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Umberto Villa

20 papers hereh-index 9328 citations70 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author14
  • last author5

Across the 19 of 20 papers where every author was matched, so the position is known.

fields
  • physics.med-ph9
  • eess.IV5
  • cs.LG2
  • cond-mat.soft1
  • cs.CE1
  • math.NA1
same name
  • Umberto Villa — 9 papers, h 8
  • Umberto Villa — 3 papers, h 2
  • Umberto Villa — 2 papers, h 2
  • Umberto Villa — 2 papers, h 2
  • Umberto Villa — 2 papers, h 1
  • Umberto Villa — 1 paper

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20112026
most cited3-D Stochastic Numerical Breast Phantoms for Enabling Virtual Imaging Trials of Ultrasound Computed Tomography

49 citations · 79 across the 17 of their papers we have counts for

collaborators
Showing 2026Show all

3 papers · 1 filter

stat.ML2026

Latent Score-Based Bayesian Cramér-Rao Bound Estimation for High-Dimensional Imaging Systems

Evan Scope Crafts, Thomas Wynn, Seonyeong Park +2

We propose a data-driven framework for estimating the Bayesian Cramér-Rao bound (CRB) in high-dimensional imaging systems with complex, analytically intractable priors. Direct CRB…

cs.LG2026

A Learning-based Framework for Spatial Impulse Response Compensation in 3D Photoacoustic Computed Tomography

Kaiyi Yang, Seonyeong Park, Gangwon Jeong +4

Photoacoustic computed tomography (PACT) is a promising imaging modality that combines the advantages of optical contrast with ultrasound detection. Utilizing ultrasound transducer…

physics.med-ph2026

Benchmarking Deep Learning-Based Reconstruction Methods for Photoacoustic Computed Tomography with Clinically Relevant Synthetic Datasets

Panpan Chen, Seonyeong Park, Gangwon Jeong +3

Deep learning (DL)-based image reconstruction methods for photoacoustic computed tomography (PACT) have developed rapidly in recent years. However, most existing methods have not e…

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