Publications

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.

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.

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.

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.

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.

Kalika, Dmitry, Leslie Collins, Kevin Caves, and Chandra Throckmorton. “Fusion of P300 and eye-tracker data for spelling using BCI2000.” Journal of Neural Engineering 14, no. 5 (October 2017): 056010. https://doi.org/10.1088/1741-2552/aa776b.

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.

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.

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.

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.

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, 2017. https://doi.org/10.1109/AIPR.2017.8457965.

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, 2017. https://doi.org/10.1109/AIPR.2017.8457960.

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, 2017. https://doi.org/10.1109/AIPR.2017.8457961.

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.

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.

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.

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.

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.

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.

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.

Bradbury, Kyle, Raghav Saboo, Timothy L Johnson, Jordan M. Malof, Arjun Devarajan, Wuming Zhang, Leslie M Collins, and Richard G Newell. “Distributed solar photovoltaic array location and extent dataset for remote sensing object identification.” Scientific Data 3 (December 2016): 160106. https://doi.org/10.1038/sdata.2016.106.

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.

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.

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.

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.