您好，欢迎访问江苏省农业科学院 机构知识库！
江苏省农业科学院机构知识库

全部

  • 全部
  • 标题
  • 学者
  • 机构
  • 关键词

Transient multi-indicator detection for seedling sorting in high-speed transplanting based on a lightweight model

文献类型： 外文期刊

作者： Zhao, Shengyi 1 ; Lei, Xiaojie 1 ; Liu, Jizhan 1 ; Jin, Yucheng 1 ; Bai, Zongchun 4 ; Yi, Zhongyi 4 ; Liu, Jianlong 4 ;

作者机构： 1.Jiangsu Univ, Key Lab Modern Agr Equipment & Technol, Zhenjiang, Peoples R China

2.Jiangsu Univ, Natl Digital Agr Equipment Artificial Intelligence, Zhenjiang, Peoples R China

3.Jiangsu Univ, Key Lab Theory & Technol Intelligent Agr Machinery, Zhenjiang, Peoples R China

4.Jiangsu Acad Agr Sci, Inst Agr Facil & Equipment, Nanjing, Peoples R China

关键词： Plug seedlings; Transient detection; Quality sorting; Lightweight; YOLOv5s

期刊名称：COMPUTERS AND ELECTRONICS IN AGRICULTURE （ 影响因子：8.3； 五年影响因子：8.3 ）

ISSN： 0168-1699

年卷期： 2023 年 211 卷

页码：

收录情况： SCI

摘要： Quality sorting of plug seedlings is an important part of factory nurseries, and deep learning is starting to become a core technology in this field. In response to the key problems of existing sorting systems with a single perspective and insufficient detection indicators, this paper innovatively proposes a lightweight multi-indicator detection model for plug seedlings, and an integrated transient sorting system for high-speed transplanting is designed. The new YOLOv5s model is composed of the ShuffleNet-V2 backbone, a channel attention mechanism neck, and a head block, and it can effectively extract image features of different seedling qualities. We built a dataset for pepper and tomato plug seedlings, and the experimental results showed that the model was highly accurate in detecting no seedlings, weak seedlings, damaged seedlings and strong seedlings, with an mAP of 94.23 %. Finally, in the verification of different operating speeds, the transplanting-sorting-replanting multifunctional system had the best integrated efficiency of 4200 plants per hour, and the average treatment time for single plug seedlings was only 0.86 s. Our method effectively can improve the performance of seedling quality sorting systems and provide technical support for factory nurseries.

  • 相关文献
作者其他论文 更多>>
置顶
购物车
反馈

© 京ICP备09089781号-29 主办单位：江苏省农业科学院

学术资源： 中国农业科学院 农业专业知识服务系统 农科联盟资源共建共享平台 中国农业科技文献与信息服务平台 中国农业期刊集成服务平台