Automatic detection of lucky bamboo nodes based on Improved YOLOv7

Automatic detection of lucky bamboo nodes based on Improved YOLOv7

IntroductionThe detection of lucky bamboo (Dracaena sanderiana) nodes is a critical prerequisite for machining bamboo into high-value handicrafts. Current manual detection methods are inefficient, labor-intensive, and error-prone, necessitating an automated solution.MethodsThis study proposes an imp...

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Bibliographic Details
Main Authors: Jing Zhang, Ruoling Deng, Chengzhi Cai, Erpeng Zou, Haitao Liu, Mingxin Hou, Xinzhi Chen, Huamin Lin, Zhenye Wei
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Plant Science
Subjects:
lucky bamboo
handicraft
convolutional neural network
YOLOv7
object detection
bamboo node
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1604514/full
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