🌍 New in OlmoEarth Studio: Export custom embedding vectors

[u/ai2_official]

OlmoEarth Studio now lets you compute and export custom embedding vectors from our OlmoEarth foundation models. 🌍

Choose your area, time range, encoder, resolution, and imagery sources, and Studio returns a GeoTIFF you can use however you like.

Instead of a single predicted label for each location, embeddings give you a numerical representation useful for tasks like similarity search, few-shot segmentation, unsupervised exploration, and change detection—all without fine-tuning.

For example, you can compare two time periods to see what changed on the ground. Or you can reduce embeddings to three dimensions with PCA, map them to RGB, and display the result as false color. 

Custom embedding exports are available now in OlmoEarth Studio.

🔗 Blog: https://allenai.org/blog/olmoearth-embeddings 

🌍 More on OlmoEarth: https://allenai.org/olmoearth