RLK-YOLOv8: multi-stage detection of strawberry fruits throughout the full growth cycle in greenhouses based on large kernel convolutions and improved YOLOv8

RLK-YOLOv8: multi-stage detection of strawberry fruits throughout the full growth cycle in greenhouses based on large kernel convolutions and improved YOLOv8

IntroductionIn the context of intelligent strawberry cultivation, achieving multi-stage detection and yield estimation for strawberry fruits throughout their full growth cycle is essential for advancing intelligent management of greenhouse strawberries. Addressing the high rates of missed and false...

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Main Authors: Lei He, Dasheng Wu, Xinyu Zheng, Fengya Xu, Shangqin Lin, Siyang Wang, Fuchuan Ni, Fang Zheng
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-03-01
Series:Frontiers in Plant Science
Subjects:
YOLOv8
RepLKNet
RepNCSPELAN4
DynamicHead
PolyLoss
full growth cycle of strawberry fruits
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1552553/full
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https://www.frontiersin.org/articles/10.3389/fpls.2025.1552553/full

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