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Conversion of infrared ocean target images to visible images driven by energy information

文献类型：期刊论文

作者Chen, Changlin1; Chao, Xuewei2
刊名MULTIMEDIA SYSTEMS
出版日期2022-01-22
页码12
关键词Deep learning Few-shot learning Classification Metric learning
ISSN号0942-4962
DOI10.1007/s00530-021-00879-2
通讯作者Chao, Xuewei(sherry_chao@shzu.edu.cn)
英文摘要Infrared images are full of energy information, which can intuitively reflect the difference between objects and scenes. Visible images are full of color information, which can intuitively reflect the details of objects and scenes. To achieve the comprehensive utilization of infrared energy information when transforming infrared images to visible images, this paper proposes a method called infrared-energy-to-color (IETC) based on Cycle-Consistent Generative Adversarial Networks (CycleGAN). We compare some state-of-the-art methods in image transformation; the results show that the proposed model can generate visible images of ocean objects and scenes in the visual expression. Furthermore, in the quantitative evaluation, the proposed method performs better than others. In addition, the classic object detection algorithms also show that the proposed IETC method can achieve more robust results.
WOS关键词NETWORK
资助项目China Postdoctoral Science Foundation[2017M620884] ; China Postdoctoral Science Foundation[2019T120127]
WOS研究方向Computer Science
语种英语
WOS记录号WOS:000745414700002
出版者SPRINGER
资助机构China Postdoctoral Science Foundation
源URL[http://ir.igsnrr.ac.cn/handle/311030/169922]  
专题中国科学院地理科学与资源研究所
通讯作者Chao, Xuewei
作者单位1.Chinese Acad Sci, State Key Lab Resources & Environm Informat Syst, Inst Geog Sci & Nat Resources Res, Beijing, Peoples R China
2.Shihezi Univ, Coll Mech & Elect Engn, Xinjiang, Peoples R China
推荐引用方式
GB/T 7714		 Chen, Changlin,Chao, Xuewei. Conversion of infrared ocean target images to visible images driven by energy information[J]. MULTIMEDIA SYSTEMS,2022:12.
APA Chen, Changlin,&Chao, Xuewei.(2022).Conversion of infrared ocean target images to visible images driven by energy information.MULTIMEDIA SYSTEMS,12.
MLA Chen, Changlin,et al."Conversion of infrared ocean target images to visible images driven by energy information".MULTIMEDIA SYSTEMS (2022):12.

入库方式： OAI收割

来源：地理科学与资源研究所

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