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Klinkov, I
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Authors
Sorokina, V
Klinkov, I
Yablonski, D
Henkler, S
Zakhary, A
Topics
Artificial Intelligence, Big Data, and Advanced Analytics in Agriculture
Type
Poster
Year
2026
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1. Universal Dataset Constructor & Preprocessing Framework for Earth Observation AI Tasks in Digital Agriculture

The rapid advancement of Artificial Intelligence (AI) in digital agriculture is increasingly dependent on the ability to fuse heterogeneous data sources. While Earth Observation (EO) data from Sentinel and Landsat missions provides a backbone for monitoring, high-performance models for yield prediction and land management require a more holistic approach. This paper presents a Universal Dataset Constructor & Preprocessing Framework designed to automate the generation of combined, multimodal... V. Sorokina, I. Klinkov, D. Yablonski, S. Henkler, A. Zakhary