虫害数据集支持智能农业系统的建设
Luyl-Da Quach1, Quoc Khang Nguyen1, Quynh Anh Nguyen1
1FPT University, Can Tho campus, Cantho city, Vietnam.
Data in brief
|February 1, 2024
概括
这项研究提供了高质量的,经过专家验证的数据集,用于米疾病的检测和分类. 该资源支持智能农业和自动化系统,以改善全球大米种植.
科学领域:
- 农业科学 农业科学
- 计算机视觉 计算机视觉
- 数据科学数据科学数据科学
背景情况:
- 米是全球至关重要的粮食主食,特别是在亚洲,非洲和拉丁美洲.
- 病虫害严重影响米生产,威胁粮食安全和经济稳定.
- 现有的数据集可能缺乏多样性,阻碍了强大的自动检测系统的开发.
研究的目的:
- 引入一个全面的,经过专家验证的数据集,用于识别病.
- 促进开发自动化系统,用于在米种植中进行智能农业.
- 解决当前农业数据集数据多样性所带来的挑战.
主要方法:
- 来自不同来源的数据集编译,以确保大米疾病类型和视觉特征的多样性.
- 严格的专家审查和验证所有包含的数据.
- 数据预处理和统计分析,以提高数据集的质量和效用.
主要成果:
- 一个高质量的,免费可用的数据集,用于检测和分类大米疾病.
- 该数据集适合用于用于自动疾病识别的机器学习模型的训练.
- 识别了通过处理和分析不断增强数据的需求.
结论:
- 提供的数据集是推动农业自动化和智能农业技术的宝贵资源.
- 这一倡议支持用于种植大米的精准农业的研究和开发.
- 数据集的质量和可访问性旨在加速农作物疾病管理方面的创新.
相关概念视频
02:35Key Elements for Plant Nutrition
18.8K
Like all living organisms, plants require organic and inorganic nutrients to survive, reproduce, grow and maintain homeostasis. To identify nutrients that are essential for plant functioning, researchers have leveraged a technique called hydroponics. In hydroponic culture systems, plants are grown—without soil—in water-based solutions containing nutrients. At least 17 nutrients have been identified as essential elements required by plants. Plants acquire these elements from the...
18.8K
02:16Light Acquisition
8.5K
In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
8.5K