一种基于三维纹理特征 (3DTF) 的通用和简单的自动化无透表面映射方法,使用精细的空间分辨率远程传感图像
Shoujia Ren1, Yaozhong Pan2, Xiufang Zhu3
1State Key Laboratory of Remote Sensing Science, Faculty of Geographical Science, Beijing Normal University, Beijing 100875, China; Key Laboratory of Environmental Change and Natural Disasters of Chinese Ministry of Education, Beijing Normal University, Beijing 100875, China; Beijing Engineering Research Center for Global Land Remote Sensing Products, Faculty of Geographical Science, Beijing Normal University, Beijing 100875, China.
The Science of the total environment
|February 25, 2024
概括
一种自动远程传感方法有效地利用无训练数据的纹理特征绘制无透表面. 这种方法在各种环境中实现了高精度,为可持续发展和环境监测提供了强大的替代方案.
科学领域:
- 环境遥感 环境遥感
- 地理空间分析是什么
- 可持续发展 可持续发展 可持续发展
背景情况:
- 绘制不透水表面的地图对于环境管理和可持续发展至关重要.
- 现有的遥感方法往往需要大量的训练样本,这限制了它们的适用性.
研究的目的:
- 开发和评估一种自动化的,不需要训练样本的方法,用于绘制不透水表面的地图.
- 评估方法在不同地理和环境条件下的性能.
主要方法:
- 利用了来自Sentinel-2图像的纹理特征 (对比度,Gabor波段,Con_Gabor).
- 构建的三维纹理特征 (3DTF) 用于不透气的表面.
- 采用K-means分类器进行自动无透表面映射.
主要成果:
- 实现了高的整体准确性 (例如,在中国>91%,在干旱地区>89%).
- 演示了与人工神经网络 (ANN) 和随机森林 (RF) 方法相似的性能.
- 验证了跨频段,季节和传感器的3DTF功能组合的稳定性.
结论:
- 基于3DTF的自动化方法对于绘制不透的表面是有效和高效的.
- 这种方法为环境监测和规划提供了一个有价值的,无样本的替代方案.
- 需要对使用高分辨率图像的复杂区域进行进一步的研究.
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