一个全面的图像数据集的梅叶和水果的疾病分类疾病分类
Rejowan Arifin Nayeem1, S M Abdullah Al Muhib1, Shahriar Marjan1
1Department of Computer Science and Engineering, Daffodil International University, Daffodil Smart City, Birulia, Dhaka 1216, Bangladesh.
Data in brief
|June 9, 2025
概括
一个新的梅叶和水果图像数据集有助于农业研究. 本资源支持机器学习,用于早期发现疾病,改善作物管理和减少化学品的使用,以实现可持续农业.
科学领域:
- 农业科学 农业科学
- 计算机视觉 计算机视觉
- 机器学习 机器学习
背景情况:
- 梅子 (印度朱) 是一种具有经济意义的水果,在营养和全球消费方面非常有价值.
- 农业中有效的疾病管理和质量评估越来越依赖于先进的计算工具.
- 专门的数据集对于开发植物病理学和农业监测中的机器学习模型至关重要.
研究的目的:
- 为机器学习应用程序创建一个全面的梅叶和水果图像数据集.
- 为了促进疾病的自动检测和果的水果质量评估.
- 支持农业研究和可持续农业实践的进步.
主要方法:
- 在各种环境条件下收集了3,554张原始梅子图像 (2024年12月 - 2025年2月).
- 处理并增强数据集,包括18000张图像.
- 图像被分为六个类别:射门,细菌斑点,枯叶,健康叶,不健康梅,健康梅.
主要成果:
- 建立了一个强大的数据集,包括原始,处理和增强的梅花图像.
- 数据集的结构是基于机器学习对梅子疾病和健康状况的分类.
- 它可以开发用于早期疾病识别和水果质量监测的工具.
结论:
- 这一数据集是农业深度学习的基础资源,特别是用于梅子种植.
- 它使研究人员能够开发早期疾病检测系统,提高作物管理和减少化学投入.
- 该数据集通过帮助农民最大限度地减少损失和提高产品质量来促进可持续农业.
更多相关视频
08:14LeafJ: An ImageJ Plugin for Semi-automated Leaf Shape Measurement
Published on: January 21, 2013
28.3K
06:11Author Spotlight: Improved Methods for Preparing Transverse Sections and Unrolled Whole Mounts of Maize Leaf Primordia for Fluorescence and Confocal Imaging
Published on: September 22, 2023
2.8K
相关概念视频
02:16Light Acquisition
8.4K
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.
8.4K
01:58Fruit Development, Structure, and Function
22.2K
Fruits form from a mature flower ovary. As seeds develop from the ovules contained within, the ovary wall undergoes a series of complex changes to form fruit. In some fruits, such as soybeans, the ovary wall dries; in other fruits, such as grapes, it remains fleshy. In some cases, organs other than the ovary contribute to fruit formation; such fruits are called accessory fruits.
22.2K