Research spans computational imaging, biometrics, computer vision, and geophysical sensing. Combines physics-guided inverse methods with machine learning to improve imaging and sensing, nondestructive evaluation, and long-range recognition, including model-based reconstruction, multimodal datasets, and spatiotemporal representation learning.