Leslie M. Collins
Professor of Electrical and Computer Engineering
Leslie M. Collins earned the BSEE degree from the University of Kentucky, and the MSEE, and PhD degrees from the University of Michigan, Ann Arbor. From 1986 through 1990 she was a Senior Engineer at Westinghouse Research and Development Center in Pittsburgh, PA. She joined Duke in 1995 as an Assistant Professor and was promoted to Associate Professor in 2002 and to Professor in 2007. Her research interests include physics-based statistical signal processing, subsurface sensing, auditory prostheses and pattern recognition. She is a member of the Tau Beta Pi, Sigma Xi, and Eta Kappa Nu honor societies. Dr. Collins has been a member of the team formed to transition MURI-developed algorithms and hardware to the Army HSTAMIDS and GSTAMIDS landmine detection systems. She has been the principal investigator on research projects from ARO, NVESD, SERDP, ESTCP, NSF, and NIH. Dr. Collins was the PI on the DoD UXO Cleanup Project of the Year in 2000. As of 2015, Dr. Collins has graduated 15 PhD students.
Current Research Interests
Physics-based machine learning algorithms for big data, including developing remediation strategies for the hearing impaired and sensor-based algorithms for the detection of hazardous buried objects
Current Appointments & Affiliations
- Professor of Electrical and Computer Engineering, Electrical and Computer Engineering, Pratt School of Engineering 2007
- Professor in the Department of Head and Neck Surgery & Communication Sciences, Head and Neck Surgery & Communication Sciences, Clinical Science Departments 2021
- Faculty Network Member of the Duke Institute for Brain Sciences, Duke Institute for Brain Sciences, University Institutes and Centers 2011
- Faculty Network Member of The Energy Initiative, Nicholas Institute-Energy Initiative, Initiatives 2015
Contact Information
- 3461 CIEMAS, Durham, NC 27708
- Box 90291, Durham, NC 27708-0291
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lcollins@ee.duke.edu
(919) 660-5260
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Duke Applied Machine Learning Lab
- Background
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Education, Training, & Certifications
- Ph.D., University of Michigan, Ann Arbor 1995
- M.Sc.Eng., University of Michigan, Ann Arbor 1986
- B.S.E., University of Kentucky 1985
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Previous Appointments & Affiliations
- Professor of Biomedical Engineering, Biomedical Engineering, Pratt School of Engineering 2015 - 2018
- Chair of the Department of Electrical and Computer Engineering, Electrical and Computer Engineering, Pratt School of Engineering 2007 - 2011
- Assistant Professor of Surgery, Surgery, Clinical Science Departments 2010 - 2011
- Associate Professor of Electrical and Computer Engineering, Electrical and Computer Engineering, Pratt School of Engineering 2002 - 2007
- Associate Professor of Biomedical Engineering, Biomedical Engineering, Pratt School of Engineering 2003 - 2005
- Assistant Professor in Surgery, Surgery, Clinical Science Departments 2000 - 2003
- Assistant Professor of Electrical and Computer Engineering, Electrical and Computer Engineering, Pratt School of Engineering 1996 - 2002
- Assistant Professor of Biomedical Engineering, Biomedical Engineering, Pratt School of Engineering 1996 - 2000
- Assistant Research Professor, Electrical and Computer Engineering, Pratt School of Engineering 1995
- Recognition
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In the News
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SEP 21, 2018 Pratt School of Engineering -
OCT 4, 2016 -
AUG 31, 2016
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- Research
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Selected Grants
- BREEZE: New Ventricular Direct Cooling Stylet to Mitigate Secondary Brain Injury awarded by National Institutes of Health 2022 - 2024
- Leveraging Natural Language Processing for Reverberant Speech Enhancement in Cochlear Implants awarded by National Institutes of Health 2023 - 2024
- Range-Robust Processing, and Weakly-Supervised Part-Based Recognition, to Improve Detection Accuracy and Reduce the Cost of Real-world Data Collection awarded by QinetiQ US Holdings, Inc. 2020 - 2023
- Signal Processing for Magnetometer-based Deep Detection of Unexploded Ordnance awarded by Office of Naval Research 2020 - 2022
- Deep Context-aware Discriminative Learning for Buried Threat Detection: single sensor processing and multi-sensor fusion awarded by Army Research Office 2017 - 2022
- Using Machine Learning to Mitigate Reverberation Effects in Cochlear Implants awarded by National Institutes of Health 2015 - 2021
- Optimizing cochlear implant sound processor configurations via neural response properties to improve speech comprehension awarded by American Hearing Research Foundation 2018 - 2019
- Information Aggregation for IED Identification with GPR, Video, and Electromagnetic Induction: Within Sensor Processing, Multi Sensor Fusion, and Large-Scale Learning awarded by Army Research Office 2013 - 2018
- Data Extraction and Reporting Tool for Aspen Simulator Data awarded by 8 Rivers Capital, LLC 2017
- Advanced Algorithm Development for Handheld Landmine And Other Explosive Threats awarded by Army Research Office 2014 - 2017
- Dual Band Forward Looking GPR Processing for Landmine and IED Detection awarded by United States Army 2012 - 2017
- Towards Clinical Acceptability: Enhancing Performance of the P300-based Brain-Computer Interface via Improved Stimulus Selection and Signal Processing awarded by National Institutes of Health 2009 - 2016
- Statistical Signal Processing for Remote Sensing of Targets: Proposal for Terrestrial Science Program awarded by Army Research Office 2009 - 2013
- Statistical Signal Processing for Robust Automated UXO Classification awarded by Strategic Environmental Research & Development Program 2010 - 2011
- Speech Processor Optimization for Cochlear Implants awarded by National Institutes of Health 2006 - 2011
- Terrestrial Remote Sensing Equipment Proposal awarded by Army Research Office 2010 - 2011
- Statistical Signal Processing For Landmine and Ordnance Detection and Discrimination awarded by Army Research Office 2006 - 2011
- Statistical and Adaptive Signal Processing for UXO Discrimination for Next-Generation Sensor Data awarded by Strategic Environmental Research & Development Program 2005 - 2009
- Theme-based Redesign of the Duke ECE Undergraduate Curriculum at Duke University awarded by National Science Foundation 2004 - 2008
- A Vertically-Integrated Application-Driven Undergraduate Signal Processing Laboratory awarded by National Science Foundation 2004 - 2008
- Statistical Signal Processing and Modeling for Demining awarded by Army Research Office 2000 - 2008
- Adaptive Multi-Modality Inverse Scattering for Targets Embedded in General Stochastic Environments awarded by Army Research Office 2002 - 2007
- Modeling and Signal Processing for EMI Sensing of Landmines, In Support of AMD System (supplement) awarded by Office of Naval Research 2004 - 2006
- Signal Processing and Modeling for UXO Detection and Discrimination in Highly Contaminated Sites awarded by Strategic Environmental Research & Development Program 2002 - 2005
- Theme-based Redesign of the Duke ECE Curriculum awarded by National Science Foundation 2003 - 2005
- Multi-Sensor Physics-Based Classification of Unexploded Ordnance awarded by Army Research Office 2002 - 2005
- Duke University Signal Processing and Communications Laboratory awarded by Lord Foundation of North Carolina 2002 - 2005
- Optimizing Noise-based Enhancement of Speech Recognition by Cochlear Implant Patients awarded by National Science Foundation 2000 - 2003
- Cat Auditory Nerve Respoonse to Small Electrical Pulses awarded by National Institutes of Health 1999 - 2002
- Improved Landmine Detection and Identification: Combining Statistical Decision Making and Auditory-based Optimizat awarded by Army Research Office 1998 - 2001
- Statistical Signal Processing for Demining: Experimental Verification awarded by Army Research Office 1999 - 2000
- Psychophysical Measures in Cochlear Implant Subjects awarded by National Institutes of Health 1996 - 1999
- Preliminary Research to Investigate the Feasibility of a Novel Signal awarded by Lord Foundation of North Carolina 1998 - 1999
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External Relationships
- Signal Analysis Solutions, LLC
- Publications & Artistic Works
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Selected Publications
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Academic Articles
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Shahidi, Lidea K., Leslie M. Collins, and Boyla O. Mainsah. “Parameter tuning of time-frequency masking algorithms for reverberant artifact removal within the cochlear implant stimulus.” Cochlear Implants International 23, no. 6 (November 2022): 309–16. https://doi.org/10.1080/14670100.2022.2096182.Full Text
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Huang, B., J. Yang, A. Streltsov, K. Bradbury, L. M. Collins, and J. M. Malof. “GridTracer: Automatic Mapping of Power Grids Using Deep Learning and Overhead Imagery.” Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15 (January 1, 2022): 4956–70. https://doi.org/10.1109/JSTARS.2021.3124519.Full Text
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Chen, Xinlin J., Emma T. LaPorte, Cameron Olsen, Leslie M. Collins, Priyesh Patel, Ravi Karra, and Boyla O. Mainsah. “Heart Sound Analysis in Individuals Supported With Left Ventricular Assist Devices.” Ieee Trans Biomed Eng 68, no. 10 (October 2021): 3009–18. https://doi.org/10.1109/TBME.2021.3060718.Full Text Link to Item
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Mainsah, Boyla O., Priyesh A. Patel, Xinlin J. Chen, Cameron Olsen, Leslie M. Collins, and Ravi Karra. “Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients.” J Am Heart Assoc 10, no. 6 (March 16, 2021): e018588. https://doi.org/10.1161/JAHA.120.018588.Full Text Link to Item
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Malof, J. M., D. Reichman, A. Karem, H. Frigui, K. C. Ho, J. N. Wilson, W. H. Lee, W. J. Cummings, and L. M. Collins. “A large-scale multi-institutional evaluation of advanced discrimination algorithms for buried threat detection in ground penetrating radar.” Ieee Transactions on Geoscience and Remote Sensing 57, no. 9 (September 1, 2019): 6929–45. https://doi.org/10.1109/TGRS.2019.2909665.Full Text
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Harmon, R. S., C. S. Throckmorton, R. R. Hark, J. L. Gottfried, G. Wörner, K. Harpp, and L. Collins. “Discriminating volcanic centers with handheld laser-induced breakdown spectroscopy (LIBS).” Journal of Archaeological Science 98 (October 1, 2018): 112–27. https://doi.org/10.1016/j.jas.2018.07.009.Full Text
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Ryan, David B., Kenneth A. Colwell, Chandra S. Throckmorton, Leslie M. Collins, Kevin Caves, and Eric W. Sellers. “Evaluating Brain-Computer Interface Performance in an ALS Population: Checkerboard and Color Paradigms.” Clin Eeg Neurosci 49, no. 2 (March 2018): 114–21. https://doi.org/10.1177/1550059417737443.Full Text Link to Item
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Reichman, D., L. M. Collins, and J. M. Malof. “On choosing training and testing data for supervised algorithms in ground-penetrating radar data for buried threat detection.” Ieee Transactions on Geoscience and Remote Sensing 56, no. 1 (January 1, 2018): 497–507. https://doi.org/10.1109/TGRS.2017.2750920.Full Text
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Camilo, J. A., L. M. Collins, and J. M. Malof. “A large comparison of feature-based approaches for buried target classification in forward-looking ground-penetrating radar.” Ieee Transactions on Geoscience and Remote Sensing 56, no. 1 (January 1, 2018): 547–58. https://doi.org/10.1109/TGRS.2017.2751461.Full Text
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Harmon, R. S., R. R. Hark, C. S. Throckmorton, E. C. Rankey, M. A. Wise, A. M. Somers, and L. M. Collins. “Geochemical Fingerprinting by Handheld Laser-Induced Breakdown Spectroscopy.” Geostandards and Geoanalytical Research 41, no. 4 (December 1, 2017): 563–84. https://doi.org/10.1111/ggr.12175.Full Text
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Sakaguchi, R., K. D. Morton, L. M. Collins, and P. A. Torrione. “A Comparison of Feature Representations for Explosive Threat Detection in Ground Penetrating Radar Data.” Ieee Transactions on Geoscience and Remote Sensing 55, no. 12 (December 1, 2017): 6736–45. https://doi.org/10.1109/TGRS.2017.2732226.Full Text
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Kalika, Dmitry, Leslie Collins, Kevin Caves, and Chandra Throckmorton. “Fusion of P300 and eye-tracker data for spelling using BCI2000.” J Neural Eng 14, no. 5 (October 2017): 056010. https://doi.org/10.1088/1741-2552/aa776b.Full Text Link to Item
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Mainsah, B. O., G. Reeves, L. M. Collins, and C. S. Throckmorton. “Optimizing the stimulus presentation paradigm design for the P300-based brain-computer interface using performance prediction.” Journal of Neural Engineering 14, no. 4 (August 2017): 046025. https://doi.org/10.1088/1741-2552/aa7525.Full Text
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Bradbury, K., R. Saboo, T. L. Johnson, J. M. Malof, A. Devarajan, W. Zhang, L. M. Collins, and R. G. Newell. “Distributed solar photovoltaic array location and extent dataset for remote sensing object identification.” Scientific Data 3 (December 6, 2016). https://doi.org/10.1038/sdata.2016.106.Full Text Open Access Copy
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Clements, J. M., E. W. Sellers, D. B. Ryan, K. Caves, L. M. Collins, and C. S. Throckmorton. “Applying dynamic data collection to improve dry electrode system performance for a P300-based brain-computer interface.” J Neural Eng 13, no. 6 (December 2016): 066018. https://doi.org/10.1088/1741-2560/13/6/066018.Full Text Link to Item
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Mainsah, B. O., L. M. Collins, and C. S. Throckmorton. “Using the detectability index to predict P300 speller performance.” Journal of Neural Engineering 13, no. 6 (December 2016): 066007. https://doi.org/10.1088/1741-2560/13/6/066007.Full Text
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Malof, J. M., K. Bradbury, L. M. Collins, and R. G. Newell. “Automatic detection of solar photovoltaic arrays in high resolution aerial imagery.” Applied Energy 183 (December 1, 2016): 229–40. https://doi.org/10.1016/j.apenergy.2016.08.191.Full Text Open Access Copy
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Malof, J. M., K. D. Morton, L. M. Collins, and P. A. Torrione. “A Probabilistic Model for Designing Multimodality Landmine Detection Systems to Improve Rates of Advance.” Ieee Transactions on Geoscience and Remote Sensing 54, no. 9 (September 1, 2016): 5258–70. https://doi.org/10.1109/TGRS.2016.2559505.Full Text
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Mainsah, Boyla O., Kenneth D. Morton, Leslie M. Collins, Eric W. Sellers, and Chandra S. Throckmorton. “Moving Away From Error-Related Potentials to Achieve Spelling Correction in P300 Spellers.” Ieee Transactions on Neural Systems and Rehabilitation Engineering : A Publication of the Ieee Engineering in Medicine and Biology Society 23, no. 5 (September 2015): 737–43. https://doi.org/10.1109/tnsre.2014.2374471.Full Text
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Czarnek, Nicholas, Kenneth Morton, Leslie Collins, Stacy Tantum, and Chandra Throckmorton. “The impact of time on seizure prediction performance in the FSPEEG database.” Epilepsy & Behavior : E&B 48 (July 2015): 79–82. https://doi.org/10.1016/j.yebeh.2015.04.058.Full Text
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Throckmorton, C. S., W. J. Mayew, M. Venkatachalam, and L. M. Collins. “Financial fraud detection using vocal, linguistic and financial cues.” Decision Support Systems 74 (June 1, 2015): 78–87. https://doi.org/10.1016/j.dss.2015.04.006.Full Text
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Manandhar, A., K. D. Morton, L. M. Collins, and P. A. Torrione. “A nonparametric bayesian approach to multiple instance learning.” International Journal of Pattern Recognition and Artificial Intelligence 29, no. 3 (May 28, 2015). https://doi.org/10.1142/S0218001415510015.Full Text
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Manandhar, A., P. A. Torrione, L. M. Collins, and K. D. Morton. “Multiple-instance hidden markov model for GPR-based landmine detection.” Ieee Transactions on Geoscience and Remote Sensing 53, no. 4 (April 1, 2015): 1737–45. https://doi.org/10.1109/TGRS.2014.2346954.Full Text
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Mainsah, B. O., L. M. Collins, K. A. Colwell, E. W. Sellers, D. B. Ryan, K. Caves, and C. S. Throckmorton. “Increasing BCI communication rates with dynamic stopping towards more practical use: an ALS study.” J Neural Eng 12, no. 1 (February 2015): 016013. https://doi.org/10.1088/1741-2560/12/1/016013.Full Text Link to Item
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Knox, M., P. Torrione, L. Collins, and K. Morton. “Buried threat detection using a handheld ground penetrating radar system.” Proceedings of Spie the International Society for Optical Engineering 9454 (January 1, 2015). https://doi.org/10.1117/12.2177812.Full Text
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Colwell, Kenneth, Chandra Throckmorton, Leslie Collins, and Kenneth Morton. “Projected accuracy metric for the P300 Speller.” Ieee Transactions on Neural Systems and Rehabilitation Engineering : A Publication of the Ieee Engineering in Medicine and Biology Society 22, no. 5 (September 2014): 921–25. https://doi.org/10.1109/tnsre.2014.2324892.Full Text
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Colwell, K. A., D. B. Ryan, C. S. Throckmorton, E. W. Sellers, and L. M. Collins. “Channel selection methods for the P300 Speller.” J Neurosci Methods 232 (July 30, 2014): 6–15. https://doi.org/10.1016/j.jneumeth.2014.04.009.Full Text Link to Item
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Mainsah, Boyla O., Kenneth A. Colwell, Leslie M. Collins, and Chandra S. Throckmorton. “Utilizing a language model to improve online dynamic data collection in P300 spellers.” Ieee Transactions on Neural Systems and Rehabilitation Engineering : A Publication of the Ieee Engineering in Medicine and Biology Society 22, no. 4 (July 2014): 837–46. https://doi.org/10.1109/tnsre.2014.2321290.Full Text
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Desmond, Jill M., Leslie M. Collins, and Chandra S. Throckmorton. “The effects of reverberant self- and overlap-masking on speech recognition in cochlear implant listeners.” The Journal of the Acoustical Society of America 135, no. 6 (June 2014): EL304–10. https://doi.org/10.1121/1.4879673.Full Text
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Ratto, C. R., K. D. M. Jr, L. M. Collins, and P. A. Torrione. “Bayesian context-dependent learning for anomaly classification in hyperspectral imagery.” Ieee Transactions on Geoscience and Remote Sensing 52, no. 4 (January 1, 2014): 1969–81. https://doi.org/10.1109/TGRS.2013.2257175.Full Text
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Ratto, C. R., K. D. Morton, L. M. Collins, and P. A. Torrione. “Analysis of linear prediction for soil characterization in gpr data for countermine applications.” Sensing and Imaging 15, no. 1 (January 1, 2014). https://doi.org/10.1007/s11220-014-0086-8.Full Text
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Torrione, P. A., K. D. Morton, R. Sakaguchi, and L. M. Collins. “Histograms of oriented gradients for landmine detection in ground-penetrating radar data.” Ieee Transactions on Geoscience and Remote Sensing 52, no. 3 (January 1, 2014): 1539–50. https://doi.org/10.1109/TGRS.2013.2252016.Full Text
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Desmond, Jill M., Leslie M. Collins, and Chandra S. Throckmorton. “Using channel-specific statistical models to detect reverberation in cochlear implant stimuli.” The Journal of the Acoustical Society of America 134, no. 2 (August 2013): 1112–20. https://doi.org/10.1121/1.4812273.Full Text
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Throckmorton, Chandra S., Kenneth A. Colwell, David B. Ryan, Eric W. Sellers, and Leslie M. Collins. “Bayesian approach to dynamically controlling data collection in P300 spellers.” Ieee Trans Neural Syst Rehabil Eng 21, no. 3 (May 2013): 508–17. https://doi.org/10.1109/TNSRE.2013.2253125.Full Text Link to Item
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Ratto, C. R., K. D. Morton, L. M. Collins, and P. A. Torrione. “Bayesian Context-Dependent Learning for Anomaly Classification in Hyperspectral Imagery.” Ieee Transactions on Geoscience and Remote Sensing, 2013.
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Tantum, S. L., W. R. Scott, K. D. Morton, L. M. Collins, and P. A. Torrione. “Target classification and identification using sparse model representations of frequency-domain electromagnetic induction sensor data.” Ieee Transactions on Geoscience and Remote Sensing 51, no. 5 (January 1, 2013): 2689–2706. https://doi.org/10.1109/TGRS.2012.2215876.Full Text
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Torrione, P. A., K. D. Morton, R. Sakaguchi, and L. M. Collins. “Histograms of Oriented Gradients for Landmine Detection in Ground-Penetrating Radar Data.” Ieee Transactions on Geoscience and Remote Sensing, 2013.
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Duran, Sara I., Leslie M. Collins, and Chandra S. Throckmorton. “Stream segregation on a single electrode as a function of pulse rate in cochlear implant listeners.” The Journal of the Acoustical Society of America 132, no. 6 (December 2012): 3849–55. https://doi.org/10.1121/1.4764875.Full Text
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Dedigama, A., M. Angelo, P. Torrione, T. H. Kim, S. Wolter, W. Lampert, A. Atewologun, et al. “Hemin-functionalized InAs-based high sensitivity room temperature NO gas sensors.” Journal of Physical Chemistry C 116, no. 1 (January 12, 2012): 826–33. https://doi.org/10.1021/jp2086889.Full Text
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Morton, K. D., P. A. Torrione, and L. M. Collins. “Variational bayesian learning for mixture autoregressive models with uncertain-order.” Ieee Transactions on Signal Processing 59, no. 6 (June 1, 2011): 2614–27. https://doi.org/10.1109/TSP.2011.2128310.Full Text
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Ratto, C. R., P. A. Torrione, and L. M. Collins. “Exploiting ground-penetrating radar phenomenology in a context-dependent framework for landmine detection and discrimination.” Ieee Transactions on Geoscience and Remote Sensing 49, no. 5 (May 1, 2011): 1689–1700. https://doi.org/10.1109/TGRS.2010.2084093.Full Text
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Kolba, M. P., W. R. Scott, and L. M. Collins. “A framework for information-based sensor management for the detection of static targets.” Ieee Transactions on Systems, Man, and Cybernetics Part A:Systems and Humans 41, no. 1 (January 1, 2011): 105–20. https://doi.org/10.1109/TSMCA.2010.2058098.Full Text
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Ratto, C. R., P. A. Torrione, and L. M. Collins. “Context-dependent feature selection using unsupervised contexts applied to GPR-based landmine detection.” Proceedings of Spie the International Society for Optical Engineering 7664 (December 1, 2010). https://doi.org/10.1117/12.850906.Full Text
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Alvey, D. C., K. Morton, R. S. Harmon, J. L. Gottfried, J. J. Remus, L. M. Collins, and M. A. Wise. “Laser-induced breakdown spectroscopy-based geochemical fingerprinting for the rapid analysis and discrimination of minerals: The example of garnet.” Applied Optics 49, no. 13 (May 1, 2010). https://doi.org/10.1364/AO.49.00C168.Full Text Open Access Copy
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Ybarra, G. A., L. M. Collins, L. G. Huettel, K. D. Coonley, H. Z. Massoud, J. A. Board, S. A. Cummer, et al. “Integrated sensing and information processing theme-based redesign of the undergraduate electrical and computer engineering curriculum at Duke University.” Advances in Engineering Education 2, no. 4 (2010).
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Stohl, Joshua S., Chandra S. Throckmorton, and Leslie M. Collins. “Investigating the effects of stimulus duration and context on pitch perception by cochlear implant users.” The Journal of the Acoustical Society of America 126, no. 1 (July 2009): 318–26. https://doi.org/10.1121/1.3133246.Full Text
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Harmon, R. S., J. Remus, N. J. McMillan, C. McManus, L. Collins, J. L. Gottfried, F. C. DeLucia, and A. W. Miziolek. “LIBS analysis of geomaterials: Geochemical fingerprinting for the rapid analysis and discrimination of minerals.” Applied Geochemistry 24, no. 6 (June 1, 2009): 1125–41. https://doi.org/10.1016/j.apgeochem.2009.02.009.Full Text
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Tantum, S. L., Q. Zhu, P. A. Torrione, and L. M. Collins. “Modeling position error probability density functions for statistical inversions using a Goff-Jordan rough surface model.” Stochastic Environmental Research and Risk Assessment 23, no. 2 (January 1, 2009): 155–67. https://doi.org/10.1007/s00477-007-0210-6.Full Text
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Morton, Kenneth D., Peter A. Torrione, Chandra S. Throckmorton, and Leslie M. Collins. “Mandarin Chinese tone identification in cochlear implants: predictions from acoustic models.” Hearing Research 244, no. 1–2 (October 2008): 66–76. https://doi.org/10.1016/j.heares.2008.07.008.Full Text
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Stohl, Joshua S., Chandra S. Throckmorton, and Leslie M. Collins. “Assessing the pitch structure associated with multiple rates and places for cochlear implant users.” The Journal of the Acoustical Society of America 123, no. 2 (February 2008): 1043–53. https://doi.org/10.1121/1.2821980.Full Text
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Remus, Jeremiah J., and Leslie M. Collins. “Comparison of adaptive psychometric procedures motivated by the theory of optimal experiments: simulated and experimental results.” The Journal of the Acoustical Society of America 123, no. 1 (January 2008): 315–26. https://doi.org/10.1121/1.2816567.Full Text
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Tantum, S. L., Y. Yu, and L. M. Collins. “Bayesian mitigation of sensor position errors to improve unexploded ordnance detection.” Ieee Geoscience and Remote Sensing Letters 5, no. 1 (January 1, 2008): 103–7. https://doi.org/10.1109/LGRS.2007.912088.Full Text
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Remus, Jeremiah J., Chandra S. Throckmorton, and Leslie M. Collins. “Expediting the identification of impaired channels in cochlear implants via analysis of speech-based confusion matrices.” Ieee Transactions on Bio Medical Engineering 54, no. 12 (December 2007): 2193–2204. https://doi.org/10.1109/tbme.2007.908336.Full Text
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Xu, Yifang, and Leslie M. Collins. “Predictions of psychophysical measurements for sinusoidal amplitude modulated (SAM) pulse-train stimuli from a stochastic model.” Ieee Transactions on Bio Medical Engineering 54, no. 8 (August 2007): 1389–98. https://doi.org/10.1109/tbme.2007.900800.Full Text
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Torrione, P., and L. M. Collins. “Texture features for antitank landmine detection using ground penetrating radar.” Ieee Transactions on Geoscience and Remote Sensing 45, no. 7 (July 1, 2007): 2374–82. https://doi.org/10.1109/TGRS.2007.896548.Full Text
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Kolba, M. P., and L. M. Collins. “Information-based sensor management in the presence of uncertainty.” Ieee Transactions on Signal Processing 55, no. 6 I (June 1, 2007): 2731–35. https://doi.org/10.1109/TSP.2007.893905.Full Text
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Throckmorton, Chandra S., M. Selin Kucukoglu, Jeremiah J. Remus, and Leslie M. Collins. “The effect of frequency estimation on speech recognition using an acoustic model of a cochlear implant.” Hearing Research 228, no. 1–2 (June 2007): 230–31. https://doi.org/10.1016/j.heares.2007.03.002.Full Text
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Remus, Jeremiah J., and Leslie M. Collins. “A comparison of adaptive psychometric procedures based on the theory of optimal experiments and bayesian techniques: implications for cochlear implant testing.” Perception & Psychophysics 69, no. 3 (April 2007): 311–23. https://doi.org/10.3758/bf03193752.Full Text
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Throckmorton, C. S., S. L. Tantum, Y. Tan, and L. M. Collins. “Independent component analysis for UXO detection in highly cluttered environments.” Journal of Applied Geophysics 61, no. 3–4 (March 19, 2007): 304–17. https://doi.org/10.1016/j.jappgeo.2006.05.007.Full Text
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Liao, Y., L. W. Nolte, and L. M. Collins. “Decision fusion of ground-penetrating radar and metal detector algorithms - A robust approach.” Ieee Transactions on Geoscience and Remote Sensing 45, no. 2 (February 1, 2007): 398–409. https://doi.org/10.1109/TGRS.2006.888096.Full Text
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Huettel, L. G., A. S. Brown, K. D. Coonley, M. R. Gustafson, J. Kim, G. A. Ybarra, and L. M. Collins. “Fundamentals of ECE: A rigorous, integrated introduction to electrical and computer engineering.” Ieee Transactions on Education 50, no. 3 (2007): 174–81. https://doi.org/10.1109/TE.2007.900020.Full Text
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Throckmorton, Chandra S., M. Selin Kucukoglu, Jeremiah J. Remus, and Leslie M. Collins. “Acoustic model investigation of a multiple carrier frequency algorithm for encoding fine frequency structure: implications for cochlear implants.” Hearing Research 218, no. 1–2 (August 2006): 30–42. https://doi.org/10.1016/j.heares.2006.03.020.Full Text
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Torrione, P. A., C. S. Throckmorton, and L. M. Collins. “Performance of an adaptive feature-based processor for a wideband ground penetrating radar system.” Ieee Transactions on Aerospace and Electronic Systems 42, no. 2 (April 1, 2006): 644–58. https://doi.org/10.1109/TAES.2006.1642579.Full Text
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Song, Jiayu, Qing Huo Liu, Pete Torrione, and Leslie Collins. “Two-dimensional and three-dimensional NUFFT migration method for landmine detection using ground-penetrating radar.” Ieee Transactions on Geoscience and Remote Sensing 44, no. 6 (2006): 1462–69. https://doi.org/10.1109/TGRS.2006.870412.Full Text Link to Item
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Remus, J. J., and L. M. Collins. “The effects of noise on speech recognition in cochlear implant subjects: Predictions and analysis using acoustic models.” Eurasip Journal on Applied Signal Processing 2005, no. 18 (December 1, 2005): 2979–90. https://doi.org/10.1155/ASP.2005.2979.Full Text
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Tan, Y., S. L. Tantum, and L. M. Collins. “Kalman filtering for enhanced landmine detection using quadrupole resonance.” Ieee Transactions on Geoscience and Remote Sensing 43, no. 7 (July 1, 2005): 1507–16. https://doi.org/10.1109/TGRS.2005.846863.Full Text
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Xu, Yifang, and Leslie M. Collins. “Predicting dynamic range and intensity discrimination for electrical pulse-train stimuli using a stochastic auditory nerve model: the effects of stimulus noise.” Ieee Transactions on Bio Medical Engineering 52, no. 6 (June 2005): 1040–49. https://doi.org/10.1109/tbme.2005.846718.Full Text
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Zhu, Q., and L. M. Collins. “Application of feature extraction methods for landmine detection using the wichmann/niitek ground-penetrating radar.” Ieee Transactions on Geoscience and Remote Sensing 43, no. 1 (January 1, 2005): 81–85. https://doi.org/10.1109/TGRS.2004.839431.Full Text
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Hu, W., S. L. Tantum, and L. M. Collins. “EMI-based classification of multiple closely spaced subsurface objects via independent component analysis.” Ieee Transactions on Geoscience and Remote Sensing 42, no. 11 (November 1, 2004): 2544–54. https://doi.org/10.1109/TGRS.2004.835223.Full Text
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Hu, W., and L. M. Collins. “Classification of closely spaced subsurface objects using electromagnetic induction data and blind source separation algorithms.” Radio Science 39, no. 4 (July 1, 2004). https://doi.org/10.1029/2003RS002968.Full Text
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Riggs, L., S. Chilaka, L. Collins, L. Lowe, and R. Weaver. “Discrimination experiments with the U.S. Army's standard metal detector.” Radio Science 39, no. 4 (July 1, 2004). https://doi.org/10.1029/2003RS002955.Full Text
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Huettel, L. G., and L. M. Collins. “A theoretical analysis of normal- And impaired-hearing intensity discrimination.” Ieee Transactions on Speech and Audio Processing 12, no. 3 (May 1, 2004): 323–33. https://doi.org/10.1109/TSA.2004.825672.Full Text
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Tan, Y., S. L. Tantum, and L. M. Collins. “Cramer-Rao lower bound for estimating quadrupole resonance signals in non-Gaussian noise.” Ieee Signal Processing Letters 11, no. 5 (May 1, 2004): 490–93. https://doi.org/10.1109/LSP.2004.826657.Full Text
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Xu, Yifang, and Leslie M. Collins. “Predicting the threshold of pulse-train electrical stimuli using a stochastic auditory nerve model: the effects of stimulus noise.” Ieee Transactions on Bio Medical Engineering 51, no. 4 (April 2004): 590–603. https://doi.org/10.1109/tbme.2004.824143.Full Text
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Huettel, Lisa G., and Leslie M. Collins. “Predicting auditory tone-in-noise detection performance: the effects of neural variability.” Ieee Transactions on Bio Medical Engineering 51, no. 2 (February 2004): 282–93. https://doi.org/10.1109/tbme.2003.820395.Full Text
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Ho, K. C., L. M. Collins, L. G. Huettel, and P. D. Gader. “Discrimination mode processing for EMI and GPR sensors for hand-held land mine detection.” Ieee Transactions on Geoscience and Remote Sensing 42, no. 1 (January 1, 2004): 249–63. https://doi.org/10.1109/TGRS.2003.817804.Full Text
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Tantum, S. L., and L. M. Collins. “Performance bounds and a parameter transformation for decay rate estimation.” Ieee Transactions on Geoscience and Remote Sensing 41, no. 10 PART I (October 1, 2003): 2224–31. https://doi.org/10.1109/TGRS.2003.814660.Full Text
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Xu, Yifang, and Leslie M. Collins. “Predicting the threshold of single-pulse electrical stimuli using a stochastic auditory nerve model: the effects of noise.” Ieee Transactions on Bio Medical Engineering 50, no. 7 (July 2003): 825–35. https://doi.org/10.1109/tbme.2003.813542.Full Text
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Ferguson, William D., Leslie M. Collins, and David W. Smith. “Psychophysical threshold variability in cochlear implant subjects.” Hearing Research 180, no. 1–2 (June 2003): 101–13. https://doi.org/10.1016/s0378-5955(03)00111-4.Full Text
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Zhang, Y., L. Collins, H. Yu, C. E. Baum, and L. Carin. “Sensing of unexploded ordnance with magnetometer and induction data: Theory and signal processing.” Ieee Transactions on Geoscience and Remote Sensing 41, no. 5 PART 1 (May 1, 2003): 1005–15. https://doi.org/10.1109/TGRS.2003.810922.Full Text
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Huettel, L. G., and L. M. Collins. “A theoretical comparison of information transmission in the peripheral auditory system: Normal and impaired frequency discrimination.” Speech Communication 39, no. 1–2 (January 1, 2003): 5–21. https://doi.org/10.1016/S0167-6393(02)00055-9.Full Text
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Zhang, Y., L. M. Collins, and L. Carin. “Unexploded ordnance detection using Bayesian physics-based data fusion.” Integrated Computer Aided Engineering 10, no. 3 (January 1, 2003): 231–47. https://doi.org/10.3233/ica-2003-10302.Full Text
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Throckmorton, Chandra S., and Leslie M. Collins. “The effect of channel interactions on speech recognition in cochlear implant subjects: predictions from an acoustic model.” The Journal of the Acoustical Society of America 112, no. 1 (July 2002): 285–96. https://doi.org/10.1121/1.1482073.Full Text
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Collins, L., P. Gao, D. Schofield, J. P. Moulton, L. C. Makowsky, D. M. Reidy, and R. C. Weaver. “A statistical approach to landmine detection using broadband electromagnetic induction data.” Ieee Transactions on Geoscience and Remote Sensing 40, no. 4 (April 1, 2002): 950–62. https://doi.org/10.1109/TGRS.2002.1006387.Full Text
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Throckmorton, C. S., and L. M. Collins. “A comparison of two loudness balancing tasks in cochlear implant subjects using bipolar stimulation.” Ear and Hearing 22, no. 5 (October 2001): 439–48. https://doi.org/10.1097/00003446-200110000-00008.Full Text
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Tantum, S. L., and L. M. Collins. “A comparison of algorithms for subsurface target detection and identification using time-domain electromagnetic induction data.” Ieee Transactions on Geoscience and Remote Sensing 39, no. 6 (June 1, 2001): 1299–1306. https://doi.org/10.1109/36.927453.Full Text
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Dogaru, T., L. Collins, and L. Carin. “Optimal time-domain detection of a deterministic target buried under a randomly rough interface.” Ieee Transactions on Antennas and Propagation 49, no. 3 (March 1, 2001): 313–26. https://doi.org/10.1109/8.918604.Full Text
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Collins, L. M., Y. Zhang, J. Li, H. Wang, L. Carin, S. J. Hart, S. L. Rose Pehrsson, H. H. Nelson, and J. R. McDonald. “A comparison of the performance of statistical and fuzzy algorithms for unexploded ordnance detection.” Ieee Transactions on Fuzzy Systems 9, no. 1 (2001): 17–30. https://doi.org/10.1109/91.917111.Full Text Link to Item
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Gao, P., and L. M. Collins. “A theoretical performance analysis and simulation of time-domain EMI sensor data for land mine detection.” Ieee Transactions on Geoscience and Remote Sensing 38, no. 4 II (December 1, 2000): 2042–55. https://doi.org/10.1109/36.851785.Full Text
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Collins, L. M., and C. S. Throckmorton. “Investigating perceptual features of electrode stimulation via a multidimensional scaling paradigm.” The Journal of the Acoustical Society of America 108, no. 5 Pt 1 (November 2000): 2353–65. https://doi.org/10.1121/1.1314320.Full Text
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Ping Gao, Adrian, L. Collins, P. M. Garber, N. Geng, and L. Carin. “Classification of landmine-like metal targets using wideband electromagnetic induction.” Ieee Transactions on Geoscience and Remote Sensing 38, no. 3 (May 2000): 1352–61. https://doi.org/10.1109/36.843029.Full Text
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Gao, P., and L. M. Collins. “Two-dimensional generalized likelihood ratio test for land mine and small unexploded ordnance detection.” Signal Processing 80, no. 8 (January 1, 2000): 1669–86. https://doi.org/10.1016/S0165-1684(00)00100-6.Full Text
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Collins, L., P. Gao, and L. Carin. “An improved bayesian decision theoretic approach for land mine detection.” Ieee Transactions on Geoscience and Remote Sensing 37, no. 2 I (December 1, 1999): 811–19. https://doi.org/10.1109/36.752197.Full Text
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Huettel, L. G., and L. M. Collins. “Using computational auditory models to predict simultaneous masking data: model comparison.” Ieee Transactions on Bio Medical Engineering 46, no. 12 (December 1999): 1432–40. https://doi.org/10.1109/10.804571.Full Text
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Pfingst, B. E., L. A. Holloway, T. A. Zwolan, and L. M. Collins. “Effects of stimulus level on electrode-place discrimination in human subjects with cochlear implants.” Hearing Research 134, no. 1–2 (August 1999): 105–15. https://doi.org/10.1016/s0378-5955(99)00079-9.Full Text
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Throckmorton, C. S., and L. M. Collins. “Investigation of the effects of temporal and spatial interactions on speech-recognition skills in cochlear-implant subjects.” The Journal of the Acoustical Society of America 105, no. 2 Pt 1 (February 1999): 861–73. https://doi.org/10.1121/1.426275.Full Text
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Gao, P., and L. Collins. “Comparison of optimal and suboptimal processors for classification of buried metal objects.” Ieee Signal Processing Letters 6, no. 8 (January 1, 1999): 216–18. https://doi.org/10.1109/97.774871.Full Text
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Gresham, L. C., and L. M. Collins. “Analysis of the performance of a model-based optimal auditory signal processor.” The Journal of the Acoustical Society of America 103, no. 5 Pt 1 (May 1998): 2520–29. https://doi.org/10.1121/1.422773.Full Text
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Zwolan, T. A., L. M. Collins, and G. H. Wakefield. “Electrode discrimination and speech recognition in postlingually deafened adult cochlear implant subjects.” The Journal of the Acoustical Society of America 102, no. 6 (December 1997): 3673–85. https://doi.org/10.1121/1.420401.Full Text
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Collins, L. M., T. A. Zwolan, and G. H. Wakefield. “Comparison of electrode discrimination, pitch ranking, and pitch scaling data in postlingually deafened adult cochlear implant subjects.” The Journal of the Acoustical Society of America 101, no. 1 (January 1997): 440–55. https://doi.org/10.1121/1.417989.Full Text
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Collins, L. M., G. H. Wakefield, and G. R. Feinman. “Temporal pattern discrimination and speech recognition under electrical stimulation.” The Journal of the Acoustical Society of America 96, no. 5 Pt 1 (November 1994): 2731–37. https://doi.org/10.1121/1.411279.Full Text
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Collins, L. M., G. H. Wakefield, and G. R. Feinman. “Temporal pattern discrimination and speech recognition under electrical simulation.” Journal of the Acoustical Society of America 96, no. 5 pt 1 (1994): 2731.
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Book Sections
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Mainsah, B. O., L. M. Collins, and C. S. Throckmorton. “Designing a BCI Stimulus Presentation Paradigm Using a Performance-Based Approach.” In Brain-Computer Interfaces Handbook: Technological and Theoretical Advances, 487–500, 2018. https://doi.org/10.1201/9781351231954-25.Full Text
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Torrione, P., L. M. Collins, and K. D. Morton. “Multivariate analysis, chemometrics, and machine learning in laser spectroscopy.” In Laser Spectroscopy for Sensing: Fundamentals, Techniques and Applications, 125–64, 2014. https://doi.org/10.1533/9780857098733.1.125.Full Text
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Tantum, S. L., Y. Tan, and L. M. Collins. “Kalman filtering for weak signal detection in remote sensing.” In Signal Processing for Remote Sensing, 127–50, 2007.
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Tantum, S. L., Y. Tan, and L. M. Collins. “Kalman filtering for weak signal detection in remote sensing.” In Signal and Image Processing for Remote Sensing, 129–52, 2006.
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Conference Papers
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Luzi, F., A. Gupta, L. Collins, K. Bradbury, and J. Malof. “Transformers For Recognition In Overhead Imagery: A Reality Check.” In Proceedings 2023 Ieee Winter Conference on Applications of Computer Vision, Wacv 2023, 3767–76, 2023. https://doi.org/10.1109/WACV56688.2023.00377.Full Text
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Chen, Xinlin J., Leslie M. Collins, and Boyla O. Mainsah. “Language Model-Guided Classifier Adaptation for Brain-Computer Interfaces for Communication.” In Conference Proceedings. Ieee International Conference on Systems, Man, and Cybernetics, 2022:1642–47, 2022. https://doi.org/10.1109/smc53654.2022.9945561.Full Text
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Chen, Xinlin J., Leslie M. Collins, and Boyla O. Mainsah. “Mitigating the Impact of Psychophysical Effects During Adaptive Stimulus Selection in the P300 Speller Brain-Computer Interface.” In Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual International Conference, 2021:5796–99, 2021. https://doi.org/10.1109/embc46164.2021.9630048.Full Text
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Chu, K., L. Collins, and B. Mainsah. “A causal deep learning framework for classifying phonemes in cochlear implants.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 2021-June:6498–6502, 2021. https://doi.org/10.1109/ICASSP39728.2021.9413986.Full Text
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Karpurapu, A., A. Krekorian, Y. Tian, L. M. Collins, R. Karra, A. D. Franklin, and B. O. Mainsah. “Evaluating the effect of longitudinal dose and INR data on maintenance warfarin dose predictions.” In Bhi 2021 2021 Ieee Embs International Conference on Biomedical and Health Informatics, Proceedings, 2021. https://doi.org/10.1109/BHI50953.2021.9508510.Full Text
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Spell, G. P., L. M. Collins, and J. M. Malof. “APPLICATION OF COMPOSITIONAL NEURAL NETWORKS FOR ROBUST CLASSIFICATION OF INFRARED IMAGERY.” In International Geoscience and Remote Sensing Symposium (Igarss), 2021-July:2799–2802, 2021. https://doi.org/10.1109/IGARSS47720.2021.9553370.Full Text
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Hu, W., B. Alexander, W. Cathcart, A. Hu, V. Nair, L. Zuo, J. Malof, L. Collins, and K. Bradbury. “Mapping Electric Transmission Line Infrastructure from Aerial Imagery with Deep Learning.” In International Geoscience and Remote Sensing Symposium (Igarss), 2229–32, 2020. https://doi.org/10.1109/IGARSS39084.2020.9323851.Full Text
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Huang, B., K. Bradbury, L. M. Collins, and J. M. Malof. “Do Deep Learning Models Generalize to Overhead Imagery from Novel Geographic Domains? the xGD Benchmark Problem.” In International Geoscience and Remote Sensing Symposium (Igarss), 1476–79, 2020. https://doi.org/10.1109/IGARSS39084.2020.9323080.Full Text
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Chen, X. J., L. M. Collins, P. A. Patel, R. Karra, and B. O. Mainsah. “Heart Sound Analysis in Individuals Supported with Left Ventricular Assist Device: A First Look.” In Computing in Cardiology, Vol. 2020-September, 2020. https://doi.org/10.22489/CinC.2020.080.Full Text
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Chu, Kevin, Leslie Collins, and Boyla Mainsah. “USING AUTOMATIC SPEECH RECOGNITION AND SPEECH SYNTHESIS TO IMPROVE THE INTELLIGIBILITY OF COCHLEAR IMPLANT USERS IN REVERBERANT LISTENING ENVIRONMENTS.” In Proceedings of the ... Ieee International Conference on Acoustics, Speech, and Signal Processing. Icassp (Conference), 2020:6929–33, 2020. https://doi.org/10.1109/icassp40776.2020.9054450.Full Text
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Stump, E. A., F. Reveriano, L. M. Collins, and J. M. Malof. “How robust are deep object detectors to variability in ground truth bounding boxes? experiments for target recognition in infrared imagery.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 11394, 2020. https://doi.org/10.1117/12.2565897.Full Text
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Kong, F., C. Chen, B. Huang, L. M. Collins, K. Bradbury, and J. M. Malof. “Training a single multi-class convolutional segmentation network using multiple datasets with heterogeneous labels: Preliminary results.” In International Geoscience and Remote Sensing Symposium (Igarss), 3903–6, 2019. https://doi.org/10.1109/IGARSS.2019.8898617.Full Text
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Lin, K., B. Huang, L. M. Collins, K. Bradbury, and J. M. Malof. “A simple rotational equivariance loss for generic convolutional segmentation networks: Preliminary results.” In International Geoscience and Remote Sensing Symposium (Igarss), 3876–79, 2019. https://doi.org/10.1109/IGARSS.2019.8898722.Full Text
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Prabhudesai, K. S., L. M. Collins, and B. O. Mainsah. “Automated feature learning using deep convolutional auto-encoder neural network for clustering electroencephalograms into sleep stages.” In International Ieee/Embs Conference on Neural Engineering, Ner, 2019-March:937–40, 2019. https://doi.org/10.1109/NER.2019.8716996.Full Text
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Jacobson, S., D. Reichman, J. Bjornstad, L. M. Collins, and J. M. Malof. “Reliable training of convolutional neural networks for GPR-based buried threat detection using the Adam optimizer and batch normalization.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 11012, 2019. https://doi.org/10.1117/12.2519798.Full Text
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Malof, J. M., D. Reichman, and L. M. Collins. “Data augmentation in feature-space with generative adversarial networks, applied to GPR-based buried threat detection.” In 10th International Workshop on Advanced Ground Penetrating Radar, Held at Near Surface Geoscience Conference and Exhibition 2019, Nsg 2019, 2019.
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Stump, E., D. Reichman, L. M. Collins, and J. M. Malof. “An exploration of gradient-based features for buried threat detection using a handheld ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 11012, 2019. https://doi.org/10.1117/12.2519949.Full Text
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Stump, E., D. Reichman, L. M. Collins, and J. M. Malof. “How transferable are downward-looking and handheld ground penetrating radar data? Experiments in the context of buried threat detection.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 11012, 2019. https://doi.org/10.1117/12.2519969.Full Text
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Shahidi, Lidea K., Leslie M. Collins, and Boyla O. Mainsah. “Application of a Graphical Model to Investigate the Utility of Cross-channel Information for Mitigating Reverberation in Cochlear Implants.” In Proceedings of the ... International Conference on Machine Learning and Applications. International Conference on Machine Learning and Applications, 2018:847–52, 2018. https://doi.org/10.1109/icmla.2018.00136.Full Text
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Huang, B., D. Reichman, L. M. Collins, K. Bradbury, and J. M. Malof. “On the extraction of training imagery from very large remote sensing datasets for deep convolutional segmenatation networks.” In International Geoscience and Remote Sensing Symposium (Igarss), 2018-July:6895–98, 2018. https://doi.org/10.1109/IGARSS.2018.8519523.Full Text
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Huang, B., L. M. Collins, K. Bradbury, and J. M. Malof. “Deep convolutional segmentation of remote sensing imagery: A simple and efficient alternative to stitching output labels.” In International Geoscience and Remote Sensing Symposium (Igarss), 2018-July:6899–6902, 2018. https://doi.org/10.1109/IGARSS.2018.8518701.Full Text
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Wang, R., L. M. Collins, K. Bradbury, and J. M. Malof. “Semisupervised adversarial discriminative domain adaptation, with application to remote sensing data.” In International Geoscience and Remote Sensing Symposium (Igarss), 2018-July:3611–14, 2018. https://doi.org/10.1109/IGARSS.2018.8518096.Full Text
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Huang, B., K. Lu, N. Audebert, A. Khalel, Y. Tarabalka, J. Malof, A. Boulch, et al. “Large-scale semantic classification: Outcome of the first year of inria aerial image labeling benchmark.” In International Geoscience and Remote Sensing Symposium (Igarss), 2018-July:6947–50, 2018. https://doi.org/10.1109/IGARSS.2018.8518525.Full Text
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Prabhudesai, K. S., B. O. Mainsah, L. M. Collins, and C. S. Throckmorton. “Augmented Latent Dirichlet Allocation (Lda) Topic Model with Gaussian Mixture Topics.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 2018-April:2451–55, 2018. https://doi.org/10.1109/ICASSP.2018.8462003.Full Text
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Malof, J. M., S. Chelikani, L. M. Collins, and K. Bradbury. “Trading spatial resolution for improved accuracy in remote sensing imagery: An empirical study using synthetic data.” In Proceedings Applied Imagery Pattern Recognition Workshop, Vol. 2017-October, 2018. https://doi.org/10.1109/AIPR.2017.8457961.Full Text
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Wang, R., J. Camilo, L. M. Collins, K. Bradbury, and J. M. Malof. “The poor generalization of deep convolutional networks to aerial imagery from new geographic locations: An empirical study with solar array detection.” In Proceedings Applied Imagery Pattern Recognition Workshop, Vol. 2017-October, 2018. https://doi.org/10.1109/AIPR.2017.8457965.Full Text
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Wang, R., J. Camilo, L. M. Collins, K. Bradbury, and J. M. Malof. “The poor generalization of deep convolutional networks to aerial imagery from new geographic locations: An empirical study with solar array detection.” In Proceedings Applied Imagery Pattern Recognition Workshop, Vol. 2017-October, 2018. https://doi.org/10.1109/AIPR.2017.8457960.Full Text
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Clements, J. M., R. Kopper, D. J. Zielinski, H. Rao, M. A. Sommer, E. Kirsch, B. O. Mainsah, L. M. Collins, and L. G. Appelbaum. “Neurophysiology of Visual-Motor Learning during a Simulated Marksmanship Task in Immersive Virtual Reality.” In 25th Ieee Conference on Virtual Reality and 3d User Interfaces, Vr 2018 Proceedings, 451–58, 2018. https://doi.org/10.1109/VR.2018.8446068.Full Text Open Access Copy
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Chu, Kevin M., Chandra S. Throckmorton, Leslie M. Collins, and Boyla O. Mainsah. “USING MACHINE LEARNING TO MITIGATE THE EFFECTS OF REVERBERATION AND NOISE IN COCHLEAR IMPLANTS.” In Proceedings of Meetings on Acoustics. Acoustical Society of America, 33:050003, 2018. https://doi.org/10.1121/2.0000905.Full Text
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Malof, J. M., D. Reichman, and L. M. Collins. “How do we choose the best model? The impact of cross-validation design on model evaluation for buried threat detection in ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10628, 2018. https://doi.org/10.1117/12.2305793.Full Text
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Malof, J. M., J. Bralich, D. Reichman, and L. M. Collins. “Improving the histogram of oriented gradient feature for threat detection in ground penetrating radar by implementing it as a trainable convolutional neural network.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10628, 2018. https://doi.org/10.1117/12.2305797.Full Text
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Reichman, D., L. M. Collins, and J. M. Malof. “If training data appears to be mislabeled, should we relabel it? Improving supervised learning algorithms for threat detection in ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10628, 2018. https://doi.org/10.1117/12.2305881.Full Text
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Reichman, D., L. M. Collins, and J. M. Malof. “How much shape information is enough, or too much? Designing imaging descriptors for threat detection in ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10628, 2018. https://doi.org/10.1117/12.2305880.Full Text
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Mainsah, B. O., D. Kalika, L. M. Collins, S. Liu, and C. S. Throckmorton. “Information-based adaptive stimulus selection to optimize communication efficiency in brain-computer interfaces.” In Advances in Neural Information Processing Systems, 2018-December:4820–30, 2018.
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Huang, B., M. Knox, K. Bradbury, L. M. Collins, and R. G. Newell. “Non-intrusive load monitoring system performance over a range of low frequency sampling rates.” In 2017 6th International Conference on Renewable Energy Research and Applications, Icrera 2017, 2017-January:505–9, 2017. https://doi.org/10.1109/ICRERA.2017.8191111.Full Text
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Malof, J. M., L. M. Collins, and K. Bradbury. “A deep convolutional neural network, with pre-training, for solar photovoltaic array detection in aerial imagery.” In International Geoscience and Remote Sensing Symposium (Igarss), 2017-July:874–77, 2017. https://doi.org/10.1109/IGARSS.2017.8127092.Full Text
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Qian, S., S. Chelikani, P. Wang, L. M. Collins, K. Bradbury, and J. M. Malof. “Trading spatial resolution for improved accuracy when using detection algorithms on remote sensing imagery.” In International Geoscience and Remote Sensing Symposium (Igarss), 2017-July:3716–19, 2017. https://doi.org/10.1109/IGARSS.2017.8127806.Full Text
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So, B., C. Nezin, V. Kaimal, S. Keene, L. Collins, K. Bradbury, and J. M. Malof. “Estimating the electricity generation capacity of solar photovoltaic arrays using only color aerial imagery.” In International Geoscience and Remote Sensing Symposium (Igarss), 2017-July:1603–6, 2017. https://doi.org/10.1109/IGARSS.2017.8127279.Full Text
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Kalika, D., L. M. Collins, C. S. Throckmorton, and B. O. Mainsah. “Adaptive stimulus selection in ERP-based brain-computer interfaces by maximizing expected discrimination gain.” In 2017 Ieee International Conference on Systems, Man, and Cybernetics, Smc 2017, 2017-January:1405–10, 2017. https://doi.org/10.1109/SMC.2017.8122810.Full Text
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Camilo, J. A., L. M. Collins, and J. M. Malof. “Three-dimensional features, based on beamforming at multiple depths, improves landmine detection with a forward-looking ground-penetrating radar.” In 2017 9th International Workshop on Advanced Ground Penetrating Radar, Iwagpr 2017 Proceedings, 2017. https://doi.org/10.1109/IWAGPR.2017.7996107.Full Text
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Reichman, D., L. M. Collins, and J. M. Malof. “The effect of translational variance in training and testing images on supervised buried threat detection algorithms for ground penetrating radar.” In 2017 9th International Workshop on Advanced Ground Penetrating Radar, Iwagpr 2017 Proceedings, 2017. https://doi.org/10.1109/IWAGPR.2017.7996104.Full Text
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Reichman, D., L. M. Collins, and J. M. Malof. “Some good practices for applying convolutional neural networks to buried threat detection in Ground Penetrating Radar.” In 2017 9th International Workshop on Advanced Ground Penetrating Radar, Iwagpr 2017 Proceedings, 2017. https://doi.org/10.1109/IWAGPR.2017.7996100.Full Text
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Mainsah, B. O., L. M. Collins, G. Reeves, and C. S. Throckmorton. “A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 3026–30, 2017. https://doi.org/10.1109/ICASSP.2017.7952712.Full Text
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Malof, J. M., K. Bradbury, L. M. Collins, R. G. Newell, A. Serrano, H. Wu, and S. Keene. “Image features for pixel-wise detection of solar photovoltaic arrays in aerial imagery using a random forest classifier.” In 2016 Ieee International Conference on Renewable Energy Research and Applications, Icrera 2016, 799–803, 2017. https://doi.org/10.1109/ICRERA.2016.7884446.Full Text
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Bralich, J., D. Reichman, L. M. Collins, and J. M. Malof. “Improving convolutional neural networks for buried target detection in ground penetrating radar using transfer learning via pre-training.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10182, 2017. https://doi.org/10.1117/12.2263112.Full Text
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Camilo, J. A., M. Crosskey, K. Morton, L. M. Collins, and J. M. Malof. “An improved frequency domain feature with partial least-squares dimensionality reduction for classifying buried threats in forwardlooking ground-penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10182, 2017. https://doi.org/10.1117/12.2263034.Full Text
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Knox, M., C. Rundel, and L. Collins. “Sensor fusion for buried explosive threat detection for handheld data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10182, 2017. https://doi.org/10.1117/12.2263013.Full Text
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Malof, J. M., D. Reichman, and L. M. Collins. “Discriminative dictionary learning to learn effective features for detecting buried threats in ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10182, 2017. https://doi.org/10.1117/12.2263111.Full Text
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Reichman, D., L. M. Collins, and J. M. Malof. “Improvements to the histogram of oriented gradient (HOG) prescreener for buried threat detection in ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10182, 2017. https://doi.org/10.1117/12.2263107.Full Text
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Reichman, D., L. M. Collins, and J. M. Malof. “Learning improved pooling regions for the histogram of oriented gradient (HOG) feature for buried threat detection in ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 10182, 2017. https://doi.org/10.1117/12.2263108.Full Text
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Reichman, D., J. M. Malof, and L. M. Collins. “Leveraging seed dictionaries to improve dictionary learning.” In Proceedings International Conference on Image Processing, Icip, 2016-August:3723–27, 2016. https://doi.org/10.1109/ICIP.2016.7533055.Full Text
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Czarnek, N., K. Morton, L. Collins, R. Newell, and K. Bradbury. “Performance comparison framework for energy disaggregation systems.” In 2015 Ieee International Conference on Smart Grid Communications, Smartgridcomm 2015, 446–52, 2016. https://doi.org/10.1109/SmartGridComm.2015.7436341.Full Text
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Camilo, J. A., J. M. Malof, and L. M. Collins. “A feature learning approach for classifying buried threats in forward looking ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9823, 2016. https://doi.org/10.1117/12.2223117.Full Text
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Colwell, K. A., and L. M. Collins. “Attribute-driven transfer learning for detecting novel buried threats with ground-penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9823, 2016. https://doi.org/10.1117/12.2222495.Full Text
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Czarnek, N. M., K. Clark, K. B. Peters, L. M. Collins, and M. A. Mazurowski. “Radiogenomics of glioblastoma: A pilot multi-institutional study to investigate a relationship between tumor shape features and tumor molecular subtype.” In Progress in Biomedical Optics and Imaging Proceedings of Spie, Vol. 9785, 2016. https://doi.org/10.1117/12.2217084.Full Text
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Malof, J. M., and L. M. Collins. “Using queuing models to aid design and guide research effort for multimodality buried target detection systems.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9823, 2016. https://doi.org/10.1117/12.2224131.Full Text
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Mazurowski, M. A., N. M. Czarnek, L. M. Collins, K. B. Peters, and K. Clark. “Predicting outcomes in glioblastoma patients using computerized analysis of tumor shape - Preliminary data.” In Progress in Biomedical Optics and Imaging Proceedings of Spie, Vol. 9785, 2016. https://doi.org/10.1117/12.2217098.Full Text
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Reichman, D., J. M. Malof, and L. M. Collins. “Algorithm development for deeply buried threat detection in GPR data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9823, 2016. https://doi.org/10.1117/12.2222593.Full Text
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Malof, J. M., L. M. Collins, K. Bradbury, and R. G. Newell. “A deep convolutional neural network and a random forest classifier for solar photovoltaic array detection in aerial imagery.” In 2016 Ieee International Conference on Renewable Energy Research and Applications, Icrera 2016, 650–54, 2016. https://doi.org/10.1109/ICRERA.2016.7884415.Full Text
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Camilo, J. A., J. M. Malof, P. A. Torrione, L. M. Collins, and K. D. Morton. “Clutter and target discrimination in forward-looking ground penetrating radar using sparse structured basis pursuits.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2176491.Full Text
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Colwell, K. A., P. A. Torrione, K. D. Morton, and L. M. Collins. “Improving buried threat detection in ground-penetrating radar with transfer learning and metadata analysis.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2177940.Full Text
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Kalika, D., M. T. Knox, L. M. Collins, P. A. Torrione, and K. D. Morton. “Leveraging robust principal component analysis to detect buried explosive threats in handheld ground-penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2177944.Full Text
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Reichman, D., K. D. Morton, J. M. Malof, L. M. Collins, and P. A. Torrione. “Target signature localization in GPR data by jointly estimating and matching templates.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2176627.Full Text
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Sakaguchi, R. T., K. D. Morton, L. M. Collins, and P. A. Torrione. “Recognizing subsurface target responses in ground penetrating radar data using convolutional neural networks.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2177747.Full Text
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Malof, J. M., K. D. Morton, L. M. Collins, and P. A. Torrione. “A queuing model for designing multi-modality buried target detection systems: Preliminary results.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9454, 2015. https://doi.org/10.1117/12.2176610.Full Text
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Malof, J. M., R. Hou, L. M. Collins, K. Bradbury, and R. Newell. “Automatic solar photovoltaic panel detection in satellite imagery.” In 2015 International Conference on Renewable Energy Research and Applications, Icrera 2015, 1428–31, 2015. https://doi.org/10.1109/ICRERA.2015.7418643.Full Text
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Kalika, D., K. D. Morton, L. M. Collins, and P. A. Torrione. “Hyperbolic and PLSDA filter algorithms to detect buried threats in GPR data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2050502.Full Text
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Knox, M., S. Tantum, and L. Collins. “Target detection and identification using synthetic aperture acoustics.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2050390.Full Text
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Malof, J. M., K. D. Morton, L. M. Collins, and P. A. Torrione. “Fusion of forward looking infrared and ground penetrating radar for improved stopping distances in landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2051444.Full Text
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Malof, J. M., M. Knox, P. A. Torrione, L. M. Collins, and K. D. Morton. “A novel algorithm for buried target detection evaluated on a collection of seismo-acoustic data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2053842.Full Text
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Morton, K. D., L. M. Collins, and P. A. Torrione. “A robust Bayesian approach to target detection applied to explosive threat detection in handheld ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2050514.Full Text
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Reichman, D., K. D. Morton, L. M. Collins, and P. A. Torrione. “Target localization and signature extraction in GPR data using expectation-maximization and principal component analysis.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2049874.Full Text
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Sakaguchi, R. T., K. D. Morton, L. M. Collins, and P. A. Torrione. “Physics-based deformations of ground penetrating radar signals to improve the detection of buried explosives.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2049316.Full Text
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Torrione, P. A., L. M. Collins, and K. D. Morton. “Experiment design for measuring the probability of detection in remote sensing: How many objects and how many passes.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 9072, 2014. https://doi.org/10.1117/12.2049704.Full Text
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Malof, J. M., K. D. Morton, L. M. Collins, and P. A. Torrione. “A novel framework for processing forward looking infrared imagery with application to buried threat detection.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8709, 2013. https://doi.org/10.1117/12.2016113.Full Text
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Manandhar, A., K. D. Morton, L. M. Collins, and P. A. Torrione. “Multiple instance hidden markov models for GPR-based landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8709, 2013. https://doi.org/10.1117/12.2016401.Full Text
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Sakaguchi, R. T., K. D. Morton, L. M. Collins, and P. A. Torrione. “Application of image categorization methods for buried threat detection in GPR data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8709, 2013. https://doi.org/10.1117/12.2016709.Full Text
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Tantum, S. L., K. A. Colwell, W. R. Scott, P. A. Torrione, L. M. Collins, and K. D. Morton. “Sparse model inversion and processing of spatial frequency-domain electromagnetic induction sensor array data for improved landmine discrimination.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8709, 2013. https://doi.org/10.1117/12.2016063.Full Text
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Torrione, P., K. D. Morton, J. L. Gottfried, and L. M. Collins. “A new approach to elemental inference in LIBS: A statistical model for spectral analysis.” In Optics Infobase Conference Papers, 2013.
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Torrione, P., K. D. Morton, J. L. Gottfried, and L. M. Collins. “A new approach to elemental inference in LIBS: A statistical model for spectral analysis.” In Optics Infobase Conference Papers, 2013. https://doi.org/10.1364/aio.2013.atu1b.2.Full Text
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Wang, P., P. Torrione, L. Collins, and K. Morton. “Rapid tracking for autonomous driving with monocular video.” In 2013 International Conference on Connected Vehicles and Expo, Iccve 2013 Proceedings, 133–38, 2013. https://doi.org/10.1109/ICCVE.2013.6799782.Full Text
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Torrione, P., K. D. Morton, R. Sakaguchi, and L. M. Collins. “Histogram of gradient features for buried threat detection in ground penetrating radar data.” In International Geoscience and Remote Sensing Symposium (Igarss), 3182–85, 2012. https://doi.org/10.1109/IGARSS.2012.6350748.Full Text
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Torrione, P., K. D. Morton, R. Sakaguchi, and L. M. Collins. “Computer vision techniques for target detection in ground penetrating radar data.” In Proceedings of the Iasted International Conference on Signal and Image Processing, Sip 2012, 41–47, 2012. https://doi.org/10.2316/P.2012.786-034.Full Text
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Wang, P. K., P. A. Torrione, L. M. Collins, and K. D. Morton. “Rapid position estimation and tracking for autonomous driving.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8387, 2012. https://doi.org/10.1117/12.919317.Full Text
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Collins, L. “Chemometrics and machine learning for spectral analysis.” In Laser Applications to Chemical, Security and Environmental Analysis, Lacsea 2012, 2012.
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Collins, L. “Chemometrics and machine learning for spectral analysis.” In Laser Applications to Chemical, Security and Environmental Analysis, Lacsea 2012, 2012. https://doi.org/10.1364/lacsea.2012.lm5b.3.Full Text
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Malof, J. M., K. D. Morton, L. M. Collins, and P. A. Torrione. “Processing forward-looking data for anomaly detection: Single-look, multi-look, and spatial classification.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8357, 2012. https://doi.org/10.1117/12.918447.Full Text
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Morton, K., C. Ratto, J. Malof, M. Gunter, L. Collins, and P. Torrione. “Change-based threat detection in urban environments with a forward-looking camera.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8357, 2012. https://doi.org/10.1117/12.917721.Full Text
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Ratto, C. R., K. D. Morton, I. T. McMichael, B. P. Burns, W. W. Clark, L. M. Collins, and P. A. Torrione. “Integration of lidar with the NIITEK GPR for improved performance on rough terrain.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8357, 2012. https://doi.org/10.1117/12.919119.Full Text
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Ratto, C. R., K. D. Morton, L. M. Collins, and P. A. Torrione. “A Bayesian method for discriminative context-dependent fusion of GPR-based detection algorithms.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8357, 2012. https://doi.org/10.1117/12.919079.Full Text
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Sakaguchi, R. T., K. D. Morton, L. M. Collins, and P. A. Torrione. “Keypoint-based image processing for landmine detection in GPR data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8357, 2012. https://doi.org/10.1117/12.918361.Full Text
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Tantum, S. L., K. A. Colwell, K. D. Morton, W. R. Scott, L. M. Collins, and P. A. Torrione. “Feature extraction and processing of spatial frequency-domain electromagnetic induction sensor data for improved landmine discrimination.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8357, 2012. https://doi.org/10.1117/12.919421.Full Text
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Tantum, S. L., K. D. Morton, L. M. Collins, and P. A. Torrione. “Investigation of the effects of operator technique on handheld sensor data for landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8357, 2012. https://doi.org/10.1117/12.919427.Full Text
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Manandhar, Achut, Kenneth D Jr Morton, Leslie M. Collins, and Peter A. Torrione. “Multiple Instance Learning for Landmine Detection using GPR.” In Detection and Sensing of Mines, Explosive Objects, and Obscured Targets Xvii, Vol. 8357, 2012. https://doi.org/10.1117/12.917947.Full Text Link to Item
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Ratto, C. R., K. D. Morton, L. M. Collins, and P. A. Torrione. “A comparison of principal components and endmember-based contextual learning for hyperspectral anomaly classification.” In Workshop on Hyperspectral Image and Signal Processing, Evolution in Remote Sensing, 2011. https://doi.org/10.1109/WHISPERS.2011.6080927.Full Text
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Ratto, C. R., K. D. Morton, L. M. Collins, and P. A. Torrione. “A hidden Markov context model for GPR-based landmine detection incorporating stick-breaking priors.” In International Geoscience and Remote Sensing Symposium (Igarss), 874–77, 2011. https://doi.org/10.1109/IGARSS.2011.6049270.Full Text
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Morton, K. D., P. A. Torrione, and L. Collins. “Signal processing for the detection of explosive residues on varying substrates using laser induced breakdown spectroscopy.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8018, 2011. https://doi.org/10.1117/12.885111.Full Text
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Manandhar, A., K. D. Morton, L. M. Collins, and P. A. Torrione. “Multiple instance learning framework for landmine detection using ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8017, 2011. https://doi.org/10.1117/12.884869.Full Text
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Morton, K. D., P. A. Torrione, and L. Collins. “Classification of acoustic gunshot signatures using a nonparametric Bayesian signal model.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8019, 2011. https://doi.org/10.1117/12.885114.Full Text
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Ratto, C. R., K. D. Morton, L. M. Collins, and P. A. Torrione. “Physics-based features for identifying contextual factors affecting landmine detection with ground-penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8017, 2011. https://doi.org/10.1117/12.884868.Full Text
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Ratto, C. R., K. D. Morton, L. M. Collins, and P. A. Torrione. “Contextual learning in ground-penetrating radar data using Dirichlet process priors.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8017, 2011. https://doi.org/10.1117/12.884872.Full Text
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Tantum, S. L., K. D. Morton, L. M. Collins, and P. A. Torrione. “Frequency-domain electromagnetic induction sensor data feature extraction and processing for improved landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8017, 2011. https://doi.org/10.1117/12.884769.Full Text
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Torrione, P. A., K. Morton, and L. M. Collins. “The Viterbi algorithm as an approach for incorporating spatial information into air/ground interface inference in GPR data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8017, 2011. https://doi.org/10.1117/12.884875.Full Text
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Torrione, P., K. Morton, C. Ratto, M. Gunter, and L. Collins. “Change detection for detecting potential threats in forward-looking video and downward-looking ground-penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8017, 2011. https://doi.org/10.1117/12.884122.Full Text
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Wang, P. K., K. D. Morton, L. M. Collins, and P. A. Torrione. “Exploiting spectral content for image segmentation in GPR data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 8017, 2011. https://doi.org/10.1117/12.884874.Full Text
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Ratto, C., P. Torrione, and L. Collins. “Estimation of soil permittivity through autoregressive modeling of time-domain ground-penetrating radar data.” In 2010 Ieee International Conference on Wireless Information Technology and Systems, Icwits 2010, 2010. https://doi.org/10.1109/ICWITS.2010.5611913.Full Text
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Kolba, M. P., P. A. Torrione, and L. M. Collins. “Fusion of ground-penetrating radar and electromagnetic induction sensors for landmine detection and discrimination.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7664, 2010. https://doi.org/10.1117/12.851364.Full Text
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Kolba, M. P., and L. M. Collins. “Information-based sensor management for the intelligent tasking of ground penetrating radar and electromagnetic induction sensors in landmine detection pre-screening.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7664, 2010. https://doi.org/10.1117/12.851360.Full Text
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Morton, K. D., P. A. Torrione, and L. Collins. “Nonparametric Bayesian time-series modeling and clustering of time-domain ground penetrating radar landmine responses.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7664, 2010. https://doi.org/10.1117/12.850335.Full Text
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Tantum, S. L., P. A. Torrione, and L. M. Collins. “Sparse model representations of target signatures for improved landmine detection using frequency-domain electromagnetic induction sensors.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7664, 2010. https://doi.org/10.1117/12.851378.Full Text
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Morton, K. D., P. Torrione, and L. M. Collins. “Dirichlet process based context learning for mine detection in hyperspectral imagery.” In 2nd Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, Whispers 2010 Workshop Program, 2010. https://doi.org/10.1109/WHISPERS.2010.5594926.Full Text
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Ratto, C., P. Torrione, K. Morton, and L. Collins. “Context-dependent landmine detection with ground-penetrating radar using a hidden Markov context model.” In International Geoscience and Remote Sensing Symposium (Igarss), 4192–95, 2010. https://doi.org/10.1109/IGARSS.2010.5652297.Full Text
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Remus, J. J., and L. M. Collins. “Phenomenolgical model inversion with fisher information metrics for unexploded ordnance detection.” In International Geoscience and Remote Sensing Symposium (Igarss), 691–94, 2010. https://doi.org/10.1109/IGARSS.2010.5652008.Full Text
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Remus, J. J., and L. M. Collins. “Identifying channel-specific impairments in cochlear implant patients via partial least squares discriminant analysis of speech-token confusion matrices.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 4746–49, 2010. https://doi.org/10.1109/ICASSP.2010.5495171.Full Text
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Torrione, P., and L. Collins. “Spatial latency reduction in GPR processing using stochastic sampling.” In International Geoscience and Remote Sensing Symposium (Igarss), 3354–57, 2010. https://doi.org/10.1109/IGARSS.2010.5650607.Full Text
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Torrione, P., C. Ratto, and L. M. Collins. “Multiple instance and context dependent learning in hyperspectral data.” In Whispers ’09 1st Workshop on Hyperspectral Image and Signal Processing: Evolution in Remote Sensing, 2009. https://doi.org/10.1109/WHISPERS.2009.5289021.Full Text
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Ybarra, G. A., L. M. Collins, L. G. Huettel, H. Z. Massoud, J. A. Board, M. Brooke, N. M. Jokerst, et al. “Integrating sensing and information processing in an electrical and computer engineering undergraduate curriculum.” In Proceedings Frontiers in Education Conference, Fie, 2009. https://doi.org/10.1109/FIE.2009.5350770.Full Text
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Bradbury, K., P. A. Torrione, and L. Collins. “Realtime gaussian markov random field based ground tracking for ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7303, 2009. https://doi.org/10.1117/12.818781.Full Text
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Kolba, M. P., and L. M. Collins. “Sensor management using a new framework for observation modeling.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7303, 2009. https://doi.org/10.1117/12.818829.Full Text
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Morton, K. D., and L. Collins. “Bayesian detection of acoustic muzzle blasts.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7305, 2009. https://doi.org/10.1117/12.818547.Full Text
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Ratto, C. R., P. A. Torrione, and L. M. Collins. “Context-dependent feature selection for landmine detection with ground-penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7303, 2009. https://doi.org/10.1117/12.817946.Full Text
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Torrione, P., K. Morton, C. Lunsford, and L. Collins. “A graphical user interface for real-time spectroscopy: Software architecture for data collection, feature extraction, model development, and real-time testing.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 7303, 2009. https://doi.org/10.1117/12.821726.Full Text
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Kolba, M. P., P. A. Torrione, W. R. Scott, and L. M. Collins. “Information-based sensor management for landmine detection using electromagnetic induction, ground-penetrating radar, and seismic sensors.” In Proceedings European Conference on Noise Control, 63–68, 2008.
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Kolba, M. P., and L. M. Collins. “Analysis of an information-based sensor manager applicable to landmine detection.” In International Geoscience and Remote Sensing Symposium (Igarss), Vol. 2, 2008. https://doi.org/10.1109/IGARSS.2008.4779043.Full Text
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Remus, J. J., K. D. Morton, P. A. Torrione, S. L. Tantum, and L. M. Collins. “Comparison of a distance-based likelihood ratio test and k-nearest neighbor classification methods.” In Proceedings of the 2008 Ieee Workshop on Machine Learning for Signal Processing, Mlsp 2008, 362–67, 2008. https://doi.org/10.1109/MLSP.2008.4685507.Full Text
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Stohl, J. S., C. S. Throckmorton, and L. M. Collins. “Investigating the influence of pulse rate and duration on pitch perception in cochlear implants.” In Proceedings European Conference on Noise Control, 459–64, 2008.
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Erdogan, E. S., S. Ozev, and L. M. Collins. “Online SNR detection for dynamic power management in wireless ad-hoc networks.” In Prime 2008 Phd Research in Microelectronics and Electronics, Proceedings, 225–28, 2008. https://doi.org/10.1109/RME.2008.4595766.Full Text
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Fails, E. B., P. A. Torrione, W. R. Scott, and L. M. Collins. “Performance comparison of frequency domain quadrupole and dipole electromagnetic induction sensors in a landmine detection application.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6953, 2008. https://doi.org/10.1117/12.778898.Full Text
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Kolba, M. P., and L. M. Collins. “Sensor management for landmine detection using correlated sensor observations.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6953, 2008. https://doi.org/10.1117/12.777707.Full Text
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Torrione, P. A., and L. Collins. “Application of Markov random fields to landmine discrimination in ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6953, 2008. https://doi.org/10.1117/12.777746.Full Text
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Remus, J. J., and L. M. Collins. “Matching pursuits decomposition for discrimination of unexploded ordnance: Isolated and overlapping signatures.” In International Geoscience and Remote Sensing Symposium (Igarss), 2:21–24, 2008. https://doi.org/10.1109/IGARSS.2008.4778917.Full Text
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Torrione, P., and L. Collins. “Statistical models for landmine detection in ground penetrating radar: Applications to synthetic data generation and pre-screening.” In International Geoscience and Remote Sensing Symposium (Igarss), 2:367–70, 2008. https://doi.org/10.1109/IGARSS.2008.4779004.Full Text
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Kolba, M. P., and L. M. Collins. “Sensor management for static target detection with non-binary sensor observations and observation uncertainty.” In Ieee Workshop on Statistical Signal Processing Proceedings, 74–78, 2007. https://doi.org/10.1109/SSP.2007.4301221.Full Text
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Fails, E. B., P. A. Torrione, W. R. Scott, and L. M. Collins. “Performance of a four parameter model for modeling landmine signatures in frequency domain wideband electromagnetic induction detection systems.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6553, 2007. https://doi.org/10.1117/12.719460.Full Text
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Kolba, M. P., and L. M. Collins. “Managing landmine detection sensors: Results from application to AMDS data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6553, 2007. https://doi.org/10.1117/12.718457.Full Text
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Tang, L., P. A. Torrione, C. Eldeniz, and L. M. Collins. “Ground bounce tracking for landmine detection using a sequential Monte Carlo method.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6553, 2007. https://doi.org/10.1117/12.718462.Full Text
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Torrione, P. A., and L. Collins. “Image segmentation techniques for improved processing of landmine responses in ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6553, 2007. https://doi.org/10.1117/12.718128.Full Text
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Remus, J. J., and L. M. Collins. “Identifying impaired cochlear implant channels via speech-token confusion matrix analysis.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 4:741–44, 2007. https://doi.org/10.1109/ICASSP.2007.367019.Full Text
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Huettel, L., K. Coonley, M. Gustafson, J. Kim, G. Ybarra, and L. Collins. “Experiment, explore, design: A sensor-based introductory ECE laboratory.” In Asee Annual Conference and Exposition, Conference Proceedings, 2007.
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Huettel, L., K. Coonley, M. Gustafson, J. Kim, G. Ybarra, and L. Collins. “Experiment, explore, design: A sensor-based introductory ECE laboratory.” In Asee Annual Conference and Exposition, Conference Proceedings, 2007.
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Kolba, M. P., and L. M. Collins. “Sensor management with uncertain performance characteristics.” In 2006 Ieee Sensor Array and Multichannel Signal Processing Workshop Proceedings, Sam 2006, 456–60, 2006.
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Torrione, P., and L. Collins. “Ground response tracking for improved landmine detection in ground penetrating radar data.” In International Geoscience and Remote Sensing Symposium (Igarss), 153–56, 2006. https://doi.org/10.1109/IGARSS.2006.44.Full Text
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Brown, A., G. Ybarra, H. Massoud, J. Board, J. Holmes, K. Coonley, L. Collins, L. Huettel, M. Gustafson, and S. Cummer. “Redesign of the core curriculum at Duke University.” In Asee Annual Conference and Exposition, Conference Proceedings, 2006.
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Huettel, L., A. Brown, L. Collins, K. Coonley, M. Gustafson, J. Kim, and G. Ybarra. “A novel introductory course for teaching the fundamentals of electrical and computer engineering.” In Asee Annual Conference and Exposition, Conference Proceedings, 2006.
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Kolba, M. P., and L. M. Collins. “The effects of uncertainty and uncertainty modeling on information-based sensor manager performance.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6217 II, 2006. https://doi.org/10.1117/12.665595.Full Text
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Torrione, P. A., L. Collins, F. Clodfelter, D. Lulich, A. Patrikar, P. Howard, R. Weaver, and E. Rosen. “Constrained filter optimization for subsurface landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6217 II, 2006. https://doi.org/10.1117/12.665780.Full Text
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Torrione, P., J. Remus, and L. Collins. “Comparison of pattern recognition approaches for multi-sensor detection and discrimination of anti-personnel and anti-tank landmines.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 6217 II, 2006. https://doi.org/10.1117/12.665660.Full Text
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Kolba, M. P., and L. M. Collins. “Information-theoretic sensor management for multimodal sensing.” In International Geoscience and Remote Sensing Symposium (Igarss), 3918–21, 2006. https://doi.org/10.1109/IGARSS.2006.1009.Full Text
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Tantum, S. L., Y. Q. Wang, and L. M. Collins. “Statistical and adaptive signal processing for UXO discrimination for next-generation sensor data.” In Piers 2006 Cambridge Progress in Electromagnetics Research Symposium, Proceedings, 302–5, 2006. https://doi.org/10.2529/piers050916145312.Full Text
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Brown, A., G. Ybarra, H. Massoud, J. Board, J. Holmes, K. Coonley, L. Collins, L. Huettel, M. Gustafson, and S. Cummer. “Redesign of the core curriculum at Duke University.” In Asee Annual Conference and Exposition, Conference Proceedings, 2006.
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Huettel, L., A. Brown, L. Collins, K. Coonley, M. Gustafson, J. Kim, and G. Ybarra. “A novel introductory course for teaching the fundamentals of electrical and computer engineering.” In Asee Annual Conference and Exposition, Conference Proceedings, 2006.
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Remus, J. J., and L. M. Collins. “Expediting the identification of impaired cochlear implant acoustic model channels through confusion matrix analysis.” In 2nd International Ieee Embs Conference on Neural Engineering, 2005:418–21, 2005. https://doi.org/10.1109/CNE.2005.1419648.Full Text
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Kolba, M. P., P. A. Torrione, and L. M. Collins. “Information-based sensor management for landmine detection using multimodal sensors.” In Proceedings of Spie the International Society for Optical Engineering, 5794:1098–1107, 2005. https://doi.org/10.1117/12.603582.Full Text
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Torrione, P. A., C. S. Throckmorton, L. Collins, F. Clodfelter, S. Frasier, I. Starnes, S. Bishop, et al. “Application of matched subspace detectors to target detection and identification in ground penetrating radar data.” In Proceedings of Spie the International Society for Optical Engineering, 5794:1160–71, 2005. https://doi.org/10.1117/12.602754.Full Text
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Whitecotton, B., T. McManus, S. Kuhn, Y. Dalichaouch, L. Carin, P. Torrione, and L. Collins. “Analysis of wideband EMI field data.” In Proceedings of Spie the International Society for Optical Engineering, 5794:254–62, 2005. https://doi.org/10.1117/12.604191.Full Text
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Yu, Y., and L. M. Collins. “Multi-modal Iterative Adaptive Processing (MIAP) performance in the discrimination mode for landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, 5794:1108–17, 2005. https://doi.org/10.1117/12.603848.Full Text
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Zachery, K. N., G. M. Schultz, and L. M. Collins. “Force Protection Demining System (FPDS) detection subsystem.” In Proceedings of Spie the International Society for Optical Engineering, 5794:1018–29, 2005. https://doi.org/10.1117/12.603021.Full Text
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Huettel, L. G., and L. M. Collins. “A vertically-integrated application-driven signal processing laboratory.” In Asee Annual Conference and Exposition, Conference Proceedings, 15613–23, 2005.
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Schultz, G. M., K. N. Zachery, and L. M. Collins. “Multisensor, remotely-operated force protection mine detection.” In Proceedings of the Symposium on the Application of Geophyics to Engineering and Environmental Problems, Sageep, 2:1222–35, 2005. https://doi.org/10.4133/1.2923440.Full Text
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Tan, Y., S. L. Tantum, and L. M. Collins. “Uxo discrimination using blind source separation.” In Proceedings of the Symposium on the Application of Geophyics to Engineering and Environmental Problems, Sageep, 2:1306–17, 2005. https://doi.org/10.4133/1.2923449.Full Text
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Torrione, P., and L. Collins. “Application and extension of texture feature coding methods to anti-tank landmine detection.” In Proceedings of the Symposium on the Application of Geophyics to Engineering and Environmental Problems, Sageep, 2:1211–21, 2005. https://doi.org/10.4133/1.2923439.Full Text
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Collins, L. M., L. G. Huettel, A. S. Brown, G. A. Ybarra, J. S. Holmes, J. A. Board, S. A. Cummer, M. R. Gustafson, J. Kim, and H. Z. Massoud. “Theme-based redesign of the duke university ECE curriculum: The first steps.” In Asee Annual Conference and Exposition, Conference Proceedings, 14313–26, 2005.
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Wang, Chunmei, and Leslie Collins. “Feature selection for physics model based object discrimination.” In Proceedings of Spie the International Society for Optical Engineering, 5794:1200–1208, 2005. https://doi.org/10.1117/12.603451.Full Text Link to Item
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Borgonovi, G. M., D. T. Holslin, L. M. Collins, and S. L. Tantum. “Data analysis for classification of UXO filler using pulsed neutron techniques.” In Proceedings of Spie the International Society for Optical Engineering, 5415:502–9, 2004. https://doi.org/10.1117/12.542288.Full Text
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Huettel, L. G., J. M. Baier, and L. M. Collins. “Man versus machine: Robust regional processing of EMI data.” In Proceedings of Spie the International Society for Optical Engineering, 5415:866–73, 2004. https://doi.org/10.1117/12.541601.Full Text
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Lang, D. A., B. M. Duston, P. Torrione, and L. Collins. “Three dimensional features to improve detection using ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, 5415:913–22, 2004. https://doi.org/10.1117/12.542946.Full Text
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Marr, B., P. Torrione, J. Miller, and L. Collins. “Parameterized likelihood ratio method for EMI unexploded ordnance detection.” In Proceedings of Spie the International Society for Optical Engineering, 5415:843–54, 2004. https://doi.org/10.1117/12.542297.Full Text
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Tan, Y., S. L. Tantum, and L. M. Collins. “Signal processing for improved explosives detection using quadrupole resonance.” In Proceedings of Spie the International Society for Optical Engineering, 5415:822–33, 2004. https://doi.org/10.1117/12.542553.Full Text
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Throckmorton, C. S., P. A. Torrione, L. M. Collins, P. Gader, W. H. Lee, and J. N. Wilson. “The efficacy of human observation for discrimination and feature identification of targets measured by the NIITEK ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, 5415:963–72, 2004. https://doi.org/10.1117/12.541168.Full Text
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Torrione, P. A., C. S. Throckmorton, L. Collins, F. Clodfelter, S. Frasier, I. Starnes, S. Bishop, et al. “Feature-based processing of pre-screener generated alarms for performance improvements in target identification using the niitek ground-penetrating radar system.” In Proceedings of Spie the International Society for Optical Engineering, 5415:984–95, 2004. https://doi.org/10.1117/12.540926.Full Text
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Yu, Y., P. Torrione, and L. M. Collins. “Landmine discrimination via Bayesian adaptive multi-modal processing: Results for handheld and vehicular sensors.” In Proceedings of Spie the International Society for Optical Engineering, 5415:791–98, 2004. https://doi.org/10.1117/12.542276.Full Text
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Torrione, P., and L. Collins. “Application of texture feature classification methods to landmine / clutter discrimination in off-lane GPR data.” In International Geoscience and Remote Sensing Symposium (Igarss), 3:1621–24, 2004.
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Huettel, L., A. Brown, M. Gustafson, H. Massoud, G. Ybarra, and L. Collins. “Work in progress: Theme-based redesign of an electrical and computer engineering curriculum.” In Proceedings Frontiers in Education Conference, Fie, Vol. 3, 2004.
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Xu, Y., and L. M. Collins. “Dynamic range and intensity discrimination with high-rate pulse-train carriers: Predictions from a stochastic model and comparison with performance for noise-modulated pulse-train stimuli.” In International Congress Series, 1273:27–31, 2004. https://doi.org/10.1016/j.ics.2004.08.082.Full Text
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Remus, Jeremiah, and Leslie M. Collins. “Predicting vowel and consonant confusions using signal processing techniques.” In International Congress Series, 1273:15–18. Elsevier BV, 2004. https://doi.org/10.1016/j.ics.2004.08.044.Full Text
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Remus, J. J., and L. M. Collins. “Vowel and consonant confusion in noise by cochlear implant subjects: Predicting performance using signal processing techniques.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, Vol. 4, 2004.
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Xu, Y., and L. M. Collins. “Theoretical prediction of dynamic range and intensity discrimination for electrical noise-modulated pulse-train stimuli.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, Vol. 4, 2004.
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Remus, J. J., and L. M. Collins. “Vowel and consonant confusion in noise by cochlear implant subjects: Predicting performance using signal processing techniques.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 4:IV-13-IV–16, 2004.
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Xu, Y., and L. M. Collins. “Theoretical prediction of dynamic range and intensity discrimination for electrical noise-modulated pulse-train stimuli.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 4:IV-21-IV–24, 2004.
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Huettel, L. G., L. S. Riggs, and L. M. Collins. “Region processing of EMI data for landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, 5089:680–88, 2003. https://doi.org/10.1117/12.487308.Full Text
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Liao, Y., L. W. Nolte, and L. Collins. “Optimal Multisensor Decision Fusion of Mine Detection Algorithms.” In Proceedings of Spie the International Society for Optical Engineering, 5089:1252–60, 2003. https://doi.org/10.1117/12.486834.Full Text
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Nelson, B., D. Schofield, and L. Collins. “A comparison of neural networks and sub-space detectors for the discrimination of low-metal content landmines.” In Proceedings of Spie the International Society for Optical Engineering, 5089:1046–53, 2003. https://doi.org/10.1117/12.487220.Full Text
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Schofield, D., W. Hu, and L. Collins. “Separation of overlapping signatures in EMI data.” In Proceedings of Spie the International Society for Optical Engineering, 5089:904–15, 2003. https://doi.org/10.1117/12.487232.Full Text
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Tantum, S. L., L. M. Collins, N. Khadr, and B. J. Barrow. “Correcting GPS Measurement Errors Induced by System Motion over Uneven Terrain.” In Proceedings of Spie the International Society for Optical Engineering, 5089:1105–15, 2003. https://doi.org/10.1117/12.487244.Full Text
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Torrione, P., L. Collins, F. Clodfelter, S. Frasier, and I. Starnes. “Application of the LMS Algorithm to Anomaly Detection Using the Wichmann/Niitek Ground Penetrating Radar.” In Proceedings of Spie the International Society for Optical Engineering, 5089:1127–36, 2003. https://doi.org/10.1117/12.487241.Full Text
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Yu, Y., and L. M. Collins. “Adaptive Multi-Modality Processing for the Discrimination of Landmines.” In Proceedings of Spie the International Society for Optical Engineering, 5089:1316–23, 2003. https://doi.org/10.1117/12.487216.Full Text
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Zhang, Y., L. Collins, and L. Carin. “Physics model based unexploded ordnance discrimination using wideband EMI data.” In Proceedings of Spie the International Society for Optical Engineering, 5089:1023–34, 2003. https://doi.org/10.1117/12.487200.Full Text
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Zhang, Y., L. M. Collins, and L. Carin. “Model-Based Statistical Signal Processing for UXO Discrimination: Performance Results from the JPG-V Demonstration.” In Proceedings of Spie the International Society for Optical Engineering, 5089:1116–26, 2003. https://doi.org/10.1117/12.487181.Full Text
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Xu, Yifang, and Leslie Collins. “Stochastic resonance in the electrically stimulated auditory nerve: Predictions using a stochastic model of neural responsiveness.” In Proceedings of Spie the International Society for Optical Engineering, 5110:77–91, 2003. https://doi.org/10.1117/12.497265.Full Text Link to Item
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Collins, L. M., L. G. Huettel, W. A. Simpson, and S. L. Tantum. “Sensor fusion of EMI and GPR data for improved landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, 4742:872–79, 2002. https://doi.org/10.1117/12.479159.Full Text
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Collins, L. M., P. Torrione, V. Munshi, C. S. Throckmorton, Q. Zhu, F. Clodfelter, and S. Frasier. “Algorithms for landmine detection using the NIITEK ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, 4742:709–18, 2002. https://doi.org/10.1117/12.479144.Full Text
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Collins, L. M., Y. Zhang, and L. Carin. “Model-based statistical sensor fusion for unexploded ordnance detection.” In International Geoscience and Remote Sensing Symposium (Igarss), 3:1556–59, 2002.
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Huettel, L. G., and L. M. Collins. “A theoretical analysis of the effects of auditory impairment on intensity discrimination.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, Vol. 2, 2002. https://doi.org/10.1109/icassp.2002.5745007.Full Text
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Huettel, L. G., and L. M. Collins. “Model-based predictions of intensity discrimination for normal- and impaired-hearing listeners.” In 7th International Conference on Spoken Language Processing, Icslp 2002, 421–24, 2002.
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Tan, Y., S. L. Tantum, and L. M. Collins. “Landmine detection with nuclear quadrupole resonance.” In International Geoscience and Remote Sensing Symposium (Igarss), 3:1575–78, 2002.
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Tantum, S. L., and L. M. Collins. “A parameter transformation for improved decay rate estimation.” In Proceedings of Spie the International Society for Optical Engineering, 4742:812–20, 2002. https://doi.org/10.1117/12.479154.Full Text
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Tantum, S. L., and L. M. Collins. “A parameter transformation and cramér-rao bounds for estimating decay rates from exponential signals.” In International Geoscience and Remote Sensing Symposium (Igarss), 4:2568–71, 2002.
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Torrione, P., and L. Collins. “The performance of matched subspace detectors and support vector machines for induction-based landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, 4742:800–811, 2002. https://doi.org/10.1117/12.479153.Full Text
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Xu, Y., and L. M. Collins. “Threshold prediction for noise-modulated electrical stimuli using a stochastic auditory nerve model: Implications for cochlear implants.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, Vol. 2, 2002. https://doi.org/10.1109/icassp.2002.5745006.Full Text
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Zhang, Y., C. M. Wang, and L. M. Collins. “Adaptive time delay estimation method with signal selectivity.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 2:1477–80, 2002. https://doi.org/10.1109/ICASSP.2002.5744892.Full Text
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Tantum, Stacy L., Yuchuan Wei, Vivek S. Munshi, and Leslie M. Collins. “A comparison of algorithms for landmine detection and discrimination using ground penetrating radar.” In Proceedings of Spie the International Society for Optical Engineering, 4742:728–35, 2002. https://doi.org/10.1117/12.479146.Full Text Link to Item
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Collins, L. M., and L. G. Huettel. “Single sensor processing and sensor fusion for GPR and EMI data.” In Proceedings of Spie the International Society for Optical Engineering, 4394:952–58, 2001. https://doi.org/10.1117/12.445423.Full Text
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Collins, L., P. Gao, and S. Tantum. “Model-based statistical signal processing using electromagnetic induction data for landmine detection and classification.” In Ieee Workshop on Statistical Signal Processing Proceedings, 162–65, 2001.
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Tan, Y., S. Tantum, and L. Collins. “Enhanced signal and auditory processing for landmine detection using EMI sensors.” In Proceedings of Spie the International Society for Optical Engineering, 4394:852–58, 2001. https://doi.org/10.1117/12.445413.Full Text
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Chiang, P. J., S. L. Tantum, and L. M. Collins. “Signal processing of ground penetrating radar data for subsurface object detection.” In Proceedings of Spie the International Society for Optical Engineering, 4394:470–75, 2001. https://doi.org/10.1117/12.445499.Full Text
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Huettel, L. G., and L. M. Collins. “A theoretical study of information transmission in the auditory system using signal detection theory: Frequency discrimination by normal and impaired systems.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 5:3305–8, 2001.
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Collins, L., P. Gao, L. Makowsky, J. Moulton, D. Reidy, and D. Weaver. “Improving detection of low-metallic content landmines using EMI data.” In International Geoscience and Remote Sensing Symposium (Igarss), 4:1631–33, 2000.
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Tantum, S. L., and L. M. Collins. “Performance bounds for target identification using decay rates estimates from EMI measurements.” In International Geoscience and Remote Sensing Symposium (Igarss), 5:2278–80, 2000.
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Gao, Ping, Leslie M. Collins, and Lawrence Carin. “Bayesian optimal classification of metallic objects: a comparison of time-domain and frequency-domain EMI performance.” In Spie Proceedings, edited by Abinash C. Dubey, James F. Harvey, J Thomas Broach, and Regina E. Dugan. SPIE, 2000. https://doi.org/10.1117/12.396251.Full Text
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Collins, L., S. Tantum, P. Gao, J. Moulton, L. Makowsky, D. Reidy, and D. Weaver. “Improved detection of low-metallic content landmines using EMI data.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 4038, 2000.
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Gao, P., L. Collins, and L. Carin. “Bayesian optimal classification of metallic objects: a comparison of time-domain and frequency-domain EMI performance.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 4038, 2000.
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Gao, P., and L. Collins. “Time-domain metal detector and GPR data processing and fusion for landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, 4038:II/-, 2000.
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Tan, Y., L. Huettel, and L. Collins. “Predicting improved human auditory discrimination for landmine detection using EMI sensors.” In Proceedings of Spie the International Society for Optical Engineering, 4038:I/-, 2000.
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Tantum, S., and L. Collins. “Physics-based statistical signal processing for improved landmine detection and classification via decay rate estimation.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 4038, 2000.
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Tantum, S., and L. Collins. “Detection and classification of landmine-like targets in a non-Gaussian noise environment.” In Proceedings of Spie the International Society for Optical Engineering, Vol. 4038, 2000.
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Zhang, Y., J. Li, L. Carin, and L. Collins. “Improved UXO detection via sensor fusion.” In Proceedings of Spie the International Society for Optical Engineering, 4038 (II):816–23, 2000. https://doi.org/10.1117/12.396309.Full Text
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Collins, Leslie, Stacy Tantum, Ping Gao, John Moulton, Larry Makowsky, Denis Reidy, and Dick Weaver. “Improved detection of low-metallic content landmines using EMI data.” In Proceedings of Spie the International Society for Optical Engineering, 4038 (I):14–24, 2000. https://doi.org/10.1117/12.396241.Full Text Link to Item
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Gao, Ping, and Leslie Collins. “Time-domain metal detector and GPR data processing and fusion for landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, 4038 (II):847–52, 2000. https://doi.org/10.1117/12.396312.Full Text Link to Item
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Liu, F., S. Tantum, L. Collins, and L. Carin. “Statistical signal processing for detection of buried landmines using quadrupole resonance.” In Detection and Remediation Technologies for Mines and Minelike Targets V, Pts 1 and 2, 4038:572–77, 2000. https://doi.org/10.1117/12.396285.Full Text Link to Item
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Tan, Yingyi, Lisa Huettel, and Leslie Collins. “Predicting improved human auditory discrimination for landmine detection using EMI sensors.” In Proceedings of Spie the International Society for Optical Engineering, 4038 (I):122–29, 2000. https://doi.org/10.1117/12.396238.Full Text Link to Item
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Tantum, Stacy, and Leslie Collins. “Detection and classification of landmine-like targets in a non-Gaussian noise environment.” In Proceedings of Spie the International Society for Optical Engineering, 4038 (II):900–909, 2000. https://doi.org/10.1117/12.396317.Full Text Link to Item
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Tantum, Stacy, and Leslie Collins. “Physics-based statistical signal processing for improved landmine detection and classification via decay rate estimation.” In Proceedings of Spie the International Society for Optical Engineering, 4038 (I):36–44, 2000. https://doi.org/10.1117/12.396260.Full Text Link to Item
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Gao, P., L. Collins, N. Geng, and L. Carin. “Classification of buried metal objects using wideband frequency-domain electromagnetic induction responses: a comparison of optimal and sub-optimal processors.” In International Geoscience and Remote Sensing Symposium (Igarss), 3:1819–22, 1999.
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Gao, P., S. Tantum, L. Collins, D. Weaver, J. Moulton, L. Makowsky, and D. Reidy. “Statistical signal processing techniques for the detection of low-metal landmines using EMI and GPR sensors (topic area: E.1).” In International Geoscience and Remote Sensing Symposium (Igarss), 5:2465–67, 1999.
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Gresham, L. C., and L. M. Collins. “Effect of a Poisson 'internal noise' process on theoretical acoustic signal detectability.” In Ieee Assp Workshop on Applications of Signal Processing to Audio and Acoustics, 219–22, 1999.
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Gao, P., L. Collins, J. Moulton, L. Makowsky, R. Weaver, D. Keiswetter, and I. J. Won. “Enhanced detection of landmines using broadband EMI data.” In Proceedings of Spie the International Society for Optical Engineering, 3710:2–13, 1999.
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Gao, P., S. Tantum, and L. Collins. “Single sensor processing and sensor fusion of GPR and EMI data for landmine detection.” In Proceedings of Spie the International Society for Optical Engineering, 3710:1139–48, 1999.
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Gresham, L. C., and L. M. Collins. “Comparison using signal detection theory of the ability of two computational auditory models to predict experimental data.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 2:933–36, 1999.
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Tantum, S., L. Collins, L. Carin, I. Gorodnitsky, A. Hibbs, D. Walsh, G. Barrell, D. Gregory, R. Matthews, and S. Vierkotter. “Signal processing for NQR discrimination of buried landmines.” In Proceedings of Spie the International Society for Optical Engineering, 3710:474–82, 1999. https://doi.org/10.1117/12.357071.Full Text
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Throckmorton, S., Y. Tan, P. Gao, L. Gresham, and L. Collins. “Enhanced auditory processing for landmine detection using EMI sensors.” In Proceedings of Spie the International Society for Optical Engineering, 3710:787–96, 1999.
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Dogaru, T., L. M. Collins, and L. Carin. “Time-domain sensing of targets buried under a rough air-ground interface.” In Proceedings of Spie the International Society for Optical Engineering, 3392:976–86, 1998. https://doi.org/10.1117/12.324145.Full Text
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Gao, P., and L. M. Collins. “Improved signal processing approaches for land mine detection.” In Proceedings of Spie the International Society for Optical Engineering, 3392:1034–43, 1998. https://doi.org/10.1117/12.324150.Full Text
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Geng, N., P. Garber, L. M. Collins, L. Carin, D. Hansen, D. A. Keiswetter, and I. J. Won. “Wideband electromagnetic induction for metal-target identification: Theory, measurement, and signal processing.” In Proceedings of Spie the International Society for Optical Engineering, 3392:42–51, 1998. https://doi.org/10.1117/12.324223.Full Text
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Collins, L., and P. Gao. “Hypothesis testing for landmine detection with EMI images.” In 1998 Ieee International Conference on Fuzzy Systems Proceedings Ieee World Congress on Computational Intelligence, 1:237–40, 1998. https://doi.org/10.1109/FUZZY.1998.687490.Full Text
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Collins, L. M., V. George, T. W. Altshuler, L. W. Nolte, and L. Carlin. “Improved decision-theoretic approach to the optimum detection of mines.” In Proceedings of Spie the International Society for Optical Engineering, 3079:716–23, 1997.
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Gelenbe, E., T. Koęak, and L. Collins. “Sensor fusion for mine detection with the RNN.” In Lecture Notes in Computer Science (Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 1327:938–42, 1997. https://doi.org/10.1007/bfb0020273.Full Text
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Subotic, N. S., L. M. Collins, J. D. Gorman, and B. J. Thelen. “Multiresolution target detection in SAR imagery.” In Icassp, Ieee International Conference on Acoustics, Speech and Signal Processing Proceedings, 4:2157–60, 1995.
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Subotic, N. S., L. M. Collins, M. F. Reiley, and J. D. Gorman. “A multiresolution generalized likelihood ratio detection approach to target screening in synthetic aperture radar data.” In Proc. Spie Int. Soc. Opt. Eng. (Usa), 2487:226–34, 1995.
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Gorman, J. D., N. S. Subotic, B. J. Thelen, and L. Collins. “Multiresolution detection of coherent radar targets.” In Proceedings International Conference on Image Processing, Icip, 1:446–50, 1994. https://doi.org/10.1109/ICIP.1994.413353.Full Text
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Subotic, N. S., L. M. Collins, J. D. Gorman, and B. J. Thelen. “A multiresolution approach to target detection in synthetic aperture radar data.” In Conference Record Asilomar Conference on Signals, Systems and Computers, 1:122–26, 1994. https://doi.org/10.1109/ACSSC.1994.471429.Full Text
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- Teaching & Mentoring
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Recent Courses
- BME 494: Projects in Biomedical Engineering (GE) 2023
- ECE 280L: Introduction to Signals and Systems 2023
- ECE 292: Projects in Electrical and Computer Engineering 2023
- ECE 392: Projects in Electrical and Computer Engineering 2023
- ECE 590: Advanced Topics in Electrical and Computer Engineering 2023
- ECE 891: Internship 2023
- ECE 899: Special Readings in Electrical Engineering 2023
- EGR 393: Research Projects in Engineering 2023
- BME 493: Projects in Biomedical Engineering (GE) 2022
- ECE 280L9: Signals and Systems - Lab 2022
- ECE 280L: Introduction to Signals and Systems 2022
- ECE 292: Projects in Electrical and Computer Engineering 2022
- ECE 392: Projects in Electrical and Computer Engineering 2022
- ECE 493: Projects in Electrical and Computer Engineering 2022
- ECE 494: Projects in Electrical and Computer Engineering 2022
- ECE 891: Internship 2022
- ECE 899: Special Readings in Electrical Engineering 2022
- EGR 393: Research Projects in Engineering 2022
- ECE 280L9: Signals and Systems - Lab 2021
- ECE 280L: Introduction to Signals and Systems 2021
- ECE 392: Projects in Electrical and Computer Engineering 2021
- ECE 891: Internship 2021
- Scholarly, Clinical, & Service Activities
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Outreach & Engaged Scholarship
- Bass Connections Team Leader. Data+. 2022 - 2023 2022 - 2023
- Bass Connections Team Leader. A Wider Lens on Energy: Adapting Deep Learning Techniques to Inform Energy Access Decisions. 2019 - 2020 2019 - 2020
- Bass Connections Faculty Team Leader. Energy Data Analytics Lab: Energy Infrastructure Map of the World through Satellite Data. 2018 - 2019 2018 - 2019
- Bass Connections Faculty Team Member. Energy Data Analytics Lab: Electricity Access in Developing Countries from Aerial Imagery. August 2017 - May 2018 2017 - 2018
- Bass Connections Faculty Team Member. Energy Data Analytics Lab. August 2016 - May 2017 2016 - 2017
- Bass Connections Faculty Team Member. Energy Data Analytics Lab. August 2015 - May 2016 2015 - 2016
- Bass Connections Faculty Team Member . Regulatory Disaster Scene Investigation. August 2014 - May 2015 2014 - 2015
- Bass Connections Faculty Team Member . Self-guided Parameter Fitting for Cochlear Implant Users. August 2014 - May 2015 2014 - 2015
- Bass Connections Faculty Team Member. The University as a Laboratory for Smart Grid Data Analytics. August 2014 - May 2015 2014 - 2015
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