相关实验视频

Updated: Jul 21, 2026

Insect-controlled Robot: A Mobile Robot Platform to Evaluate the Odor-tracking Capability of an Insect

Insect-controlled Robot: A Mobile Robot Platform to Evaluate the Odor-tracking Capability of an Insect

Published on: December 19, 2016

Yolo-pest:一个优化的YoloV8x用于使用智能陷检测小昆虫害虫

Ayesha Hakim^1,2, Amit Kumar Srivastava^3,4, Ali Hamza⁵

¹Institute of Computing, MNS - University of Agriculture, Multan, 60000, Pakistan. Ayesha.hakim@mnsuam.edu.pk.

Scientific reports

|April 23, 2025

概括

这项研究引入了一个物联网智能陷用于自动化昆虫害虫监测,使用微调的YOLOv8x模型在识别果和秋季军方面达到94%的准确性.

科学领域:

农业科学农业科学
计算机视觉计算机视觉
物联网 (IoT) 的物联网 (IoT) 的物联网.

背景情况:

果和秋季军虫是重要的农业害虫,影响水果和作物产量.
传统的害虫监测方法是劳动密集型的,需要经常访问农场.
成年害虫的移动性使手动现场监测复杂化.

研究的目的:

开发和评估一种自动化系统,用于监测开放场地和室内环境中的昆虫害虫.
微调YOLOv8x模型以准确实时检测果和秋季军虫.
将物联网技术集成到远程虫害数据收集和分析中.

主要方法:

基于物联网的智能陷的开发,配备了费洛蒙吸引剂和摄像头.
微调YOLOv8x深度学习模型 (Yolo-pest) 以对目标害虫进行对象检测.
在干旱条件下在果果园和玉米田中部署和测试智能陷系统.
使用灰度和彩色图像进行验证,以确保稳定性.

主要成果:

物联网智能陷系统实现了果和秋季军虫的平均检测准确率为94%.
微调的YOLOv8x模型在不同的图像类型和环境中表现出一致的性能.
该系统能够实时,远程识别害虫,并为农民提供数据可访问性.

结论:

开发的物联网智能陷系统为自动化昆虫害虫监测提供了高效和准确的解决方案.
微调的YOLOv8x显著提高了农业应用中的害虫检测能力.
这项技术使农民能够及时获得有效的害虫控制策略的信息.

关键词:

环境保护和可持续发展玉米作物玉米作物果果园是一个果园.对象检测检测对象检测对象检测农药的使用农药的使用实时实时的时间.

更多相关视频

Quantifying Corticolous Arthropods Using Sticky Traps

Quantifying Corticolous Arthropods Using Sticky Traps

Published on: January 19, 2020

Low-Cost Automated Flight Intercept Trap for the Temporal Sub-Sampling of Flying Insects Attracted to Artificial Light at Night

Low-Cost Automated Flight Intercept Trap for the Temporal Sub-Sampling of Flying Insects Attracted to Artificial Light at Night

Published on: December 29, 2021

相关概念视频

Chemical Agents for Microbial Control

Chemical Agents for Microbial Control

Chemicals play important roles in controlling microbial growth by targeting microbial structures and functions as sanitizers, antiseptics, disinfectants, and sterilants.Alcohols are commonly used sanitizers, effectively disrupting lipid membranes, which compromises cell integrity. They are also used as antiseptics and disinfectants due to their rapid action and versatility.Phenols and their derivatives phenolics , known for denaturing proteins and disrupting cell membranes, are particularly...

Biological Methods for Microbial Control

Biological Methods for Microbial Control

Biological agents offer an effective means of controlling microbial growth by leveraging natural processes like predation, competition, and the secretion of antimicrobial substances.Predatory bacteria such as Bdellovibrio species target and kill pathogens like Salmonella and E. coli. They are widely used in poultry farms to control infections. Myxococcus species help combat plant-pathogenic fungi. These naturally occurring predators serve as eco-friendly alternatives to chemical pesticides and...

Microbial Bioremediation of Pesticides

Microbial Bioremediation of Pesticides

Pesticides often feature structurally complex chemical architectures, incorporating halogen groups and multiple aromatic rings. These characteristics confer high chemical stability, rendering many pesticides resistant to natural degradation processes. This resistance poses significant environmental concerns, as persistent pesticide residues can accumulate in ecosystems and affect non-target organisms.Despite the inherent stability of many pesticides, certain microorganisms possess the metabolic...

Production of Biopesticides

Production of Biopesticides

Biopesticides offer a sustainable alternative to chemical pesticides, utilizing microbial agents to control agricultural pests. Bacillus thuringiensis (Bt) is a widely employed bacterium known for its potent insecticidal activity. Bt biopesticides are favored for their specificity to insect pests, minimal environmental impact, and natural degradability.Mechanism of Bt Toxin Action Bt produces insecticidal crystal (Cry) proteins during its sporulation phase. These proteins form parasporal...

Rapid Identification of Pathogens

Rapid Identification of Pathogens

MALDI-TOF MS has transformed clinical microbiology by offering a rapid and reliable method for pathogen identification. The traditional approach to microbial identification typically involves time-consuming culture techniques and biochemical tests, which can delay the initiation of appropriate antimicrobial therapy. MALDI-TOF MS avoids these delays by using characteristic ribosomal protein mass patterns of microbial cells, enabling accurate species-level identification within minutes.Principle...

Automated Microbial Diagnostics

Automated Microbial Diagnostics

Automated diagnostic analyzers have transformed clinical microbiology by providing rapid and reliable methods for pathogen identification and antibiotic susceptibility testing. Among these systems, the Vitek 2 is widely used because it automates the traditionally labor-intensive processes of microbial identification (ID) and antibiotic susceptibility testing (AST), delivering standardized and timely results that are essential for effective patient care.Microbial Identification with ID CardsThe...