Publications

Markakis, P. J., J. M. Malof, L. Collins, and K. Bradbury. “When Centroids Mislead: Quantifying the Consequences of Sub-Optimally Aggregating Gridded Raster Data to Polygons.” ISPRS International Journal of Geo Information 15, no. 6 (June 1, 2026). https://doi.org/10.3390/ijgi15060244.

Kassaw, K., F. Luzi, L. M. Collins, and J. M. Malof. “Are deep learning models robust to partial object occlusion in visual recognition tasks?” Pattern Recognition 171 (March 1, 2026). https://doi.org/10.1016/j.patcog.2025.112215.

Underwood, E. A., T. McKechnie, and L. M. Collins. “Data-Efficient Deep Learning for SAR Automatic Target Recognition: A Comprehensive Survey.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, January 1, 2026. https://doi.org/10.1109/JSTARS.2026.3710100.

Gupta, A., A. Liu, E. Haines, R. Alghamdi, A. S. Kota, L. M. Collins, and B. O. Mainsah. “A Data-Centric Analysis of the Impact of Training Data Quality vs. Quantity on P300 Brain-Computer Interface Performance (Student Abstract).” In Proceedings of the Aaai Conference on Artificial Intelligence, 40:41217–19, 2026. https://doi.org/10.1609/aaai.v40i48.42219.

Lin, R., C. Mo, R. Shariff, D. Zhang, A. Alumar, K. Kassaw, L. M. Collins, and B. O. Mainsah. “Assessing the Impact of Population Data Domain Differences on Transfer Learning in P300-based Brain-Computer Interfaces.” In Proceedings of the Aaai Conference on Artificial Intelligence, 39:29415–17, 2025. https://doi.org/10.1609/aaai.v39i28.35271.

Stump, E. A., F. Luzi, L. M. Collins, and J. M. Malof. “Meta-Learning for Color-to-Infrared Cross-Modal Style Transfer.” In Proceedings 2025 IEEE Winter Conference on Applications of Computer Vision Wacv 2025, 5460–69, 2025. https://doi.org/10.1109/WACV61041.2025.00533.

McKechnie, I. T., L. M. Collins, and J. M. Malof. “SIMPL Multi-Aspect MADD: Rapidly Generating Low-Cost Multi-Aspect Military Data for All-Domains at Scale.” In Proceedings of SPIE the International Society for Optical Engineering, Vol. 13459, 2025. https://doi.org/10.1117/12.3053491.

Karpurapu, Anish, Helen A. Williams, Paige DeBenedittis, Caroline E. Baker, Simiao Ren, Michael C. Thomas, Anneka J. Beard, et al. “Deep Learning Resolves Myovascular Dynamics in the Failing Human Heart.” JACC Basic Transl Sci 9, no. 5 (May 2024): 674–86. https://doi.org/10.1016/j.jacbts.2024.02.007.

Shahidi, Lidea K., Leslie M. Collins, and Boyla O. Mainsah. “Objective intelligibility measurement of reverberant vocoded speech for normal-hearing listeners: Towards facilitating the development of speech enhancement algorithms for cochlear implants.” The Journal of the Acoustical Society of America 155, no. 3 (March 2024): 2151–68. https://doi.org/10.1121/10.0025285.

Ren, S., F. Luzi, S. Lahrichi, K. Kassaw, L. M. Collins, K. Bradbury, and J. M. Malof. “Segment anything, from space?” In Proceedings 2024 IEEE Winter Conference on Applications of Computer Vision Wacv 2024, 8340–50, 2024. https://doi.org/10.1109/WACV57701.2024.00817.

Spell, G. P., S. Ren, L. M. Collins, and J. M. Malof. “Mixture Manifold Networks: A Computationally Efficient Baseline for Inverse Modeling.” In Proceedings of the 37th Aaai Conference on Artificial Intelligence Aaai 2023, 37:9874–81, 2023. https://doi.org/10.1609/aaai.v37i8.26178.

Luzi, F., A. Gupta, L. Collins, K. Bradbury, and J. Malof. “Transformers For Recognition In Overhead Imagery: A Reality Check.” In Proceedings 2023 IEEE Winter Conference on Applications of Computer Vision Wacv 2023, 3767–76, 2023. https://doi.org/10.1109/WACV56688.2023.00377.

Chu, K., L. Collins, and B. Mainsah. “Suppressing reverberation in cochlear implant stimulus patterns using time-frequency masks based on phoneme groups.” In Proceedings of Meetings on Acoustics, Vol. 50, 2022. https://doi.org/10.1121/2.0001698.

Shahidi, Lidea K., Leslie M. Collins, and Boyla O. Mainsah. “Parameter tuning of time-frequency masking algorithms for reverberant artifact removal within the cochlear implant stimulus.” Cochlear Implants International 23, no. 6 (November 2022): 309–16. https://doi.org/10.1080/14670100.2022.2096182.

Chen, Xinlin J., Leslie M. Collins, and Boyla O. Mainsah. “Language Model-Guided Classifier Adaptation for Brain-Computer Interfaces for Communication.” In Conference Proceedings. IEEE International Conference on Systems, Man, and Cybernetics, 2022:1642–47, 2022. https://doi.org/10.1109/smc53654.2022.9945561.

Huang, B., J. Yang, A. Streltsov, K. Bradbury, L. M. Collins, and J. M. Malof. “GridTracer: Automatic Mapping of Power Grids Using Deep Learning and Overhead Imagery.” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15 (January 1, 2022): 4956–70. https://doi.org/10.1109/JSTARS.2021.3124519.

Chen, Xinlin J., Leslie M. Collins, and Boyla O. Mainsah. “Mitigating the Impact of Psychophysical Effects During Adaptive Stimulus Selection in the P300 Speller Brain-Computer Interface.” In Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference, 2021:5796–99, 2021. https://doi.org/10.1109/embc46164.2021.9630048.

Chen, Xinlin J., Emma T. LaPorte, Cameron Olsen, Leslie M. Collins, Priyesh Patel, Ravi Karra, and Boyla O. Mainsah. “Heart Sound Analysis in Individuals Supported With Left Ventricular Assist Devices.” IEEE Trans Biomed Eng 68, no. 10 (October 2021): 3009–18. https://doi.org/10.1109/TBME.2021.3060718.

Mainsah, Boyla O., Priyesh A. Patel, Xinlin J. Chen, Cameron Olsen, Leslie M. Collins, and Ravi Karra. “Novel Acoustic Biomarker of Quality of Life in Left Ventricular Assist Device Recipients.” J Am Heart Assoc 10, no. 6 (March 16, 2021): e018588. https://doi.org/10.1161/JAHA.120.018588.

Spell, G. P., L. M. Collins, and J. M. Malof. “APPLICATION OF COMPOSITIONAL NEURAL NETWORKS FOR ROBUST CLASSIFICATION OF INFRARED IMAGERY.” In International Geoscience and Remote Sensing Symposium IGARSS, 2021-July:2799–2802, 2021. https://doi.org/10.1109/IGARSS47720.2021.9553370.

Chu, K., L. Collins, and B. Mainsah. “A causal deep learning framework for classifying phonemes in cochlear implants.” In ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings, 2021-June:6498–6502, 2021. https://doi.org/10.1109/ICASSP39728.2021.9413986.

Karpurapu, A., A. Krekorian, Y. Tian, L. M. Collins, R. Karra, A. D. Franklin, and B. O. Mainsah. “Evaluating the effect of longitudinal dose and INR data on maintenance warfarin dose predictions.” In Bhi 2021 2021 IEEE EMBS International Conference on Biomedical and Health Informatics Proceedings, 2021. https://doi.org/10.1109/BHI50953.2021.9508510.

Huang, B., K. Bradbury, L. M. Collins, and J. M. Malof. “Do Deep Learning Models Generalize to Overhead Imagery from Novel Geographic Domains? the xGD Benchmark Problem.” In International Geoscience and Remote Sensing Symposium IGARSS, 1476–79, 2020. https://doi.org/10.1109/IGARSS39084.2020.9323080.

Hu, W., B. Alexander, W. Cathcart, A. Hu, V. Nair, L. Zuo, J. Malof, L. Collins, and K. Bradbury. “Mapping Electric Transmission Line Infrastructure from Aerial Imagery with Deep Learning.” In International Geoscience and Remote Sensing Symposium IGARSS, 2229–32, 2020. https://doi.org/10.1109/IGARSS39084.2020.9323851.

Chen, X. J., L. M. Collins, P. A. Patel, R. Karra, and B. O. Mainsah. “Heart Sound Analysis in Individuals Supported with Left Ventricular Assist Device: A First Look.” In Computing in Cardiology, Vol. 2020-September, 2020. https://doi.org/10.22489/CinC.2020.080.