Author

V. Smurygin

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Review Open access Aug 2026

UAV-Based Classification of Crop Phenological Stages Using Deep Learning

This study investigates the automatic classification of crop phenological stages from low-altitude UAV RGB imagery. The dataset included 11,489 images of five crops: sunflower, rapeseed, soybean, wheat, and barley. The images were annotated using the Biologische Bundesanstalt, Bundessortenamt und Chemische Industrie (B...

R. Mukhamediev, V. Smurygin, Liudmila Gorodetskaya et al. · Drones · 0 citations