Star map matching method for optical circular rotation imaging based on graph neural networks

Author:

Xu Tingting12,Yang Xiubin1,Fu Zongqiang1,Jin Ge23,Chen Wei45,Huang Miaoran6,Lu Guoyu2

Affiliation:

1. University of Chinese Academy of Sciences

2. University of Georgia

3. Nanjing Tech University

4. China University of Mining and Technology

5. China University of Mining and Technology-Beijing

6. Sichuan University

Abstract

This paper focuses on a dynamic star image acquisition and matching method for space situational awareness, which can quickly search for widely distributed resident space objects. First, the optical circular rotation imaging method performed by a single space camera is proposed to obtain a series of star images. And then, the image matching method based on graph neural networks is proposed for generating a wide observation star image. Experiment results show that compared with baseline matching algorithms, the matching accuracy and matching precision of the proposed algorithm are improved significantly.

Funder

China Scholarship Council

National Natural Science Foundation of China

Publisher

Optica Publishing Group

Subject

Computer Vision and Pattern Recognition,Atomic and Molecular Physics, and Optics,Electronic, Optical and Magnetic Materials

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