arXiv Open Access 2025

Cropland Mapping using Geospatial Embeddings

Ivan Zvonkov Gabriel Tseng Inbal Becker-Reshef Hannah Kerner

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Abstrak

Accurate and up-to-date land cover maps are essential for understanding land use change, a key driver of climate change. Geospatial embeddings offer a more efficient and accessible way to map landscape features, yet their use in real-world mapping applications remains underexplored. In this work, we evaluated the utility of geospatial embeddings for cropland mapping in Togo. We produced cropland maps using embeddings from Presto and AlphaEarth. Our findings show that geospatial embeddings can simplify workflows, achieve high-accuracy cropland classification and ultimately support better assessments of land use change and its climate impacts.

Topik & Kata Kunci

cs.CV

Penulis (4)

Ivan Zvonkov

Gabriel Tseng

Inbal Becker-Reshef

Hannah Kerner

Format Sitasi

APA MLA BibTeX

Zvonkov, I., Tseng, G., Becker-Reshef, I., Kerner, H. (2025). Cropland Mapping using Geospatial Embeddings. https://arxiv.org/abs/2511.02923

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Informasi Jurnal

Tahun Terbit: 2025
Bahasa: en
Sumber Database: arXiv
Akses: Open Access ✓