arXiv:2504.02214cs.CVeess.IV2025-04被引 1

用AI分析卫星图像,快速生成洪水范围图,助力防灾决策。

Geospatial Artificial Intelligence for Satellite-Based Flood Extent Mapping: Concepts, Advances, and Future Perspectives

  • 融合深度学习与卫星影像,自动识别洪水边界。
  • 输出洪水范围图,含不确定性评估和变化检测结果。
  • 适合灾害管理、城市规划与应急响应人员使用。

基于卫星的洪水范围制图中的地理空间人工智能(GeoAI)系统性地将人工智能技术与卫星数据结合,用于识别洪水事件并评估其影响,支持灾害管理和空间决策。主要输出通常包括洪水范围图,明确受影响区域,并附带不确定性估计和变化检测等额外分析结果。

原文摘要 · Abstract (English)

Geospatial Artificial Intelligence (GeoAI) for satellite-based flood extent mapping systematically integrates artificial intelligence techniques with satellite data to identify flood events and assess their impacts, for disaster management and spatial decision-making. The primary output often includes flood extent maps, which delineate the affected areas, along with additional analytical outputs such as uncertainty estimation and change detection.

洪水监测卫星遥感地理AI

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