关于孟加拉国达卡森林砍伐和城市扩张的地理空间数据集:环境分析的资源
Md Fahad Khan1, Md Rakibul Islam1, Shanto Kumar Basak1
1Department of Computer Science, American International University-Bangladesh, Dhaka 1229, Bangladesh.
Data in brief
|July 14, 2025
概括
这个数据集提供了高分辨率的卫星图像,用于跟踪孟加拉国达卡的森林砍伐. 它帮助机器学习监测城市植被变化和环境影响.
科学领域:
- 环境科学 环境科学
- 遥感 遥感 遥感 遥感
- 机器学习 机器学习
背景情况:
- 孟加拉国达卡的城市化正在造成严重的环境影响.
- 监测树木覆盖减少对于城市规划和保护至关重要.
研究的目的:
- 为达卡地区的森林砍伐监测提供高分辨率卫星图像数据集.
- 促进机器学习应用程序用于分析植被变化.
主要方法:
- 在固定位置从Google Earth Pro获取卫星图像.
- 包括注释和JSON掩盖文件,划分树木覆盖和森林砍伐地区.
- 收集了十多年的数据,图像分辨率和尺寸比例各不相同.
主要成果:
- 一个全面的数据集,可以对树木覆盖的变化进行详细分析.
- 促进机器学习任务,如对象检测,语义细分和变化检测.
- 提供数据来预测植被变化,并为保护工作提供信息.
结论:
- 这一数据集对于研究城市化对环境影响的研究人员来说非常有价值.
- 它支持开发用于环境监测的机器学习模型.
- 这些数据适用于地理,环境科学和机器学习方面的教育目的.
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