Giovanni S. Alberti

Publication Activity (10 Years)

Years Active: 2014-2024
Publications (10 Years): 20

Top Topics

Image Reconstruction

Inverse Problems

Compressed Sensing

Sparsity Regularization

Top Venues

SIAM J. Imaging Sci.

SIAM J. Math. Anal.

SIAM J. Appl. Math.

Publications

Giovanni S. Alberti, Romain Petit, Matteo Santacesaria
Localization of point scatterers via sparse optimization on measures. CoRR (2024)
Giovanni S. Alberti, Romain Petit, Matteo Santacesaria
Localization of Point Scatterers via Sparse Optimization on Measures. SIAM J. Imaging Sci. 17 (3) (2024)
Giovanni S. Alberti, Luca Ratti, Matteo Santacesaria, Silvia Sciutto
Learning a Gaussian Mixture for Sparsity Regularization in Inverse Problems. CoRR (2024)
Giovanni S. Alberti, Johannes Hertrich, Matteo Santacesaria, Silvia Sciutto
Manifold Learning by Mixture Models of VAEs for Inverse Problems. CoRR (2023)
Giovanni S. Alberti, Alessandro Felisi, Matteo Santacesaria, S. Ivan Trapasso
Compressed sensing for inverse problems and the sample complexity of the sparse Radon transform. CoRR (2023)
Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
Short Communication: Localized Adversarial Artifacts for Compressed Sensing MRI. SIAM J. Imaging Sci. 16 (4) (2023)
Giovanni S. Alberti, Matteo Santacesaria, Silvia Sciutto
Continuous Generative Neural Networks. CoRR (2022)
Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
Localized adversarial artifacts for compressed sensing MRI. CoRR (2022)
Giovanni S. Alberti, Ernesto De Vito, Matti Lassas, Luca Ratti, Matteo Santacesaria
Learning the optimal Tikhonov regularizer for inverse problems. NeurIPS (2021)
Giovanni S. Alberti, Ernesto De Vito, Matti Lassas, Luca Ratti, Matteo Santacesaria
Learning the optimal regularizer for inverse problems. CoRR (2021)
Giovanni S. Alberti, Paolo Campodonico, Matteo Santacesaria
Compressed Sensing Photoacoustic Tomography Reduces to Compressed Sensing for Undersampled Fourier Measurements. SIAM J. Imaging Sci. 14 (3) (2021)
Giovanni S. Alberti, Paolo Campodonico, Matteo Santacesaria
Compressed sensing photoacoustic tomography reduces to compressed sensing for undersampled Fourier measurements. CoRR (2020)
Giovanni S. Alberti, Francesca Bartolucci, Filippo De Mari, Ernesto De Vito
Unitarization and Inversion Formulae for the Radon Transform Between Dual Pairs. SIAM J. Math. Anal. 51 (6) (2019)
Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
ADef: an Iterative Algorithm to Construct Adversarial Deformations. ICLR (Poster) (2019)
Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz
Dynamic Spike Superresolution and Applications to Ultrafast Ultrasound Imaging. SIAM J. Imaging Sci. 12 (3) (2019)
Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz
Dynamic Spike Super-resolution and Applications to Ultrafast Ultrasound Imaging. CoRR (2018)
Rima Alaifari, Giovanni S. Alberti, Tandri Gauksson
ADef: an Iterative Algorithm to Construct Adversarial Deformations. CoRR (2018)
Giovanni S. Alberti, Habib Ammari, Francisco Romero, Timothée Wintz
Mathematical Analysis of Ultrafast Ultrasound Imaging. SIAM J. Appl. Math. 77 (1) (2017)
Giovanni S. Alberti, Matteo Santacesaria
Infinite dimensional compressed sensing from anisotropic measurements. CoRR (2017)
Giovanni S. Alberti, Habib Ammari, Bangti Jin, Jin Keun Seo, Wenlong Zhang
The Linearized Inverse Problem in Multifrequency Electrical Impedance Tomography. SIAM J. Imaging Sci. 9 (4) (2016)
Giovanni S. Alberti, Yves Capdeboscq
Elliptic Regularity Theory Applied to Time Harmonic Anisotropic Maxwell's Equations with Less than Lipschitz Complex Coefficients. SIAM J. Math. Anal. 46 (1) (2014)