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基于YOLO11的玉米播种粒距检测方法研究

祝天宇

农机使用与维修Issue(8):11-15,5.
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农机使用与维修Issue(8):11-15,5.DOI:10.14031/j.cnki.njwx.2026.08.003

基于YOLO11的玉米播种粒距检测方法研究

A YOLO11-based maize seed spacing detection method

祝天宇1

作者信息

  • 1. 黑龙江省农业机械工程科学研究院,黑龙江 哈尔滨 150081
  • 折叠

摘要

Abstract

Seed spacing is a key parameter in planting operations.To address the problems of time lag and low accuracy associated with traditional manual seed spacing measurement,a maize field seed spacing detection method based on YO-LO11 object detection technology is proposed.First,a high-speed color camera is used to acquire a large number of images of maize seeds placed on the soil surface during sowing,and the maize seeds in these images are manually anno-tated using the labeling tool Label Studio.Then,a pre-trained YOLO11 model is trained to obtain a visual detection model for maize seeds in field conditions.Finally,the trained model is deployed on the embedded edge computing plat-form Jetson AGX Orin NX,enabling real-time detection of maize seed spacing in the field.Test results show that when operating at a speed of 5 km/h,the average error of measured seed spacing is less than 3 cm.This method meets the re-quirements for real-time detection of seed spacing during field sowing,enables online monitoring of corn sowing quali-ty,and provides technical support for intelligent and precise sowing operations.

关键词

粒距/机器视觉/目标检测/播种

Key words

seed spacing/machine vision/object detection/seeding

分类

农业科技

引用本文复制引用

祝天宇..基于YOLO11的玉米播种粒距检测方法研究[J].农机使用与维修,2026,(8):11-15,5.

基金项目

黑龙江省农业科技创新跨越工程农业科技基础创新项目(CX25JC42) (CX25JC42)

农机使用与维修

2097-4515

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