3 papers
cs.CV2026
EarthShift: a benchmark for measuring robustness to real-world distribution shifts in Earth observation
Kelsey Doerksen, Hannah Kerner
Current Earth observation benchmarks focus on measuring performance on diverse tasks and applications, typically measuring generalization in-distribution. But when models are deplo…
cs.CV2025
A Multi-tiered Human-in-the-loop Approach for Interactive School Mapping Using Earth Observation and Machine Learning
Casper Fibaek, Abi Riley, Kelsey Doerksen +2
This paper presents a multi-tiered human-in-the-loop framework for interactive school mapping designed to improve the accuracy and completeness of educational facility records, par…
eess.IV2024
Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings
Kelsey Doerksen, Casper Fibaek, Rochelle Schneider +2
Internet connectivity in schools is critical to provide students with the digital literary skills necessary to compete in modern economies. In order for governments to effectively…