18 citations · 51 across the 19 of their papers we have counts for
3 papers · 1 filter
Leveraging Deep Learning for Physical Model Bias of Global Air Quality Estimates
Kelsey Doerksen, Yuliya Marchetti, Kevin Bowman +5
Air pollution is the world's largest environmental risk factor for human disease and premature death, resulting in more than 6 million permature deaths in 2019. Currently, there is…
Uncertainty Quantification for Surface Ozone Emulators using Deep Learning
Kelsey Doerksen, Yuliya Marchetti, Steven Lu +5
Air pollution is a global hazard, and as of 2023, 94\% of the world's population is exposed to unsafe pollution levels. Surface Ozone (O3), an important pollutant, and the drivers…
Dargana: fine-tuning EarthPT for dynamic tree canopy mapping from space
Michael J. Smith, Luke Fleming, James E. Geach +3
We present Dargana, a fine-tuned variant of the EarthPT time-series foundation model that achieves specialisation using <3% of its pre-training data volume and 5% of its pre-traini…