Panopticon
Embeds imagery from any optical or radar sensor, given its band wavelengths or polarizations.
- Field
- Remote sensing
- Method
- Foundation model
- Data it takes
- imagery
- License
- Apache-2.0 code, CC-BY-4.0 weights
Panopticon accepts RGB, multispectral, hyperspectral and radar imagery through one encoder, with optical bands described by center wavelength and radar by polarization. It returns embeddings for linear probes, nearest-neighbor search and dense prediction heads.
Hyperspectral input carries a cost: the patch-embedding step grows steeply with the number of bands, and pretraining used at most 13 channels at a time.
The code is Apache-2.0. Upstream labels the weights CC-BY-4.0; crediting Waldmann, Shah et al. (2025) satisfies the terms.
Catalog entry last checked 2026-10-03. All models →
Run Panopticon on your data
The lab runs this on its own compute, in a container, with the inputs and parameters recorded alongside the result. Initial scoping conversations are free.
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