How Many Independent Samples Does a Satellite Image Contain? Generalization Bounds for Spatially Dependent Data

arXiv:2610.08227 · stat.ML, cs.CV, cs.LG · Submitted 2026-10-06 · Read on arXiv

stat.ML, cs.CV, cs.LG

Submitted: 2026-10-06

Updated: 2026-10-06

Journal ref: IEEE Transactions on Geoscience and Remote Sensing (2026) vol. 64

DOI: 10.1109/TGRS.2026.3739158

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Generalization — 1× in this paper · explained in 13 episodes
• Generalization Bounds — 1× in this paper · explained in 2 episodes

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