Variational Bayesian Imaging with an Efficient Surrogate Score-based Prior

B.T. Feng, K.L. Bouman, W.T. Freeman

Transactions on Machine Learning (TMLR), 2024

Paper Project Website

Score-based Diffusion Models for Photoacoustic Tomography Image Reconstruction

S. Dey, S. Saha, B.T. Feng, M. Cui, L. Delisle, O. Leong, L.V. Wang, K.L. Bouman

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024

Paper Video

Imaging an Evolving Black Hole by Leveraging Shared Structure

Y.Y. Lin, A.F. Gao, K.L. Bouman

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024

Paper

First Sagittarius A* Event Horizon Telescope Results. VII. Polarization of the Ring

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 964, L25, 2024

Paper

The Persistent Shadow of the Supermassive Black Hole of M87 I. Observations, Calibration, Imaging and Analysis

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal, 788(2), 120, 2024

Paper

Gaussian process regression as a surrogate model for the computation of dispersion relations

A.C. Ogren, B.T. Feng, K.L. Bouman, C. Daraio

Computer Methods in Applied Mechanics and Engineering, Volume 420, 116661, 2024

Paper

Score-Based Diffusion Models as Principled Priors for Inverse Imaging

B.T. Feng, J. Smith, M. Rubinstein, H. Chang, K.L. Bouman, W.T. Freeman

IEEE/CVF International Conference on Computer Vision (ICCV), 2023

Paper Project Website

Discovering Structure From Corruption for Unsupervised Image Reconstruction

O. Leong*, A.F. Gao*, H. Sun, and K.L. Bouman

IEEE Transactions on Computational Imaging, 2023

Paper Project Website

Image Reconstruction without Explicit Priors

A.F. Gao, O. Leong, H. Sun, and K.L. Bouman

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023

Paper Project Website

First Sagittarius A* Event Horizon Telescope Results. I. The Shadow of the Supermassive Black Hole in the Center of the Milky Way

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 930, L12, 2022

Paper

First Sagittarius A*; Event Horizon Telescope Results. II. EHT and Multiwavelength Observations, Data Processing, and Calibration

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 930, L12, 2022

Paper

First Sagittarius A* Event Horizon Telescope Results. III. Imaging of the Galactic Center Supermassive Black Hole

The Event Horizon Telescope Collaboration, et al. (K.L. Bouman was a Paper Coordinator)

The Astrophysical Journal Letters, 930, L12, 2022

Paper

First Sagittarius A* Event Horizon Telescope Results. IV. Variability, Morphology, and Black Hole Mass

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 930, L12, 2022

Paper

First Sagittarius A* Event Horizon Telescope Results. V. Testing Astrophysical Models of the Galactic Center Black Hole

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 930, L12, 2022

Paper

First Sagittarius A* Event Horizon Telescope Results. VI. Testing the Black Hole Metric

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 930, L12, 2022

Paper

alpha-Deep Probabilistic Inference (alpha-DPI): Efficient Uncertainty Quantification from Exoplanet Astrometry to Black Hole Feature Extraction

H. Sun, K.L. Bouman, P. Tiede, J.J. Wang, S. Blunt, D. Mawet

The Astrophysical Journal (ApJ), 2022

Paper

Deep Radio Interferometric Imaging with POLISH: DSA-2000 and weak lensing

L. Connor, K.L. Bouman, V. Ravi, G. Hallinan

Monthly Notices of the Royal Astronomical Society Main Journal, 2022

Paper

Visual Vibration Tomography: Estimating Interior Material Properties from Monocular Video

B.T. Feng, A.C. Ogren, C. Daraio, K.L. Bouman

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022 (Oral)

arXiv pre-print Project Website

Gravitationally Lensed Black Hole Emission Tomography

A. Levis, P.P. Srinivasan, A.A. Chael, R. Ng, K.L. Bouman

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022

arXiv pre-print Project Website

Self-Supervised Online Learning for Safety-Critical Control using Stereo Vision

R.K. Cosner, I.D. Jimenez Rodriguez, T.G. Molnar, W. Ubellacker, Y. Yue, A.D. Ames, K.L. Bouman

39th International Conference on Robotics and Automation (ICRA), 2022

Project Website & Code

DeepGEM: Generalized Expectation-Maximization for Blind Inversion

A.F. Gao, J.C. Castellanos, Y Yue, Z.E. Ross, K.L. Bouman

35th Conference on Neural Information Processing Systems (NeurIPS), 2021

Project Website & Code

End-to-End Sequential Sampling and Reconstruction for MR Imaging

T. Yin*, Z. Wu*, H. Sun, A.V. Dalca, Y. Yue, and K.L. Bouman (* equal contribution)

Machine Learning for Health (ML4H), 2021 (Best Paper)

arXiv pre-print Project Website & Code

Inference of Black Hole Fluid-Dynamics from Sparse Interferometric Measurements

A. Levis, D. Lee, J.A. Tropp, C.F. Gammie, K.L. Bouman

Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2021

Project Website & Code

Measurement-Robust Control Barrier Functions: Certainty in Safety with Uncertainty in State

R.K. Cosner, A.W. Singletary, A.J. Taylor, T.G. Molnar, K.L. Bouman, A.D. Ames

Proceedings of the International Conference on Intelligent Robots and Systems (IROS), 2021

arXiv pre-print

Event Horizon Telescope observations of the jet launching and collimation in Centaurus A

M. Janssen, H. Falcke, M. Kadler, E. Ros, M. Wielgus, K. Akiyama, M. Baloković, L. Blackburn, K.L. Bouman, A. Chael, C. Chan, K. Chatterjee, J. Davelaar, P.G. Edwards, C.M. Fromm, J.L. Gómez, C. Goddi, S. Issaoun, M.D. Johnson, J. Kim, Jun Yi Koay, T.P. Krichbaum, J. Liu, E. Liuzzo, S. Markoff, A. Markowitz, D.P. Marrone, Y. Mizuno, C. Müller, C. Ni, D.W. Pesce, V. Ramakrishnan, F. Roelofs, K.L.J. Rygl, I. van Bemmel, and the Event Horizon Telescope Collaboration

Nature Astronomy, 2021

Paper

Event Horizon Telescope observations of the jet launching and collimation in Centaurus A

M. Janssen, H. Falcke, M. Kadler, E. Ros, M. Wielgus, K. Akiyama, M. Baloković, L. Blackburn, K.L. Bouman, A. Chael, C. Chan, K. Chatterjee, J. Davelaar, P.G. Edwards, C.M. Fromm, J.L. Gómez, C. Goddi, S. Issaoun, M.D. Johnson, J. Kim, Jun Yi Koay, T.P. Krichbaum, J. Liu, E. Liuzzo, S. Markoff, A. Markowitz, D.P. Marrone, Y. Mizuno, C. Müller, C. Ni, D.W. Pesce, V. Ramakrishnan, F. Roelofs, K.L.J. Rygl, I. van Bemmel, and the Event Horizon Telescope Collaboration

Nature Astronomy, 2021

Paper

Wind speed inference from environmental flow-structure interactions

J. Cardona, K.L. Bouman, J. Dabiri

Flow, 2021

Paper

Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging

H. Sun, K.L. Bouman

AAAI, 2020

arXiv pre-print Project Website & Code

Learning a Probabilistic Strategy for Computational Imaging Sensor Selection

H. Sun, A.V. Dalca, K.L. Bouman

Proceedings of the International Conference on Computational Photography (ICCP), 2020

Paper Project Website & Code

First M87 Event Horizon Telescope Results. VII. Polarization of the Ring

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 2021

Paper

First M87 Event Horizon Telescope Results. VIII. Magnetic Field Structure near The Event Horizon

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 2021

Paper

Event Horizon Telescope imaging of the archetypal blazar 3C 279 at an extreme 20 microarcsecond resolution

J.Y. Kim, T.P. Krichbaum, A.E. Broderick, M. Wielgus, L. Blackburn, J.L Gomez, M.D. Johnson, K.L. Bouman, A. Chael, K. Akiyama, S. Jorstad, A.P. Marscher, S. Issaoun, M. Janssen, C.K. Chan, T. Savolainen, D. Pesce, F. Ozel, and the Event Horizon Telescope Collaboration

Astronomy & Astrophysics, 2020

Paper

SYMBA: An end-to-end VLBI synthetic data generation pipeline

J.Y. Kim, T.P. Krichbaum, A.E. Broderick, M. Wielgus, L. Blackburn, J.L Gomez, M.D. Johnson, K.L. Bouman, A. Chael, K. Akiyama, S. Jorstad, A.P. Marscher, S. Issaoun, M. Janssen, C.K. Chan, T. Savolainen, D. Pesce, F. Ozel, and the Event Horizon Telescope Collaboration

Astronomy & Astrophysics, 2020

Paper

EHT-HOPS pipeline for millimeter VLBI data reduction

L. Blackburn, C. Chan, G.B. Crew, V.L. Fish, S. Issaoun, M.D. Johnson, M. Wielgus, K. Akiyama, J. Barrett, K.L. Bouman, R. Cappallo, A.A. Chael, M. Janssen, C.J. Lonsdale, S.S. Doeleman

The Astrophysical Journal Letters, 2019

Paper

Metrics and Motivations for Earth-Space VLBI: Time-Resolving Sgr A* with the Event Horizon Telescope

D.C.M. Palumbo, S.S Doeleman, M.D. Johnson, K.L. Bouman, A.A. Chael

The Astrophysical Journal Letters, 2019

Paper

First M87 Event Horizon Telescope Results. IV. Imaging the Central Supermassive Black Hole

The Event Horizon Telescope Collaboration, et al. (K.L. Bouman was a Paper Coordinator)

The Astrophysical Journal Letters, 2019

Paper

First M87 Event Horizon Telescope Results. I. The Shadow of the Supermassive Black Hole

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 2019

Paper

First M87 Event Horizon Telescope Results. II. Array and Instrumentation

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 2019

Paper

First M87 Event Horizon Telescope Results. III. Data Processing and Calibration

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 2019

Paper

First M87 Event Horizon Telescope Results. V. Physical Origin of the Asymmetric Ring

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 2019

Paper

First M87 Event Horizon Telescope Results. VI. The Shadow and Mass of the Central Black Hole

The Event Horizon Telescope Collaboration, et al.

The Astrophysical Journal Letters, 2019

Paper