Publications

Found 325 results
Type [ Year(Asc)]
2019
KS Prabhudesai, LM Collins, and BO 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, 937-940. Vol. 2019-March. 2019.
JM Malof, D Reichman, and LM 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.
E Stump, D Reichman, LM Collins, and JM Malof. "An exploration of gradient-based features for buried threat detection using a handheld ground penetrating radar." In Smart Structures and Materials 2005: Active Materials: Behavior and Mechanics. Vol. 11012. 2019.
E Stump, D Reichman, LM Collins, and JM Malof. "How transferable are downward-looking and handheld ground penetrating radar data? Experiments in the context of buried threat detection." In Smart Structures and Materials 2005: Active Materials: Behavior and Mechanics. Vol. 11012. 2019.
JM Malof, D Reichman, A Karem, H Frigui, KC Ho, JN Wilson, WH Lee, WJ Cummings, and LM 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 (2019): 6929-6945.
S Jacobson, D Reichman, J Bjornstad, LM Collins, and JM Malof. "Reliable training of convolutional neural networks for GPR-based buried threat detection using the Adam optimizer and batch normalization." In Smart Structures and Materials 2005: Active Materials: Behavior and Mechanics. Vol. 11012. 2019.
K Lin, B Huang, LM Collins, K Bradbury, and JM Malof. "A simple rotational equivariance loss for generic convolutional segmentation networks: Preliminary results." In International Geoscience and Remote Sensing Symposium (Igarss), 3876-3879. 2019.
F Kong, C Chen, B Huang, LM Collins, K Bradbury, and JM 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), 3903-3906. 2019.
2018
LK Shahidi, LM Collins, and BO 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, 847-852. Vol. 2018. 2018.
KS Prabhudesai, BO Mainsah, LM Collins, and CS Throckmorton. "Augmented Latent Dirichlet Allocation (Lda) Topic Model with Gaussian Mixture Topics." In 2015 Ieee International Conference on Acoustics, Speech, and Signal Processing (Icassp), 2451-2455. Vol. 2018-April. 2018.
D Reichman, LM Collins, and JM 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 (2018): 497-507.
B Huang, LM Collins, K Bradbury, and JM 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), 6899-6902. Vol. 2018-July. 2018.
RS Harmon, CS Throckmorton, RR Hark, JL Gottfried, G Wörner, K Harpp, and L Collins. "Discriminating volcanic centers with handheld laser-induced breakdown spectroscopy (LIBS)." Journal of Archaeological Science 98 (2018): 112-127.
DB Ryan, KA Colwell, CS Throckmorton, LM Collins, K Caves, and EW Sellers. "Evaluating Brain-Computer Interface Performance in an ALS Population: Checkerboard and Color Paradigms." Clin Eeg Neurosci 49, no. 2 (2018): 114-121.
B Huang, D Reichman, LM Collins, K Bradbury, and JM 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), 6895-6898. Vol. 2018-July. 2018.
JM Malof, D Reichman, and LM 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 Smart Structures and Materials 2005: Active Materials: Behavior and Mechanics. Vol. 10628. 2018.
D Reichman, LM Collins, and JM Malof. "How much shape information is enough, or too much? Designing imaging descriptors for threat detection in ground penetrating radar data." In Smart Structures and Materials 2005: Active Materials: Behavior and Mechanics. Vol. 10628. 2018.
D Reichman, LM Collins, and JM 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 Smart Structures and Materials 2005: Active Materials: Behavior and Mechanics. Vol. 10628. 2018.
JM Malof, J Bralich, D Reichman, and LM 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 Smart Structures and Materials 2005: Active Materials: Behavior and Mechanics. Vol. 10628. 2018.
BO Mainsah, D Kalika, LM Collins, S Liu, and CS Throckmorton. "Information-based adaptive stimulus selection to optimize communication efficiency in brain-computer interfaces." In Advances in Neural Information Processing Systems, 4820-4830. Vol. 2018-December. 2018.
JA Camilo, LM Collins, and JM 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 (2018): 547-558.
B Huang, K Lu, N Audebert, A Khalel, Y Tarabalka, J Malof, A Boulch, BL Saux, L Collins, K Bradbury 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), 6947-6950. Vol. 2018-July. 2018.
JM Clements, R Kopper, DJ Zielinski, H Rao, MA Sommer, E Kirsch, BO Mainsah, LM Collins, and LG 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, 451-458. 2018.
R Wang, J Camilo, LM Collins, K Bradbury, and JM 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.
R Wang, LM Collins, K Bradbury, and JM Malof. "Semisupervised adversarial discriminative domain adaptation, with application to remote sensing data." In International Geoscience and Remote Sensing Symposium (Igarss), 3611-3614. Vol. 2018-July. 2018.

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