Cover Image

IRIS: A Bayesian Approach for Image Reconstruction in Radio Interferometry with expressive Score-Based priors

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Dia, Noé, Yantovski-Barth, M. J., Adam, Alexandre, Bowles, Micah, Perreault-Levasseur, Laurence, Hezaveh, Yashar, Scaife, Anna
Format:	Preprint
Published:	2025
Subjects:	Instrumentation and Methods for Astrophysics Machine Learning Image and Video Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Robustness of Neural Ratio and Posterior Estimators to Distributional Shifts for Population-Level Dark Matter Analysis in Strong Gravitational Lensing
by: Filipp, Andreas, et al.
Published: (2024)

Transformer Embeddings for Fast Microlensing Inference
by: Smyth, Nolan, et al.
Published: (2025)

Neural Deprojection of Galaxy Stellar Mass Profiles
by: Yantovski-Barth, M. J., et al.
Published: (2025)

Tackling the Problem of Distributional Shifts: Correcting Misspecified, High-Dimensional Data-Driven Priors for Inverse Problems
by: Barco, Gabriel Missael, et al.
Published: (2024)

Blind Strong Gravitational Lensing Inversion: Joint Inference of Source and Lens Mass with Score-Based Models
by: Barco, Gabriel Missael, et al.
Published: (2025)

Gravitational-Wave Parameter Estimation in non-Gaussian noise using Score-Based Likelihood Characterization
by: Legin, Ronan, et al.
Published: (2024)

Caustics: A Python Package for Accelerated Strong Gravitational Lensing Simulations
by: Stone, Connor, et al.
Published: (2024)

Mind the Information Gap: Unveiling Detailed Morphologies of z 0.5-1.0 Galaxies with SLACS Strong Lenses and Data-Driven Analysis
by: Legin, Ronan, et al.
Published: (2025)

Pixellated Posterior Sampling of Point Spread Functions in Astronomical Images
by: Stone, Connor, et al.
Published: (2025)

Inpainting Galaxy Counts onto N-Body Simulations over Multiple Cosmologies and Astrophysics
by: Bourdin, Antoine, et al.
Published: (2024)

MIRA: A Score for Conditional Distribution Accuracy and Model Comparison
by: Sharief, Sammy, et al.
Published: (2026)

Bridging Simulators with Conditional Optimal Transport
by: Zeghal, Justine, et al.
Published: (2025)

Radio Galaxy Zoo: Morphological classification by Fanaroff-Riley designation using self-supervised pre-training
by: Buatthaisong, Nutthawara, et al.
Published: (2025)

A Fast Generative Framework for High-dimensional Posterior Sampling: Application to CMB Delensing
by: Sotoudeh, Hadi, et al.
Published: (2026)

Evaluating Bayesian deep learning for radio galaxy classification
by: Mohan, Devina, et al.
Published: (2024)

Content-Based Image Retrieval Using COSFIRE Descriptors with application to Radio Astronomy
by: Ndungu, Steven, et al.
Published: (2024)

LSST Strong Lensing Systems Dark Matter Sensitivity Analysis with Neural Ratio Estimators
by: Filipp, Andreas, et al.
Published: (2026)

Intrinsic Dimension Estimation for Radio Galaxy Zoo using Diffusion Models
by: Roset, Joan Font-Quer, et al.
Published: (2025)

PQMass: Probabilistic Assessment of the Quality of Generative Models using Probability Mass Estimation
by: Lemos, Pablo, et al.
Published: (2024)

Solving Bayesian inverse problems with diffusion priors and off-policy RL
by: Scimeca, Luca, et al.
Published: (2025)

An Unsupervised Learning Method for Radio Interferometry Deconvolution
by: Yu, Lei, et al.
Published: (2025)

Natural gradient descent for improving variational inference based classification of radio galaxies
by: Mohan, Devina, et al.
Published: (2025)

E(2)-Equivariant Features in Machine Learning for Morphological Classification of Radio Galaxies
by: Lines, Natalie E. P., et al.
Published: (2024)

Score-based Diffusion Models for Bayesian Image Reconstruction
by: McCann, Michael T., et al.
Published: (2023)

Mapping "Brain Terrain" Regions on Mars using Deep Learning
by: Pearson, Kyle A., et al.
Published: (2023)

Modeling and Simulation of Charge-Induced Signals in Photon-Counting CZT Detectors for Medical Imaging Applications
by: Ballester, Manuel, et al.
Published: (2024)

Study on the static detection of ICF target based on muonic X-ray sphere encoded imaging
by: Li, Dikai, et al.
Published: (2024)

SciDVS: A Scientific Event Camera with 1.7% Temporal Contrast Sensitivity at 0.7 lux
by: Graca, Rui, et al.
Published: (2024)

Neural Field-Based 3D Surface Reconstruction of Microstructures from Multi-Detector Signals in Scanning Electron Microscopy
by: Chen, Shuo, et al.
Published: (2025)

Golden Spiral Interferometry for Radio Astronomy. A proposal
by: Rodriguez, Elio Quiroga
Published: (2024)

Development towards high-resolution kHz-speed rotation-free volumetric imaging
by: Asimakopoulou, Eleni Myrto, et al.
Published: (2023)

The AIRI plug-and-play algorithm for image reconstruction in radio-interferometry: variations and robustness
by: Terris, Matthieu, et al.
Published: (2023)

Design and Characteristics of a Thin-Film ThermoMesh for the Efficient Embedded Sensing of a Spatio-Temporally Sparse Heat Source
by: Farahan, Sajjad Boorghan, et al.
Published: (2026)

Variational views for self-supervised learning in radio astronomy
by: Alphonse, Johnny Joseph, et al.
Published: (2026)

Multi-mode Heterodyne Laser Interferometry Realized via Software Defined Radio
by: Lin, X., et al.
Published: (2023)

POLISH'ing the Sky: Wide-Field and High-Dynamic Range Interferometric Image Reconstruction with Application to Strong Lens Discovery
by: Wu, Zihui, et al.
Published: (2026)

Bayesian self-calibration and imaging in Very Long Baseline Interferometry
by: Kim, Jong-Seo, et al.
Published: (2024)

Predicting the Subhalo Mass Functions in Simulations from Galaxy Images
by: Filipp, Andreas, et al.
Published: (2025)

Aliasing from Galactic Plane Setting in Widefield Radio Interferometry
by: Barry, N., et al.
Published: (2023)

Configurable γ Photon Spectrometer to Enable Precision Radioguided Tumor Resection
by: Lall, Rahul, et al.
Published: (2025)