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Publications/2024
Journal Articles20245 citations

Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning

Oleksandr Melnychenko, Lukasz Scislo, Oleg Savenko, Anatoliy Sachenko, Pavlo Radiuk

Sensors, Vol. 24, No. 6, pp. 1913

Fruit DetectionMulti-UAVDeep LearningYOLOv5AgriculturePrecision Farming
View PublicationPDFDOI: 10.3390/s24061913PubMed: 38544178

Abstract

This paper proposes an intelligent integrated system for fruit detection using multi-UAV imaging and deep learning. The research presents a methodological flow for UAV-based fruit counting that includes a novel YOLOv5-v1 model for image processing and fruit detection. The system demonstrates high accuracy in detecting apples with occlusions in orchard environments.

Citation

Oleksandr Melnychenko, Lukasz Scislo, Oleg Savenko, Anatoliy Sachenko, Pavlo Radiuk. "Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning". Sensors, Vol. 24, No. 6, pp. 1913, 2024.

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