OlmoEarth v1.1: A more efficient family of OlmoEarth models
Gabriel Tseng, Yawen Zhang, Favyen Bastani, Henry Herzog, Joseph Redmon, Hadrien Sablon, Piper Wolters, Patrick Alan Johnson, Christopher Wilhelm, Patrick Beukema
arXiv:2605.2080449.5Has Code
AI Analysis
Incremental efficiency improvements for users of the OlmoEarth model family.
OlmoEarth v1.1 reduces training GPU hours by 1.7× and inference MACs by 2.9× on Sentinel-2 tasks while maintaining performance.
We present a set of improvements to the OlmoEarth family. These improvements allow us to cut compute costs during training ($1.7 \times$ reduction in GPU hours required to train our Base models) and inference ($2.9\times$ reductions in MACs on Sentinel-2 tasks), while maintaining the models' overall performance. All training code is available at github.com/allenai/olmoearth_pretrain.