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  Dynamic Black-hole Emission Tomography with Physics-informed Neural Fields

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  Revealing Fine Structure in Protoplanetary Disks with Physics Constrained Neural Fields

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  EHT Black-Hole Imaging Tutorial

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  Recovering a Magma Column Beneath the Kilauea Volcano

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  Visual Surface Wave Elastography

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  Teaching Humans Subtle Differences with DIFFusion

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  Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields

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  STeP: A General and Scalable Framework for Solving Video Inverse Problems with Spatiotemporal Diffusion Priors

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  Neural Approximate Mirror Maps (NAMMs)

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  Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play Priors

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  Plug-and-Play Monte Carlo

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  First 3D Recovery of the Gas Around a Black Hole

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  Single-View Refractive Index Tomography with Neural Fields

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  Imaging M87* under Different Image Assumptions via Deep Generative Image Priors

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  Learning Task-Specific Strategies for Accelerated MRI

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  Score-Based Priors

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  Ill-Posed Image Reconstruction Without an Explicit Image Prior

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  First Image of the Milky Way’s Black Hole

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  Gravitationally Lensed Black Hole Emission Tomography

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  Visual Vibration Tomography

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  DeepGEM: Generalized Expectation-Maximization for Blind Inversion

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  End-to-End Sequential Sampling and Reconstruction for MRI

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  Stochastic Inference of Black Hole Fluid Dynamics

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  Deep Probabilistic Imaging

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  Online Learning for Safety-Critical Control

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  Deep Radio Imaging

03/26 Check out the Caltech article on using tiny ripples at skin level to monitor for possible health problems below!

02/26 Katie is awarded the Allen and Charlotte Ginsburg Prize!

01/26 Katie wins the Pierre-Simon Laplace Early Career Technical Achievement Award for contributions to imaging techniques and analysis for astrophysics!

08/25 Congratulations to Angela Gao for successfully defending her thesis!

08/25 Congratulations to Berthy Feng for successfully defending her thesis!

08/25 Elena Williams is joining our group as a Schmidt Scholar to work on making diffusion based based inverse solvers more accessible to scientists!

07/25 Albert Peng joins the group!

07/25 Check out our new paper in ICCV which infers the thickness and stiffness of structures from just videos of waves on their surface!

07/25 Congratulations to Ray Wu for successfully defending his thesis!

01/25 Katie wins the PECASE Award! Check out the Caltech news release.

01/25 Check out our paper on Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields, which leverages deep learning for dark matter fields, recently accepted to ICLR 2025!

01/25 Check out the article on Seeing Beyond the Blur with Generative AI written by Berthy Feng and Katie Bouman in the ACM’s XRDS Magazine.

10/24 Frederic Wang joins the group!

06/24 Katie is awarded a PAMI Young Researcher Award Honorable Mention!

05/24 Congratulations to Ray Wu for winning the Thomas A. Tisch Prize for Graduate Teaching in CMS!

04/24 A new paper, out in Nature Astronomy, reconstructs the 3D struture of a flare around Sagittarius A*! Check out the Caltech news release and project page.

02/24 Katie wins a 2024 Sloan Research Fellowship! Check out the Caltech news release.

01/24 A new image of the M87 black hole confirms its persistent shadow. Read about it in Caltech news!

10/23 Berthy Feng is co-organizing the Quo Vadis, Computer Vision? workshop at ICCV 2023.

10/24 Bingliang Zhang joins the group!

07/23 Aviad Levis has been appointed as an Assistant Professor at the University of Toronto, starting in the summer of 2024. Congratulations, Aviad!

06/23 Angela Gao receives the Caltech EAS New Horizons Award. Congratulations, Angela!

11/22 Read about the new computational algorithms we are developing for black hole imaging in SIAM News November issue.

06/22 Check out the CVPR tutorial “Computational Imaging for Science: From Cells to Galaxies” on June 19, co-organized by Aviad Levis.

More

01/25 Check out our paper on Revealing the 3D Cosmic Web through Gravitationally Constrained Neural Fields, which leverages deep learning for dark matter fields, recently accepted to ICLR 2025!

01/25 Check out the article on Seeing Beyond the Blur with Generative AI written by Berthy Feng and Katie Bouman in the ACM’s XRDS Magazine.

05/24 Congratulations to Ray Wu for winning the Thomas A. Tisch Prize for Graduate Teaching in CMS!

04/24 A new paper, out in Nature Astronomy, reconstructs the 3D struture of a flare around Sagittarius A*! Check out the Caltech news release and project page.

02/24 Katie wins a 2024 Sloan Research Fellowship! Check out the Caltech news release.

01/24 A new image of the M87 black hole confirms its persistent shadow. Read about it in Caltech news!

10/23 Berthy Feng is co-organizing the Quo Vadis, Computer Vision? workshop at ICCV 2023.

07/23 Aviad Levis has been appointed as an Assistant Professor at the University of Toronto, starting in the summer of 2024. Congratulations, Aviad!

06/23 Angela Gao receives the Caltech EAS New Horizons Award. Congratulations, Angela!

11/22 Read about the new computational algorithms we are developing for black hole imaging in SIAM News November issue.

06/22 Check out the CVPR tutorial “Computational Imaging for Science: From Cells to Galaxies” on June 19, co-organized by Aviad Levis.

06/22 Our work BH-NeRF is featured in the latest Caltech EAS Tech Brief: Bringing a New Dimension into Black Hole Imaging

05/22 The first image of the Milky Way’s black hole has been released! Check out Caltech’s press release and this webpage for more info.

08/22 Caltech is hosing the International Conference on Computational Photography (ICCP) this year on August 1-3! Check out the following link for information on how to attend and submit your work: https://iccp2022.iccp-conference.org/.

05/22 alpha-Deep Probabilistic Inference (alpha-DPI): efficient uncertainty quantification from exoplanet astrometry to black hole feature extraction accepted for publication in ApJ. Check out the arXiv preprint.

04/22 Deep Radio Interferometric Imaging with POLISH: DSA-2000 and weak lensing accepted for publication in Monthly Notices of the Royal Astronomical Society Main Journal. Check out the arXiv preprint.

03/22 Gravitationally Lensed Black Hole Emission Tomography accepted to CVPR 2022. Check out the website containing the paper, code, and a video explanation.

03/22 Visual Vibration Tomography accepted to CVPR 2022 as an Oral. Check out the website containing the paper and a video explanation.

10/21 Prof. Bouman awarded the Royal Photographic Society Progress Model

10/21 End-to-End Sequential Sampling and Reconstruction for MR Imaging awarded Best Paper at ML4H Conference 2021. Check out the website containing the paper, code, and a video explanation.

10/21 Brandon Zhao joins the lab with a Gupta Fellowship!

09/21 DeepGEM: Generalized Expectation-Maximization for Blind Inversion accepted fro publication at NeurIPS 2021.

07/21 Inference of Black Hole Fluid-Dynamics from Sparse Interferometric Measurements accepted for publication at ICCV 2021. Check out the website containing the paper, code, and a video explanation.

07/21 Measurement-Robust Control Barrier Functions: Certainty in Safety with Uncertainty in State accepted for publication at IROS 2021. [Paper]

07/21 Event Horizon Telescope observations of the jet launching and collimation in Centaurus A accepted for publication in Nature Astronomy. [Paper]

03/21 New Event Horizon Telescope results published of the polarization of light surrounding the M87 black hole, revealing information about how magnetic fields behave around black holes. [Caltech News]

01/21 Prof. Bouman awarded an NSF CAREER Award! [Abstract]

12/20 Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging accepted for publication at AAAI Conference on Artificial Intelligence. [arXiv]

11/20 Prof. Bouman awarded a 2019-2020 Caltech faculty teaching award! The award is given to two faculty members each year by the Graduate Student Council. Article about the new course.

09/20 Aviad Levis awarded a Viterbi Postdoctoral Fellowship!

06/20 Organizing CVPR 2020’s Computational Cameras and Displays Workshop (CCD). [Website]

04/20 Learning a Probabilistic Strategy for Computational Imaging Sensor Selection published at ICCP. [Project Website]

04/20 Event Horizon Telescope imaging of the archetypal blazar 3C 279 at an extreme 20 microarcsecond resolution published in Astronomy & Astrophysics. [Paper]

09/20 Zihui (Ray) Wu will be joining the group with a Kortschak Fellowship! Congratulations Ray!

04/20 Berthy Feng is awarded an NSF Graduate Fellowship and Aviad Levis is awarded a Zuckerman Postdoctoral Fellowship! Congratulations Berthy and Aviad!

01/20 Prof. Bouman is awarded the 2020 Electronic Imaging Scientist of the Year Award. [Announcement]

01/20 Aviad Levis joins the group at Caltech!

11/19 The Event Horizon Telescope Collaboration Wins the 2020 Breakthrough Prize in Fundamental Physics! [Article]

10/19 Berthy Feng, Angela Gao, and He Sun join the group!

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The Computational Cameras Group at Caltech is dedicated to the principles of diversity, equity, and inclusion. We are a community that values and celebrates differences among our members and we strive to create an equitable and inclusive environment for people of all backgrounds.