Foundation models that use a full year of Earth observations can have their embeddings recomputed over much shorter windows (down to a single day) while retaining substantial value for land-use/land-cover mapping

Keeping the encoder frozen, we recompute its embeddings over varying observation windows, from a full year down to a single day.

http://arxiv.org/abs/2608.27175v1