Publications

2018

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

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.

2017

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.

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.

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.

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.

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.