Enhancing sustainability in the production of palm oil: creative monitoring methods using YOLOv7 and YOLOv8 for effective plantation management

The You Only Look Once (YOLO) deep learning model iterations—YOLOv7–YOLOv8—were put through a rigorous evaluation process to see how well they could recognize oil palm plants. Precision, recall, F1-score, and detection time metrics are analyzed for a variety of configurations, including YOLOv7x, YOL...

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Bibliographic Details
Main Authors: Istiyak Mudassir Shaikh, Mohammad Nishat Akhtar, Abdul Aabid, Omar Shabbir Ahmed
Format: Article
Language:English
Published: Elsevier 2024-12-01
Series:Biotechnology Reports
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2215017X24000262
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