An audit of 152 papers reveals that geospatial foundation models lack standardized evaluations, training controls, and weight releases, so no one knows the state of the art.
Mahecha, and Carsten F
2 Pith papers cite this work, alongside 125 external citations. Polarity classification is still indexing.
2
Pith papers citing it
125
external citations · external index
years
2026 2representative citing papers
A three-number reporting protocol—balanced-test, operational-prior, and post-deployment precision—exposes the prior-shift gap in an operational satellite classifier, which reaches 0.927 precision at the operational prior.
citing papers explorer
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No One Knows the State of the Art in Geospatial Foundation Models
An audit of 152 papers reveals that geospatial foundation models lack standardized evaluations, training controls, and weight releases, so no one knows the state of the art.
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Prior-matched evaluation of operational Earth-observation classifiers: a three-number reporting method demonstrated on Sentinel-1 internal-wave detection
A three-number reporting protocol—balanced-test, operational-prior, and post-deployment precision—exposes the prior-shift gap in an operational satellite classifier, which reaches 0.927 precision at the operational prior.