| 2026 | AAAI | A Data-Centric Analysis of the Impact of Training Data Quality vs. Quantity on P300 Brain-Computer Interface Performance (Student Abstract). | Arnav Gupta, Albert Liu, Eliza Haines, Riyadh Alghamdi, Aniketh S. Kota, Leslie M. Collins, Boyla O. Mainsah |
| 2025 | AAAI | Assessing the Impact of Population Data Domain Differences on Transfer Learning in P300-based Brain-Computer Interfaces (Student Abstract). | Rally Lin, Christina Mo, Reyan Shariff, Darrick Zhang, Abdullah Alumar, Kaleb Kassaw, Leslie M. Collins, Boyla O. Mainsah |
| 2025 | WACV | Meta-Learning for Color-to-Infrared Cross-Modal Style Transfer. | Evelyn A. Stump, Francesco Luzi, Leslie M. Collins, Jordan M. Malof |
| 2024 | WACV | Segment anything, from space? | Simiao Ren, Francesco Luzi, Saad Lahrichi, Kaleb Kassaw, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2023 | AAAI | Mixture Manifold Networks: A Computationally Efficient Baseline for Inverse Modeling. | Gregory P. Spell, Simiao Ren, Leslie M. Collins, Jordan M. Malof |
| 2023 | WACV | Transformers For Recognition In Overhead Imagery: A Reality Check. | Francesco Luzi, Aneesh Gupta, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2022 | SMC | Language Model-Guided Classifier Adaptation for Brain-Computer Interfaces for Communication. | Xinlin J. Chen, Leslie M. Collins, Boyla O. Mainsah |
| 2021 | ICASSP | A Causal Deep Learning Framework for Classifying Phonemes in Cochlear Implants. | Kevin M. Chu, Leslie M. Collins, Boyla Mainsah |
| 2021 | IGARSS | Application of Compositional Neural Networks for Robust Classification of Infrared Imagery. | Gregory P. Spell, Leslie M. Collins, Jordan M. Malof |
| 2020 | ICASSP | Using Automatic Speech Recognition and Speech Synthesis to Improve the Intelligibility of Cochlear Implant users in Reverberant Listening Environments. | Kevin M. Chu, Leslie M. Collins, Boyla Mainsah |
| 2020 | IGARSS | Mapping Electric Transmission Line Infrastructure from Aerial Imagery with Deep Learning. | Wei Hu, Ben Alexander, Wendell Cathcart, Atsushi Hu, Varun Nair, Lin Zuo, Jordan M. Malof, Leslie M. Collins, Kyle Bradbury |
| 2020 | IGARSS | Do Deep Learning Models Generalize to Overhead Imagery from Novel Geographic Domains? The xGD Benchmark Problem. | Bohao Huang, Kyle Bradbury, Leslie M. Collins, Jordan M. Malof |
| 2019 | IGARSS | Training a single multi-class convolutional segmentation network using multiple datasets with heterogeneous labels: preliminary results. | Fanjie Kong, Cheng Chen, Bohao Huang, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2019 | IGARSS | A simple rotational equivariance loss for generic convolutional segmentation networks: preliminary results. | Kangcheng Lin, Bohao Huang, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2018 | ICASSP | Augmented Latent Dirichlet Allocation (Lda) Topic Model with Gaussian Mixture Topics. | Kedar S. Prabhudesai, Boyla O. Mainsah, Leslie M. Collins, Chandra S. Throckmorton |
| 2018 | ICMLA | Application of a Graphical Model to Investigate the Utility of Cross-Channel Information for Mitigating Reverberation in Cochlear Implants. | Lidea Shahidi, Leslie M. Collins, Boyla Mainsah |
| 2018 | IGARSS | Semisupervised Adversarial Discriminative Domain Adaptation, with Applicationto Remote Sensing Data. | Rui Wang, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2018 | IGARSS | On The Extraction of Training Imagery from Very Large Remote Sensing Datasets for Deep Convolutional Segmenatation Networks. | Bohao Huang, Daniel Reichman, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2018 | IGARSS | Deep Convolutional Segmentation of Remote Sensing Imagery: A Simple and Efficient Alternative to Stitching Output Labels. | Bohao Huang, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2018 | IGARSS | Large-Scale Semantic Classification: Outcome of the First Year of Inria Aerial Image Labeling Benchmark. | Bohao Huang, Kangkang Lu, Nicolas Audebert, Andrew Khalel, Yuliya Tarabalka, Jordan M. Malof, Alexandre Boulch, Bertrand Le Saux, Leslie M. Collins, Kyle Bradbury, Sbastien Lefvre, Motaz El-Saban |
| 2018 | VR | Neurophysiology of Visual-Motor Learning During a Simulated Marksmanship Task in Immersive Virtual Reality. | Jillian M. Clements, Regis Kopper, David J. Zielinski, Hrishikesh Rao, Marc A. Sommer, Elayna P. Kirsch, Boyla O. Mainsah, Leslie M. Collins, Lawrence G. Appelbaum |
| 2017 | ICASSP | A performance-based approach to designing the stimulus presentation paradigm for the P300-based BCI by exploiting coding theory. | B. O. Mainsah, Leslie M. Collins, Galen Reeves, Chandra S. Throckmorton |
| 2017 | IGARSS | Trading spatial resolution for improved accuracy when using detection algorithms on remote sensing imagery. | Shengxin Qian, Sravya Chelikani, Patrick Wang, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2017 | IGARSS | Estimating the electricity generation capacity of solar photovoltaic arrays using only color aerial imagery. | Brenda So, Cory Nezin, Vishnu Kaimal, Sam Keene, Leslie M. Collins, Kyle Bradbury, Jordan M. Malof |
| 2017 | IGARSS | A deep convolutional neural network, with pre-training, for solar photovoltaic array detection in aerial imagery. | Jordan M. Malof, Leslie M. Collins, Kyle Bradbury |
| 2017 | SMC | Adaptive stimulus selection in ERP-based brain-computer interfaces by maximizing expected discrimination gain. | Dmitry Kalika, Leslie M. Collins, Chandra S. Throckmorton, Boyla O. Mainsah |
| 2016 | ICIP | Leveraging seed dictionaries to improve dictionary learning. | Danil Reichman, Jordan M. Malof, Leslie M. Collins |
| 2012 | IGARSS | Histogram of gradient features for buried threat detection in ground penetrating radar data. | Peter Torrione, Kenneth Morton, Rayn Sakaguchi, Leslie M. Collins |
| 2011 | IGARSS | A hidden Markov context model for GPR-based landmine detection incorporating stick-breaking priors. | Christopher R. Ratto, Kenneth Morton, Leslie M. Collins, Peter Torrione |
| 2010 | ICASSP | Identifying channel-specific impairments in cochlear implant patients via partial least squares discriminant analysis of speech-token confusion matrices. | Jeremiah Remus, Leslie M. Collins |
| 2010 | IGARSS | Context-dependent landmine detection with ground-penetrating radar using a Hidden Markov Context Model. | Christopher R. Ratto, Peter Torrione, Kenneth Morton, Leslie M. Collins |
| 2010 | IGARSS | Phenomenolgical model inversion with Fisher information metrics for unexploded ordnance detection. | Jeremiah Remus, Leslie M. Collins |
| 2010 | IGARSS | Spatial latency reduction in GPR processing using stochastic sampling. | Peter Torrione, Leslie M. Collins |
| 2008 | IGARSS | Matching Pursuits Decomposition for Discrimination of Unexploded Ordnance: Isolated and Overlapping Signatures. | Jeremiah Remus, Leslie M. Collins |
| 2008 | IGARSS | Statistical Models for Landmine Detection in Ground Penetrating Radar: Applications to Synthetic Data Generation and Pre-Screening. | Peter Torrione, Leslie M. Collins |
| 2008 | IGARSS | Analysis of an Information-Based Sensor Manager Applicable to Landmine Detection. | Mark P. Kolba, Leslie M. Collins |
| 2007 | ICASSP | Identifying Impaired Cochlear Implant Channels via Speech-Token Confusion Matrix Analysis. | Jeremiah Remus, Leslie M. Collins |
| 2006 | IGARSS | Ground Response Tracking for Improved Landmine Detection in Ground Penetrating Radar Data. | Peter Torrione, Leslie M. Collins |
| 2004 | ICASSP | Vowel and consonant confusion in noise by cochlear implant subjects: predicting performance using signal processing techniques. | Jeremiah Remus, Leslie M. Collins |
| 2004 | ICASSP | Theoretical prediction of dynamic range and intensity discrimination for electrical noise-modulated pulse-train stimuli. | Yifang Xu, Leslie M. Collins |
| 2004 | IGARSS | Application of texture feature classification methods to landmine/clutter discrimination in off-lane GPR data. | Peter Torrione, Leslie M. Collins |
| 2002 | ICASSP | A theoretical analysis of the effects of auditory impairment on intensity discrimination. | Lisa G. Huettel, Leslie M. Collins |
| 2002 | ICASSP | Threshold prediction for noise-modulated electrical stimuli using a stochastic auditory nerve model: Implications for cochlear implants. | Yifang Xu, Leslie M. Collins |
| 2002 | ICASSP | Adaptive time delay estimation method with signal selectivity. | Yan Zhang, Chun-Mei Wang, Leslie M. Collins |
| 2002 | IGARSS | Landmine detection with nuclear quadrupole resonance. | Yingyi Tan, Stacy L. Tantum, Leslie M. Collins |
| 2002 | IGARSS | A parameter transformation and Crame'r-Rao bounds for estimating decay rates from exponential signals. | Stacy L. Tantum, Leslie M. Collins |
| 2002 | Interspeech | Model-based predictions of intensity discrimination for normal- and impaired-hearing listeners. | Lisa G. Huettel, Leslie M. Collins |
| 2002 | IGARSS | Model-based statistical sensor fusion for unexploded ordnance detection. | Leslie M. Collins, Yizhe Zhang, Lawrence Carin |
| 2001 | ICASSP | A theoretical study of information transmission in the auditory system using signal detection theory: frequency discrimination by normal and impaired systems. | Lisa G. Huettel, Leslie M. Collins |
| 1999 | ICASSP | Classification of landmine-like metal targets using wideband electromagnetic induction. | Ping Gao, Leslie M. Collins, Norbert Geng, Lawrence Carin, Dean A. Keiswetter, I. J. Won |
| 1999 | ICASSP | A comparison using signal detection theory of the ability of two computational auditory models to predict experimental data. | Lisa C. Gresham, Leslie M. Collins |
| 1997 | ICANN | Sensor Fusion for Mine Detection with the RNN. | Erol Gelenbe, Taskin Koak, Leslie M. Collins |
| 1995 | ICASSP | Multiresolution target detection in SAR imagery. | Nikola S. Subotic, Leslie M. Collins, John D. Gorman, Brian J. Thelen |
| 1994 | ICIP | Multiresolution Detection of Coherent Radar Targets. | John D. Gorman, Nikola S. Subotic, Brian J. Thelen, Leslie M. Collins |