Umberto Villa
Scholar

Umberto Villa

Google Scholar ID: lELCubQAAAAJ
Biomedical Engineering and Oden Institute, UT Austin
PhotoacousticUltrasoundImaging ScienceInverse ProblemsUncertainty Quantification
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Citations & Impact
All-time
Citations
1,289
 
H-index
21
 
i10-index
34
 
Publications
20
 
Co-authors
12
list available
Contact
CVOpen ↗
Publications
7 items
A Learning-based Framework for Spatial Impulse Response Compensation in 3D Photoacoustic Computed Tomography.
arXiv.org · 2026
Cited
0
Benchmarking Deep Learning-Based Reconstruction Methods for Photoacoustic Computed Tomography with Clinically Relevant Synthetic Datasets.
arXiv.org · 2026
Cited
0
Taylor Approximation Variance Reduction for Approximation Errors in PDE-constrained Bayesian Inverse Problems
2025
Cited
0
Application of a Virtual Imaging Framework for Investigating a Deep Learning-Based Reconstruction Method for 3D Quantitative Photoacoustic Computed Tomography
2025
Cited
0
Predictive Digital Twins with Quantified Uncertainty for Patient-Specific Decision Making in Oncology
2025
Cited
0
Can Diffusion Models Provide Rigorous Uncertainty Quantification for Bayesian Inverse Problems?
2025
Cited
0
Physics and Deep Learning in Computational Wave Imaging
arXiv.org · 2024
Cited
1
Resume (English only)
Education
  • Ph.D. in Mathematics from Emory University in December 2012, with a specialization in Computational Mathematics. Advisor: Prof. Alessandro Veneziani.
Background
  • Assistant Professor, Biomedical Engineering & Oden Institute, UT Austin. Research interests include high-performance computing, computational fluid dynamics, image processing, inverse problems, and numerical analysis.
Co-authors
12 total
Mark A. Anastasio
Mark A. Anastasio
University of Illinois Urbana-Champaign
Omar Ghattas
Omar Ghattas
Professor & Cockrell endowed chair, Mechanical Engineering & Oden Institute, Univ of Texas at Austin
Co-author 3
Co-author 3
Co-author 4
Co-author 4
Peng Chen
Peng Chen
Georgia Institute of Technology
Co-author 6
Co-author 6
Tiziano Passerini
Tiziano Passerini
Siemens Healthineers
Thomas O'Leary-Roseberry
Thomas O'Leary-Roseberry
Assistant Professor, Department of Mathematics, The Ohio State University