Embeddings created by EarthGenome for the EarthIndex project
[!WARNING] Deprecated. This product is no longer updated. The latest generation is Earth Index Embeddings V7 (
earthgenome/earthindex-embeddings-v7), which covers 2024 and 2025-08-16 → 2026-08-16 and should be used for new work.V7 uses a different model (SSL4EO-S12 DINO ViT-S/16; this product uses SoftCon), so vectors from the two products are not comparable and must not be mixed in one index or similarity search. This repository is kept as a historical archive.
Search at earthindex.ai · Produced by earthgenome.org · STAC: https://stac.earthgenome.org

This repository holds embeddings generated the entire globe for the given date ranges.
This data is licensed under the creative commons 4.0 international license which, in summary, only requires attribution.
These embeddings are generated from the SoftCon Model published by Zhu Labs
Artifacts are name according to their original UTM grid number, concatenated with the start and end dates. For example 31TDF_2024-01-01_2025-01-01.parquet will give you embeddings for Barcelona (31TDF) over the course of 2024.
All assets are Geoparquet in EPSG:4626 projection with point geometries. The fields are as follows:
Using this? Want work together? Ping us @ info@earthgenome.org or info@earthindex.ai