用于发现和分类棕树疾病的受感染棕树叶的数据集
Abdallah Namoun1, Ahmad B Alkhodre1, Adnan Ahmad Abi Sen2
1AI Centre, Faculty of Computer and Information Systems, Islamic University of Madinah, Madinah 42351, Saudi Arabia.
Data in brief
|October 8, 2024
概括
这项研究引入了关于枣树叶疾病的新数据集,其中包括3089张健康和患病叶子的图像. 本资源有助于开发人工智能,用于早期检测和预防手掌感染.
科学领域:
- 农业科学 农业科学
- 植物病理学 植物病理学
- 计算机视觉 计算机视觉
背景情况:
- 枣树种植在干旱地区至关重要,但易受各种疾病影响产量.
- 早期和准确的疾病鉴定对于有效的管理和预防策略至关重要.
- 对棕叶病的现有数据集有限,阻碍了自动诊断工具的开发.
研究的目的:
- 创建和呈现一个全面的,标记图像数据集的枣树叶疾病.
- 促进深度学习模型的培训和验证,用于自动化疾病分类.
- 支持早期检测和管理枣树感染的研究.
主要方法:
- 从沙特阿拉伯的10个农场收集了608张棕树叶的原始图像.
- 在秋季和春季使用智能手机和单反相机拍摄的图像.
- 处理和增强图像以创建3089个标记图像的最终数据集,按疾病类型 (生理,真菌,害虫引起) 分类.
主要成果:
- 开发了一套数据集,涵盖8种类型的枣树叶疾病,包括缺陷 (,,),真菌感染 (黑烧,叶子斑点,虫,拉奇斯),和害虫感染 (parlatoria blanchardi).
- 数据集包括健康棕树叶的图像,用于基线比较.
- 最终的数据集包含3089个经过处理的图像,适合用于训练机器学习模型.
结论:
- 本次发布的数据集是推进自动检测枣树疾病研究的宝贵资源.
- 它可以开发深度学习模型,用于早期识别,帮助预防疾病和作物管理.
- 这项工作有助于通过技术创新来保护枣庄的种植.
关键词:
在美国,CNN是CNN.这是一棵日棕树.深度学习是一种深度学习.图像数据集是一组图像数据集.棕树叶疾病 棕树叶疾病城甲状腺动物群 (Phoenix dactylifera) 是一个有生命的群体.植物叶子的分类植物叶子的分类更多相关视频
10:14Author Spotlight: Leaf Trait Analysis for Climate and Ecology Reconstruction in Modern and Ancient Plant Communities
Published on: October 25, 2024
3.6K
09:31Author Spotlight: High-Throughput In Vivo Leaf Inoculation for Accelerating Disease Resistance Screening in Poplar Hybrid Breeding
Published on: September 20, 2024
603
相关概念视频
02:16Light Acquisition
8.0K
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.
8.0K
01:17Classification of Illness
9.4K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe...
9.4K
01:19Survival Tree
499
Survival trees are a non-parametric method used in survival analysis to model the relationship between a set of covariates and the time until an event of interest occurs, often referred to as the "time-to-event" or "survival time." This method is particularly useful when dealing with censored data, where the event has not occurred for some individuals by the end of the study period, or when the exact time of the event is unknown.
Building a Survival Tree
Constructing a...
Building a Survival Tree
Constructing a...
499
01:23Investigation of Disease Outbreaks
74
Multistate foodborne outbreaks pose significant public health risks and require meticulous investigation to identify sources and implement control measures. The Centers for Disease Control and Prevention (CDC) utilizes a dynamic seven-step process for these investigations, integrating data from laboratories, interviews, and environmental assessments to protect public health.Outbreak Detection: The detection of multistate outbreaks typically begins with PulseNet, the CDC's national laboratory...
74