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Articles | Volume XLVIII-4/W17-2025
https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-69-2026
https://doi.org/10.5194/isprs-archives-XLVIII-4-W17-2025-69-2026
15 Jan 2026
 | 15 Jan 2026

How Effective Are Foundation Models for Crop Type Mapping Using Hyperspectral Imaging? A Comparative Study of Machine Learning, Deep Learning, and Geospatial Foundation Models

Mohamed Bourriz, Ahmed Laamrani, Hamd Ait Abdelali, François Bourzeix, Ali El-Battay, Abdelhakim Amazirh, and Abdelghani Chehbouni

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Latest update: 09 Nov 2026