.

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

A learning-based image reconstruction method for skull-induced aberration compensation in transcranial photoacoustic computed tomography

An adjoint-based optimization method for jointly inverting heterogeneous material properties and fault slip from earthquake surface deformation data

Learned measurement correction for simplified acoustic forward models in ultrasound computed tomography

ProxNF: Neural Field Proximal Training for High-Resolution 4D Dynamic Image Reconstruction

Spatiotemporal image reconstruction to enable high-frame-rate dynamic photoacoustic tomography with rotating-gantry volumetric imagers

A learning-based method for compensating 3D-2D model mismatch in ring-array ultrasound computed tomography

Application of learned ideal observers for estimating task-based performance bounds for computed imaging systems

Learned full waveform inversion incorporating task information for ultrasound computed tomography

Umberto Villa Information

University

Position

___

Citations(all)

1015

Citations(since 2020)

766

Cited By

506

hIndex(all)

18

hIndex(since 2020)

15

i10Index(all)

29

i10Index(since 2020)

20

Email

University Profile Page

Washington University in St. Louis

Google Scholar

View Google Scholar Profile

Umberto Villa Skills & Research Interests

Uncertainty Quantification

Inverse Problems

Imaging

Finite Element Methods

Preconditioning

Top articles of Umberto Villa

Title

Journal

Author(s)

Publication Date

A learning-based image reconstruction method for skull-induced aberration compensation in transcranial photoacoustic computed tomography

Hsuan-Kai Huang

Joseph Kuo

Seonyeong Park

Umberto Villa

Lihong V Wang

...

2024/3/12

An adjoint-based optimization method for jointly inverting heterogeneous material properties and fault slip from earthquake surface deformation data

Geophysical Journal International

Simone Puel

Thorsten W Becker

Umberto Villa

Omar Ghattas

Dunyu Liu

2024/2

Learned measurement correction for simplified acoustic forward models in ultrasound computed tomography

Luke Lozenski

Hanchen Wang

Brendt Wohlberg

Umberto Villa

Youzuo Lin

2024/4/1

ProxNF: Neural Field Proximal Training for High-Resolution 4D Dynamic Image Reconstruction

arXiv preprint arXiv:2403.03860

Luke Lozenski

Refik Mert Cam

Mark A Anastasio

Umberto Villa

2024/3/6

Spatiotemporal image reconstruction to enable high-frame-rate dynamic photoacoustic tomography with rotating-gantry volumetric imagers

Journal of biomedical optics

Refik Mert Cam

Chao Wang

Weylan Thompson

Sergey A Ermilov

Mark A Anastasio

...

2024/1/15

A learning-based method for compensating 3D-2D model mismatch in ring-array ultrasound computed tomography

Fu Li

Umberto Villa

Mark A Anastasio

2024/4/1

Application of learned ideal observers for estimating task-based performance bounds for computed imaging systems

Journal of Medical Imaging

Kaiyan Li

Umberto Villa

Hua Li

Mark A Anastasio

2024/3/1

Learned full waveform inversion incorporating task information for ultrasound computed tomography

IEEE Transactions on Computational Imaging

Luke Lozenski

Hanchen Wang

Fu Li

Mark Anastasio

Brendt Wohlberg

...

2024/1/9

Investigation of a learned image reconstruction method for three-dimensional quantitative photoacoustic tomography of the breast

Refik Mert Cam

Seonyeong Park

Umberto Villa

Mark A Anastasio

2024/3/12

High-throughput photoacoustic tomography by integrated robotics and automation

Nathanael Marshall

Hans-Peter Brecht

Weylan Thompson

Dylan J Lawrence

Vanessa Marshall

...

2024/3/12

An Efficient Implementation of the Spherical Radon Transform with Cylindrical Apertures

arXiv preprint arXiv:2402.15641

Luke Lozenski

Refik Mert Cam

Mark A Anastasio

Umberto Villa

2024/2/23

Derivative-Informed Neural Operator: An Efficient Framework for High-Dimensional Parametric Derivative Learning

Journal of Computational Physics

Thomas O'Leary-Roseberry

Peng Chen

Umberto Villa

Omar Ghattas

2024

Self-supervised learning based on StyleGAN for medical image classification on small labeled dataset

Zong Fan

Zhimin Wang

Chaojie Zhang

Muzaffer Özbey

Umberto Villa

...

2024/4/2

Learning a semi-analytic reconstruction method for photoacoustic computed tomography with hemispherical measurement geometries

Panpan Chen

Seonyeong Park

Refik Mert Cam

Hsuan-Kai Huang

Umberto Villa

...

2024/3/12

Democratizing Uncertainty Quantification

arXiv preprint arXiv:2402.13768

Linus Seelinger

Anne Reinarz

Mikkel B Lykkegaard

Amal Mohammed A Alghamdi

David Aristoff

...

2024/2/21

Bayesian Cramér-Rao bound optimization of the illumination pattern in quantitative photoacoustic computed tomography

Evan D Scope Crafts

Mark A Anastasio

Umberto Villa

2024/4/1

Dynamic image reconstruction to monitor tumor vascular perfusion in small animals using 3D photoacoustic computed-tomography imagers with rotating gantries

Refik Mert Cam

Chao Wang

Seonyeong Park

Weylan Thompson

Sergey A Ermilov

...

2023/3/9

Data driven methods for ultrasound computed tomography

Luke Lozenski

Hanchen Wang

Brendt Wohlberg

Umberto Villa

Youzuo Lin

2023/4/7

Stochastic three-dimensional numerical phantoms to enable computational studies in quantitative optoacoustic computed tomography of breast cancer

Journal of Biomedical Optics

Seonyeong Park

Umberto Villa

Fu Li

Refik Mert Cam

Alexander A Oraevsky

...

2023/6/1

Investigating the use of traveltime and reflection tomography for deep learning-based sound-speed estimation in ultrasound computed tomography

arXiv preprint arXiv:2311.10193

Gangwon Jeong

Fu Li

Umberto Villa

Mark A Anastasio

2023/11/16

See List of Professors in Umberto Villa University(Washington University in St. Louis)

Co-Authors

H-index: 50
Alessandro Veneziani

Alessandro Veneziani

Emory University

H-index: 47
Mark A. Anastasio

Mark A. Anastasio

University of Illinois at Urbana-Champaign

H-index: 44
V. S. Sunderam

V. S. Sunderam

Emory & Henry College

H-index: 41
Panayot S. Vassilevski

Panayot S. Vassilevski

Portland State University

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