English

Research on the Spatial Data Intelligent Foundation Model

Artificial Intelligence 2024-08-29 v5 Computer Vision and Pattern Recognition Machine Learning

Abstract

This report focuses on spatial data intelligent large models, delving into the principles, methods, and cutting-edge applications of these models. It provides an in-depth discussion on the definition, development history, current status, and trends of spatial data intelligent large models, as well as the challenges they face. The report systematically elucidates the key technologies of spatial data intelligent large models and their applications in urban environments, aerospace remote sensing, geography, transportation, and other scenarios. Additionally, it summarizes the latest application cases of spatial data intelligent large models in themes such as urban development, multimodal systems, remote sensing, smart transportation, and resource environments. Finally, the report concludes with an overview and outlook on the development prospects of spatial data intelligent large models.

Keywords

Cite

@article{arxiv.2405.19730,
  title  = {Research on the Spatial Data Intelligent Foundation Model},
  author = {Shaohua Wang and Xing Xie and Yong Li and Danhuai Guo and Zhi Cai and Yu Liu and Yang Yue and Xiao Pan and Feng Lu and Huayi Wu and Zhipeng Gui and Zhiming Ding and Bolong Zheng and Fuzheng Zhang and Jingyuan Wang and Zhengchao Chen and Hao Lu and Jiayi Li and Peng Yue and Wenhao Yu and Yao Yao and Leilei Sun and Yong Zhang and Longbiao Chen and Xiaoping Du and Xiang Li and Xueying Zhang and Kun Qin and Zhaoya Gong and Weihua Dong and Xiaofeng Meng},
  journal= {arXiv preprint arXiv:2405.19730},
  year   = {2024}
}

Comments

V1 and V2 are in Chinese language, other versions are in English

R2 v1 2026-06-28T16:46:42.049Z