Machine Learning and Instrument Autonomy Group

Contact

Email: bbue@jpl.nasa.gov
Office: 158-206

Mail Stop: 158-242
4800 Oak Grove Drive
Pasadena, CA 91109

Education

Electrical & Computer Engineering (PhD) - Rice University
Computer Science (MS) - Purdue University
Computer Science (BS) - Augsburg College
Mathmatics (BS) - Augsburg College

Research Interests

Publications

Paper Icon David E. Stillman, Katie M. Primm, Brian Bue, Kiri L. Wagstaff, Jake H. Lee, and Adnan Ansar. RSL Geostatistics Show Slopes Above the Angle of Repose and Significant Enhancement After Mars Year 34 Dust Storm. 52nd Lunar and Planetary Science Conference, Abstract #1578, 2021. (Link to publisher's site)

Paper Icon Hannah R. Kerner, Kiri L. Wagstaff, Brian D. Bue, Danika F. Wellington, Samantha Jacob, Paul Horton, James F. Bell III, Chiman Kwan, and Heni Ben Amor. Comparison of Novelty Detection Methods for Multispectral Images in Rover-based Planetary Exploration Missions. Data Mining and Knowledge Discovery, vol. 34(6), p. 1652-1675, 2020. (Link to publisher's site)

Paper Icon David E. Stillman, Brian D. Bue, Kiri L. Wagstaff, Katherine M. Primm, Tim I. Michaels, and Robert E. Grimm. Evaluation of wet and dry Recurring Slope Lineae (RSL) formation mechanisms based on quantitative mapping of RSL in Garni Crater, Valles Marineris, Mars. Icarus, vol. 335, 2020. (Link to publisher's site)

Paper Icon Hannah R. Kerner, Kiri L. Wagstaff, Brian D. Bue, Patrick C. Gray, James F. Bell III, and Heni Ben Amor. Toward Generalized Change Detection on Planetary Surfaces with Convolutional Autoencoders and Transfer Learning. Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 12, issue 10, p. 3900-3918, 2019. (Link to publisher's site)

Paper Icon Kiri L Wagstaff, Alphan Altinok, Brian Bue, Steve A Chien, Lukas Mandrake. Instrument Science Autonomy for Orbital and Flyby Planetary Missions. 3rd International Workshop on Instrumentation for Planetary Missions, 2016. (Link to publisher's site) (CL#16-4303)

Paper Icon Thomas Fuchs, David R. Thompson, Brian Bue, Julie Castillo, Steve Chien, Dero Gharibian, and Kiri Wagstaff. Enhanced Flyby Science with Onboard Computer Vision: Tracking and Surface Feature Detection at Small Bodies. Earth and Space Science, 2015. (Link to publisher page) (CL#15-4985)

Paper Icon Brian D. Bue, Kiri L. Wagstaff, Umaa D. Rebbapragada, David R. Thompson, and Benyang Tang. Astronomical Data Triage for Rapid Science Return. Proceedings of the Big Data from Space Conference, 2014. (Link to PDF) (CL#14-4231)

Paper Icon Kiri L. Wagstaff, David R. Thompson, Brian D. Bue, Thomas J. Fuchs. Autonomous Real-time Detection of Plumes and Jets from Moons and Comets. The Astrophysical Journal, 794(1), 2014. (Link to publisher's page) (CL#14-3527)

Paper Icon Seungwon Lee and Lukas Mandrake and Benjamin J. Bornstein and Brian D. Bue. Quantification of Trace Chemicals Using the Vehicle Cabin Atmosphere Monitor. NASA Tech Briefs, 2014. (Link to PDF) (CL#14-2375)

Paper Icon David R. Thompson, Benjamin J. Bornstein, Steve A. Chien, Steven Schaffer, Daniel Tran, Brian D. Bue, Rebecca Castaño, Damhnait F. Gleeson, Aaron Noell. Autonomous spectral discovery and mapping onboard the EO-1 spacecraft. IEEE Transactions on Geoscience and Remote Sensing, vol. 51 no. 6, 2013. (CL#12-5114)

Paper Icon David R. Thompson, Benjamin Bornstein, Brian Bue, Daniel Tran, Steve Chien, Rebecca Castano. Hyperspectral Feature Detection Onboard the Earth Observing One Spacecraft using Superpixel Segmentation and Endmember Extraction. Proceedings of the International Symposium on Artificial Intelligence, Robotics and Automation in Space, Turin Italy, 2012. Download PDF (CL #12-2768)

Paper Icon Brian Bue and David R. Thompson. Multiclass Continuous Correspondence Learning. NIPS workshop on Domain Adaptation. Download PDF (CL#11-5494)

Paper Icon Benjamin Bornstein, David R. Thompson, Daniel Tran, Brian Bue, Steve Chien, Rebecca Castano. Efficient Spectral Endmember Detection Onboard the EO-1 Spacecraft. IEEE Workshop on Hyperspectral Imagery and Signal Processing: Evolutions in Remote Sensing. Download PDF (CL#11-1486)

Paper Icon Brian Bue and David R. Thompson and Martha Gilmore and Rebecca Castano. Metric Learning for Hyperspectral Image Segmentation. IEEE Workshop on Hyperspectral Imagery and Signal Processing: Evolutions in Remote Sensing. Download PDF (CL#11-1494)

Paper Icon Lukas Mandrake, Seungwon Lee, Benjamin Bornstein, Brian Bue. Adapting AMDIS for Autonomous Spectral Identification of Hazardous Compounds for ISS Monitoring. Proceedings of the 30th IEEE Aerospace Conference, March 2009. Download PDF (CL #08-4703)

Paper Icon Seungwon Lee, Lukas Mandrake, Benjamin Bornstein, Brian Bue. Quantification of Trace Chemicals using Vehicle Cabin Atmosphere Monitor. Proceedings of the 30th IEEE Aerospace Conference, March 2009. Download PDF (CL #09-1960)

Paper Icon Benjamin Bornstein, Seungwon Lee, Luke Mandrake, Brian Bue. Autonomous Identification and Quantification of Chemical Species with VCAM for use Onboard the ISS. IEEE Aerospace Big Sky March 2008. Download PDF ()

Paper Icon Rebecca Castano, Kiri Wagstaff, Damhnait Gleeson, Robert Pappalardo, Steve Chien, Daniel Tran, Lucas Scharenbroich, Baback Moghaddam, Benyang Tang, Brian Bue, Thomas Doggett, Dan Mandl, Stuart Frye. Onboard Detection of Active Canadian Sulfur Springs: A Europa Analogue. Proceedings of the 9th International Symposium on Artificial Intelligence, Robotics, and Automation in Space, February 2008. Download PDF (CL #07-4419)

T Stepinski, M Mendenhall, B Bue. Robust Automated Identification of Martian Impact Craters. 38th Annual Lunar and Planetary Science Conference.

B Bue, TF Stepinski. Machine detection of martian impact craters from digital topography data. IEEE Transactions on Geoscience and Remote Sensing.

B Bue, T Stepinski. Automated classification of landforms on Mars. Computers and Geosciences.

B Bue, T Stepinski. Machine Detection of Martian Craters from Digital Topography. 37th Annual Lunar and Planetary Science Conference.

B Bue, T Stepinski. Automated Classification of Landforms in Terra Cimmeria, Mars. 36th Annual Lunar and Planetary Science Conference.


Dr. Brian Bue