SCIENTIFIC PROVENANCE

Data Sources & Attribution

Reference data belong to their originating organizations and contributors. Use does not imply their endorsement of GeoDataAI.

USGS Spectral Library Version 7

ASTER / ECOSTRESS spectral references

Imagery retrieved for individual runs

Provider, product, collection/version, acquisition date, asset identifier, source URL, and applicable citation should be taken from the actual dataset metadata and retrieval record. Sensor names on the homepage are examples of supported workflows, not proof that a particular source was used. Where a report lacks an exact identifier or citation, obtain it from the provider before publication.

Original measurements versus derived results

Resampled spectra are derivatives of the original reference spectra. Resampling, band selection, normalization, masking, and algorithmic analysis do not transfer ownership or make the original measurements GeoDataAI's work. Cite the source library and describe the transformations used. GeoDataAI-generated figures and detections should be identified as analysis outputs, not original library measurements.