玉米中的缺乏:注释图像分类数据集
Miroslav Salaić1, Filip Novoselnik2, Ivana Podnar Žarko3
1Agricultural Institute Osijek, HR31000 Osijek, Croatia.
Data in brief
|October 12, 2023
概括
玉米中缺乏症可以使用RGB图像和深度学习来检测. 这一数据集有助于优化化肥的使用,提高产量,减少对环境的影响.
科学领域:
- 农业科学 农业科学
- 计算机科学 计算机科学
- 植物生理学 植物生理学
背景情况:
- 对于玉米产量至关重要,但缺乏它会损害光合作用,降低作物产量.
- 玉米中缺乏的明显症状出现在生长季节.
- 优化的应用是可持续农业和减少环境影响的关键.
研究的目的:
- 开发一个数据集,用RGB图像检测玉米中的缺乏.
- 能够及早检测缺乏,以改善作物管理.
- 支持在玉米生产中优化化肥的使用.
主要方法:
- 从实地试验中创建了一个1200个玉米树冠RGB图像的数据集.
- 试验包括三个肥水平:没有 (N0),75公斤/公 (N75),136公斤/公 (NFull).
- 图像是用45°角度的DSLR相机拍摄的,使用特定的相机设置 (f/8,ISO400).
主要成果:
- 该数据集包含不同气条件下的玉米的注释图像.
- 它包括238种不同的玉米基因型,分布在1200个地块.
- 该资源有助于开发用于检测缺乏的机器学习模型.
结论:
- 开发的数据集对研究人员,数据科学家和农学家来说是有价值的.
- 它支持精准农业技术的进步,如机器人和无人机.
- 能够在季节内检测到玉米的缺乏,优化肥料使用和环境结果.
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