番茄叶数据集:用于多类疾病检测和分类的数据集
Ahmed Imtiaz1, Fahad Bin Islam Swapnil2, Syed Rayhan Masud1
1Department of Computer Science, American International University-Bangladesh, Dhaka 1229, Bangladesh.
Data in brief
|April 21, 2025
概括
这项研究引入了新的番茄叶图像数据集,以训练人工智能检测六种常见疾病. 早期检测有助于精准农业,提高作物产量.
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:
- 番茄种植对孟加拉国经济至关重要,但疾病威胁到作物产量.
- 早期发现番茄植物疾病对于有效管理和农民生计至关重要.
研究的目的:
- 创建和共享一套全面的西红叶图像数据集,用于自动诊断疾病.
- 促进机器学习模型的开发,以便在番茄植物中早期和准确地检测疾病.
主要方法:
- 收集了731张西红叶的高分辨率图像,展示了六种常见疾病 (早期闪,黑点,晚期闪,叶,细菌点,目标点) 和健康样本.
- 结构化了数据集,用于计算机视觉和机器学习应用.
主要成果:
- 一个公开可用的,分类的数据集,用于疾病识别的西红叶图像.
- 该数据集支持对人工智能驱动的疾病管理农业工具的研究.
结论:
- 该数据集加速了精准农业和人工智能作物保护方面的研究.
- 授权开发工具,以加强番茄疾病管理,提高产量和可持续性.
更多相关视频
07:35Selecting Multiple Biomarker Subsets with Similarly Effective Binary Classification Performances
Published on: October 11, 2018
7.4K
04:09Predicting Treatment Response to Image-Guided Therapies Using Machine Learning: An Example for Trans-Arterial Treatment of Hepatocellular Carcinoma
Published on: October 10, 2018
8.1K
相关概念视频
01:17Classification of Illness
7.2K
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...
7.2K
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