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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Manzar Abbas Gul Muhammad

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Open access Sep 2026

Foundation-Model Embeddings for Land-Cover Mapping and Annual Change Detection in a Hyper-Arid Region: A Case Study of Saudi Arabia (2017–2024)

Spectral remote sensing struggles in hyper-arid environments because desert substrates share overlapping optical signatures. We evaluate AlphaEarth foundation-model embeddings—64-dimensional annual representations fused from Sentinel-1, Sentinel-2, Landsat, and LiDAR—for land-cover classification and change detection a...

K. Manikandan, Naveen Kumar Veettil, Manzar Abbas Gul Muhammad et al. · 0 citations

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