72 citations · 209 across the 11 of their papers we have counts for
3 papers · 1 filter
Detangling the role of climate in vegetation productivity with an explainable convolutional neural network
Ricardo Barros Lourenço, Michael J. Smith, Sylvia Smullin +3
Forests of the Earth are a vital carbon sink while providing an essential habitat for biodiversity. Vegetation productivity (VP) is a critical indicator of carbon uptake in the atm…
EarthPT: a time series foundation model for Earth Observation
Michael J. Smith, Luke Fleming, James E. Geach
We introduce EarthPT -- an Earth Observation (EO) pretrained transformer. EarthPT is a 700 million parameter decoding transformer foundation model trained in an autoregressive self…
Uncertainty estimation in Deep Learning for Panoptic segmentation
Michael Smith, Frank Ferrie
As deep learning-based computer vision algorithms continue to advance the state of the art, their robustness to real-world data continues to be an issue, making it difficult to bri…