Overview
I work with domain experts across different fields to solve challenging real-world problems through the application or development of advanced signal processing, computer vision, machine learning (especially deep learning) methods to real-world problems. Recently, my work has spanned topics such as remote sensing, energy systems, and materials science. My work has recently been featured in premiere machine learning conferences (e.g., NeurIps, ICLR) and computer vision conferences (e.g., WACV).
Current Appointments & Affiliations
Adjunct Assistant Professor in the Department of Electrical and Computer Engineering
·
2022 - Present
Electrical and Computer Engineering,
Pratt School of Engineering
Recent Publications
Randomized Histogram Matching: A Simple Augmentation for Unsupervised Domain Adaptation in Overhead Imagery
Journal Article IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing · January 1, 2024 Modern deep neural networks (DNNs) are highly accurate on many recognition tasks for overhead (e.g., satellite) imagery. However, visual domain shifts (e.g., statistical changes due to geography, sensor, or atmospheric conditions) remain a challenge, causi ... Full text CiteMixture Manifold Networks: A Computationally Efficient Baseline for Inverse Modeling
Preprint · November 25, 2022 Link to item CiteSelf-Supervised Encoders Are Better Transfer Learners in Remote Sensing Applications
Journal Article Remote Sensing · November 1, 2022 Transfer learning has been shown to be an effective method for achieving high-performance models when applying deep learning to remote sensing data. Recent research has demonstrated that representations learned through self-supervision transfer better than ... Full text CiteRecent Grants
Estimating Onsite Building Emissions
ResearchCo Investigator · Awarded by WattTime · 2022 - 2024Deep Context-aware Discriminative Learning for Buried Threat Detection: single sensor processing and multi-sensor fusion
ResearchCo-Principal Investigator · Awarded by Army Research Office · 2017 - 2022Estimating solar PV locations and capacity in San Diego, CA
ResearchCo-Principal Investigator · Awarded by Ernest Orlando Lawrence Berkeley National Laboratory · 2019 - 2021View All Grants
Education, Training & Certifications
Duke University ·
2015
Ph.D.