California Institute of Technology
330 South Chester Avenue, Room 346
Pasadena, CA 91125
Conference Papers
- T. Yin, Z. Wu, H. Sun, A.V. Dalca, Y. Yue, K.L. Bouman. "End-to-End Sequential Sampling and Reconstruction for MR Imaging ". Proceedings of the Machine Learning for Health Conference (ML4H), 2021. Project Website & Code (Best Paper Award!)
- A. Gao, J. Castellanos, Z. Ross, Y. Yue, K.L. Bouman. "DeepGEM: Generalized Expectation-Maximization for Blind Inversion ". Proceedings of the The Conference and Workshop on Neural Information Processing Systems (NeuIPS), 2021. Project Website & Code
- A. Levis, D. Lee, J.A. Tropp, C.F. Gammie, K.L. Bouman. "Inference of Black Hole Fluid-Dynamics from Sparse Interferometric Measurements ". Proceedings of the IEEE International Conference on Computer Vision (ICCV), 2021. Project Website & Code
- R.K. Cosner, A.W. Singletary, A.J. Taylor, T.G. Molnar, K.L. Bouman, A.D. Ames. "Measurement-Robust Control Barrier Functions: Certainty in Safety with Uncertainty in State". Proceedings of the International Conference on Intelligent Robots and Systems (IROS), 2021. arXiv pre-print | Project Website & Code
- H. Sun, K.L. Bouman. "Deep Probabilistic Imaging: Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging". AAAI Conference on Artificial Intelligence. Vancouver, Canada (moved online for COVID-19), February 2021. arXiv pre-print | Project Website & Code
- H. Sun, A.V. Dalca, K.L. Bouman. "Learning a Probabilistic Strategy for Computational Imaging Sensor Selection". Proceedings of the International Conference on Computational Photography (ICCP), St. Louis (moved online for COVID-19), April 2020 Paper | Project Website & Code
- K.L. Bouman, V. Ye, A.B. Yedidia, F. Durand, G.W. Wornell, A. Torralba, W.T. Freeman. "Turning Corners into Cameras: Principles and Methods". Proceedings of the International Conference on Computer Vision (ICCV), Venice, Italy, October 2017 (Spotlight presentation, "Best Poster" at ICCP 2017) Paper | Supplemental Doc | Project Website & Code | Overview Video
- A.V. Dalca, K.L. Bouman, W.T. Freeman, M.R. Sabuncu, N.S. Rost, P. Golland. "Population Based Image Imputation". International Conference on Information Processing and Medical Imaging (IPMI). 2017 (Best Poster at IPMI) Paper
- T. Xue*, J. Wu*, K.L. Bouman, W. Freeman, "Visual Dynamics: Probabilistic Future Frame Synthesis via Cross Convolutional Networks", The Conference and Workshop on Neural Information Processing Systems (NIPS), Barcelona, Spain, December 2016 (* Equal contribution, Oral presentation) arXiv Paper | Project Website | Overview Video
- K.L. Bouman, M. Johnson, D. Zoran, V. Fish, S. Doeleman, W. Freeman, "Computational Imaging for VLBI Image Reconstruction", IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Las Vegas, NV, June 2016 (Oral presentation) Paper | VLBI Dataset Website | EHT Imaging Code
- A. Davis*, K.L. Bouman*, J. Chen, M. Rubinstein, F. Durand, W. Freeman, "Visual Vibrometry: Estimating Material Properties from Small Motions in Video", IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Boston, MA, June 2015 (* Equal contribution, Oral presentation) Paper | Project Website | Overview Video
- K.L. Bouman, B. Xiao, P. Battaglia, and W. Freeman, "Estimating the Material Properties of Fabric from Video", Proceedings of the International Confrence on Computer Vision (ICCV), Sydney, Australia, December 2013. Paper | Project Website | Overview Video
- K. Ni, E. Phelps, K.L. Bouman, and N. Bliss, "Training Image Classifiers with Similarity Metrics, Linear Programming, and Minimal Supervision", Proceedings of the Asilomar 2012 Conference, Pacific Grove, CA, November 2012. Paper | PPT
- K.L. Bouman, V. Ramachandra, K. Atanassov, M. Aleksic, and S.R. Goma, "RAW Camera DPCM Compression Performance Analysis ," Proceedings of the IS&T/SPIE Conference on Digital Photography VII, vol. 7867, San Francisco CA, Jan. 24-25, 2011. Paper
- K.L. Bouman, G. Abdollahian, M. Boutin, and E. Delp, “A Low Complexity Method for Detection of Text Area in Natural Images,” IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, TX, March 14-19, 2010. Paper
Journal Papers
- 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 "Event Horizon Telescope observations of the jet launching and collimation in Centaurus A ". Nature Astronomy, 2021 paper
- J.Cardona, K.L.Bouman, J.Dabiri. "Wind speed inference from environmental flow-structure interactions". Flow, 2021 ArXiv pre-print
- The Event Horizon Telescope Collaboration, et al. "First M87 Event Horizon Telescope Results. VII. Polarization of the Ring". The Astrophysical Journal Letters, 2021 Paper
- The Event Horizon Telescope Collaboration, et al. "First M87 Event Horizon Telescope Results. VIII. Magnetic Field Structure near The Event Horizon". The Astrophysical Journal Letters, 2021 Paper
- 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 "Event Horizon Telescope imaging of the archetypal blazar 3C 279 at
an extreme 20 microarcsecond resolution" Astronomy & Astrophysics, 2020. Paper
- F. Roelofs, M. Janssen, I. Natarajan, R. Deane, J. Davelaar, H. Olivares, O. Porth, S.N. Paine, K.L. Bouman, R.P.J. Tilanus, I.M. van Bemmel, H. Falcke, K. Akiyama, and the Event Horizon Telescope Collaboration. "SYMBA: An end-to-end VLBI synthetic data generation pipeline" Astronomy & Astrophysics, 2020. Paper
- 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 "EHT-HOPS pipeline for millimeter VLBI data reduction" The Astrophysics Journal Letters, 2019. Paper
- D.C.M. Palumbo, S.S Doeleman, M.D. Johnson, K.L. Bouman, A.A. Chael. "Metrics and Motivations for Earth-Space VLBI: Time-Resolving Sgr A* with the Event Horizon Telescope" The Astrophysics Journal Letters, 2019. Paper
- The Event Horizon Telescope Collaboration, et al. (K.L. Bouman was a Paper Coordinator) "First M87 Event Horizon Telescope Results. IV. Imaging the Central Supermassive Black Hole." The Astrophysics Journal Letters, 2019. Paper
- The Event Horizon Telescope Collaboration, et al. "First M87 Event Horizon Telescope Results. I. The Shadow of the Supermassive Black Hole." The Astrophysics Journal Letters, 2019. Paper
- The Event Horizon Telescope Collaboration, et al. "First M87 Event Horizon Telescope Results. II. Array and Instrumentation." The Astrophysics Journal Letters, 2019. Paper
- The Event Horizon Telescope Collaboration, et al. "First M87 Event Horizon Telescope Results. III. Data Processing and Calibration." The Astrophysics Journal Letters, 2019. Paper
- The Event Horizon Telescope Collaboration, et al. "First M87 Event Horizon Telescope Results. V. Physical Origin of the Asymmetric Ring." The Astrophysics Journal Letters, 2019. Paper
- The Event Horizon Telescope Collaboration, et al. "First M87 Event Horizon Telescope Results. VI. The Shadow and Mass of the Central Black Hole." The Astrophysics Journal Letters, 2019. Paper
- S. Issaoun, M.D. Johnson, L. Blackburn, C.D. Brinkerink, M. Moscibrodzka, A. Chael, C. Goddi, I. Marti-Vidal, J. Wagner, S.S. Doeleman, H. Falcke, T.P. Krichbaum, K. Akiyama, U. Bach, K.L. Bouman, G.C. Bower, A. Broderick, I. Cho, G. Crew, J. Dexter, V. Fish, R Gold, JL Gomez, K Hada, A Hernandez-Gomez, M. Janssen, M. Kino, M. Kramer, L. Loinard, R-S. Lu, S. Markoff, D.P. Marrone, L.D. Matthews, J.M. Moran, C. Muller, F. Roelofs, E. Ros, H. Rottmann, S. Sanchez, R.P. J. Tilanus, P. de Vicente, M. Wielgus, J.A. Zensus, G-Y. Zhao, "The Size, Shape, and Scattering of Sagittarius A* at 86 GHz: First VLBI with ALMA,"
The Astrophysical Journal, 2019. Paper
- A.V. Dalca, K.L. Bouman, W.T. Freeman, M.R. Sabuncu, N.S. Rost, P. Golland, "Medical Image Imputation from Image Collections,"
IEEE Transactions on Medical Imaging, 2018. Paper
- T. Xue*, J. Wu*, K.L. Bouman, W. Freeman, "Visual Dynamics: Stochastic Future Generation via Layered Cross Convolutional Networks,"
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2018. Paper | Project Website & Code
- K.L. Bouman, M. Johnson, A. Dalca, A. Chael, F. Roelofs, S. Doeleman, W. Freeman, "Reconstructing Video from Interferometric Measurements of Time-Varying Sources,"
IEEE Transactions on Computational Imaging, 2018. Paper | Supplemental Doc | Overview Video | EHT Imaging Code
- A. Chael, M. Johnson, K.L. Bouman, L. Blackburn, K. Akiyama, R. Narayan, " Interferometric Imaging Directly with Closure Phases and Closure Amplitudes,"
The Astrophysical Journal, 2018 arXiv Paper
- M. Johnson, K.L. Bouman, L. Blackburn, A. Chael, J. Rosen, H. Shiokawa, F. Roelofs, K. Akiyama,
V. Fish, S. Doeleman, "Dynamical Imaging with Interferometry," The Astrophysical Journal, 2017 arXiv Paper
- K. Akiyama, K. Kuramochi, S. Ikeda, V.L. Fish, F. Tazaki, M. Honma, S.S. Doeleman, A. Broderick, J. Dexter, M. Mościbrodzka, K.L. Bouman, A. Chael, M. Zaizen, "Imaging the Schwarzschild-radius-scale Structure of M87 with the Event Horizon Telescope using Sparse Modeling", The Astrophysical Journal, 2017. arXiv Paper | Website
- A. Davis*, K.L. Bouman*, J. Chen, M. Rubinstein, O Buyukozturk, F. Durand, W. Freeman, "Visual Vibrometry: Estimating Material Properties from Small Motions in Video", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2016. (* Equal contribution) Paper | IEEE Xplore
- V. Fish, K. Akiyama, K.L. Bouman, A. Chael, M. Johnson, S. Doeleman, L. Blackburn, J. Wardle, W. Freeman, "Observing—and Imaging—Active Galactic Nuclei with the Event Horizon Telescope",Galaxies, 2016. Paper | Website
- A. Chael, M. Johnson, R. Narayan, S. Doeleman, J. Wardle, K.L. Bouman. "High Resolution Linear Polarimetric Imaging for the Event Horizon Telescope", The Astrophysical Journal, 2016. arXiv Paper | Website
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V. Fish, M. Johnson, R. Lu, S. Doeleman, K.L. Bouman,
D. Zoran, W. Freeman, D. Psaltis, R. Narayan, V. Pankratius, A. Broderick, C. Gwinn, L. Vertatschitsch
"Imaging an Event Horizon: Mitigation of Scattering toward Sagittarius A*", The Astrophysical Journal, 2014, Volume 795, Issue 2 Paper
- K.L. Bouman, G. Abdollahian, M. Boutin, and E. Delp, “A Low Complexity Sign Detection and Text Localization Method For Mobile Applications,” IEEE Transactions on Multimedia, Volume 13 Issue 5, October 2011 Page 922-934. Paper
Thesis
- PhD Thesis: "Extreme Imaging via Physical Model Inversion: Seeing Around Corners and Imaging Black Holes" Full Thesis, Defense Presentation, Defense Video
- MS Thesis: "Estimating the Material Properties of Fabric Through the Observation of Motion" (Ernst A. Guillemin Thesis Prize for the 2nd best masters thesis in EE at MIT) Full Thesis
Presentations
- 2019 MIT - Imaging a Black Hole with the Event Horizon Telescope Video
- 2019 ICERM - Computational Imaging: Recovering Movies of Black Holes (by Expanding the Event Horizon Telescope to Space) Video
- 2018 ICCP: Corners Cameras Video
- 2018 Job Talks: Imaging the Invisible PPT
- 2017 ICCV: Turning Corners into Cameras: Principles and Methods Video
- 2017 Boston Museum of Science: Photographing a Black Hole PPT
- 2016 TEDx: How to Take a Picture of a Black Hole PPT
- 2016 EHT Meeting: Event Horizon Telescope Imaging Challenge PPT
- 2016 CVPR: Computational Imaging for VLBI Image Reconstruction PPT | Video
- 2016 M87 Workshop: Imaging the Structure of M87 using the Event Horizon Telescope PPT
- 2015 ICCV Extreme Imaging Workshop: Imaging with The Event Horizon Telescope PPT
- 2015 Rising Stars in EECS: Visual Vibrometry: Estimating Material Properties from Small Motions in Video PPT
- 2015 CVPR: Visual Vibrometry: Estimating Material Properties from Small Motions in Video (Joint talk with Abe Davis) PPT | Video
- 2014 CVPR Vision Meet Cognition Workshop: Inferring Properties of Cloth from Watching it Move (Talk given by Bill Freeman) PPT | Video (2nd half of talk)
- 2012 IEEE Imaging Technology Processing and Applications Course: Object Recognition and Detection in Natural Images PPT | PDF