Tessera Embeddings Explorer

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📍 Or click on the map to create a 5km × 5km viewport centered at that location

Fast path (Tessera VQ) EXPERIMENTAL

Opt-in: fetches quantised embeddings via the tessera-vq bolt-on. Defaults: RVQ with t=64, k1=k2=256, L2; tune in Advanced.

t (tile dim) k1 (1st codebook) k2 (2nd codebook, RVQ) m (metric)

RVQ is L2-only — k2 ignored under cosine (single-stage VQ).

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Download years (2018-2025):

2018 2019 2020 2021 2022 2023 2024 2025

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Evaluate classifiers on ground-truth shapefiles at any scale. Your labels never leave your machine.

Start an SSH tunnel to your compute server:
./scripts/deploy-compute.sh gpu-box
Then click Evaluate below.

Quota (MB):

Embedding coverage — evaluation requires coverage for your region and year

Click on map

to select viewport center

Bounding Box