Publications

2017

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.2017.8457960.

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.

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.

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.

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.

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.

2016

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.

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.

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.

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.

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.

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.

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.