AstroSer: Leveraging Deep Learning for Efficient Content-based Retrieval in Massive Solar-observation Images

doi:10.1088/1538-3873/ad0e7e

	AstroSer: Leveraging Deep Learning for Efficient Content-based Retrieval in Massive Solar-observation Images
	Wu, Shichao 1; Liu, Yingbo 1; Yang L(杨磊)2; Liu, Xiaoying 1; Li, Xingxu 1; Xiang YY(向永源)2; Gong, Yunyu 1
刊名	PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC
	2023-12-01
卷号	135 期号:1054
ISSN号	0004-6280
DOI	10.1088/1538-3873/ad0e7e
产权排序	第2完成单位
文献子类	Article
英文摘要	Rapid and proficient data retrieval is an essential component of modern astronomical research. In this paper, we address the challenge of retrieving astronomical image content by leveraging state-of-the-art deep learning techniques. We have designed a retrieval model, HybridVR, that integrates the capabilities of the deep learning models ResNet50 and VGG16 and have used it to extract key features of solar activity and solar environmental characteristics from observed images. This model enables efficient image matching and allows for content-based image retrieval (CBIR). Experimental results demonstrate that the model can achieve up to 98% similarity during CBIR while exhibiting adaptability and scalability. Our work has implications for astronomical research, data management, and education, and it can contribute to optimizing the utilization of astronomical image data. It also serves as a useful example of the application of deep learning technology in the field of astronomy.
学科主题	天文学
URL标识	查看原文
出版地	TEMPLE CIRCUS, TEMPLE WAY, BRISTOL BS1 6BE, ENGLAND
资助项目	National Natural Science Foundation of Chinahttps://doi.org/10.13039/501100001809
WOS关键词	FEATURE RECOGNITION ; EXTRACTION ; FLARES
WOS研究方向	Astronomy & Astrophysics
语种	英语
出版者	IOP Publishing Ltd
WOS记录号	WOS:001122643600001
资助机构	National Natural Science Foundation of Chinahttps://doi.org/10.13039/501100001809
内容类型	期刊论文
版本	出版稿
源URL	[http://ir.ynao.ac.cn/handle/114a53/26432]
专题	云南天文台_抚仙湖太阳观测站
作者单位	1.Yunnan University of Finance and Economics, 237 Longquan Road, Kunming, Yunnan, 650221, People's Republic of China; liuyb@ynufe.edu.cn; 2.Yunnan Observatorie, Chinese Academy of Science, P.O. Box 110, Kunming Yunnan, 650011, People's Republic of China
推荐引用方式 GB/T 7714	Wu, Shichao,Liu, Yingbo,Yang L,et al. AstroSer: Leveraging Deep Learning for Efficient Content-based Retrieval in Massive Solar-observation Images[J]. PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC,2023,135(1054).
APA	Wu, Shichao.,Liu, Yingbo.,杨磊.,Liu, Xiaoying.,Li, Xingxu.,...&Gong, Yunyu.(2023).AstroSer: Leveraging Deep Learning for Efficient Content-based Retrieval in Massive Solar-observation Images.PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC,135(1054).
MLA	Wu, Shichao,et al."AstroSer: Leveraging Deep Learning for Efficient Content-based Retrieval in Massive Solar-observation Images".PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC 135.1054(2023).