Geospatial Foundation Models: Recent Advances and Applications

被引:1
|
作者
Vatsavai, Ranga Raju [1 ]
机构
[1] North Carolina State Univ, Raleigh, NC 27695 USA
基金
美国国家科学基金会; 美国食品与农业研究所;
关键词
Geospatial AI; Foundation Models; Geospatial Applications;
D O I
10.1145/3681763.3698478
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Foundation models are deep learning models trained on massive datasets. Recent advancements have made them capable of performing a wide range of general tasks, including language processing, summarization, code generation, problem-solving, and reasoning. Geospatial foundation models are specifically trained on large-scale geospatial and temporal data. While the capabilities of general-purpose foundation models have been demonstrated through numerous popular applications, such as natural language generation, question answering, and text summarization, the applications of geospatial foundation models are still in the exploratory stage. In this article, we summarize recent advancements in geospatial foundation models and describe various applications.
引用
收藏
页码:30 / 33
页数:4
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