由Burkholderia Glumae细菌引起的谷物腐烂数据集
Khang Nguyen Quoc1, Luyl-Da Quach1
1FPT University, Can Tho campus, Cantho city, Vietnam.
Data in brief
|April 8, 2024
概括
由Burkholderia glumae引起的细菌谷物腐烂威胁到大米产量. 机器和深度学习为检测和分类这种破坏性病提供了解决方案,以改善作物管理.
科学领域:
- 农业科学 农业科学
- 植物病理学 植物病理学
- 计算机科学 计算机科学
背景情况:
- 由Burkholderia glumae引起的细菌谷物腐烂显著影响米产量,特别是在开花和谷物填充期间.
- 这种疾病在成熟的米粒中普遍存在,这使得早期检测和分类受感染的米粒变得复杂.
- 挑战包括区分患病的谷物和健康的谷物,以及在单个谷物上处理谷物大小的变化.
研究的目的:
- 为了解决在大米中检测和分类细菌谷物腐烂的挑战.
- 探索机器学习和深度学习的应用,以改善疾病的识别和管理.
- 支持开发智能农业实践,用于种植大米.
主要方法:
- 使用物体检测方法来识别和分类受细菌谷物腐烂影响的米粒.
- 评估米面上的感染程度,以评估产量影响.
- 采用各种机器学习和深度学习方法来分析疾病.
主要成果:
- 疾病的谷物与健康的混合,造成分离困难.
- 用标准的物体检测技术来检测,面膜上的颗粒大小的变化使检测变得复杂.
- 疾病分类需要评估恐慌的整体感染程度.
结论:
- 有效地检测和分类细菌谷物腐烂对于保护米产量至关重要.
- 机器学习和深度学习为开发先进的疾病识别工具提供了有希望的途径.
- 实施这些技术可以加强疾病管理策略,并促进大米种植的智能农业.
更多相关视频
08:31Total Protein Extraction and 2-D Gel Electrophoresis Methods for Burkholderia Species
Published on: October 15, 2013
29.9K
07:36Visualizing Early Infection Sites of Rice Blast Disease Magnaporthe oryzae on Barley Hordeum vulgare Using a Basic Microscope and a Smartphone
Published on: March 17, 2023
1.6K
相关概念视频
Bacterial Phylum Bacteroidota
The phylum Bacteroidota includes over 700 species classified into four primary orders: Bacteroidales, Cytophagales, Flavobacteriales, and Sphingobacteriales. These gram-negative, non-sporulating rods exhibit saccharolytic capabilities and can be aerobic or fermentative, encompassing obligate aerobes, facultative aerobes, and obligate anaerobes. Many species display gliding motility, though some are nonmotile or use flagella. The genus Bacteroides is well-studied due to its significant role in...
Fungal Group Zygomycota
Zygomycota, previously classified as a distinct fungal group, are primarily terrestrial, saprophytic molds that play a crucial role as decomposers. Recent phylogenetic studies have revealed that these fungi are now divided into two major clades — Mucoromycota, which includes many symbiotic species, and Zoopagomycota, which primarily consists of parasitic and pathogenic fungi. These groups exhibit distinct ecological roles and reproductive strategies while sharing key structural and...
