Multiframe infrared image super-resolution reconstruction using generative adversarial networks

doi:10.3788/IRLA201847.0203003

CIOMP OpenIR

	Multiframe infrared image super-resolution reconstruction using generative adversarial networks
	Li, Fangbiao; He, Xin; Wei, Zhonghui; He, Jiawei; He, Dinglong
	2018
发表期刊	Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering
ISSN	10072276
卷号	47 期号:2
摘要	Generative adversarial networks had shown promising potential in conditional image generation. It seemed that the GANs were particularly suitable for use in image super-resolution reconstruction. However, there was a shortcoming of excessive smoothness and lack of high frequency detail information for the reconstructed SR images by using GANs. Aiming at resolving the problem that the method of single image super-resolution reconstruction ignored the spatio-temporal relationship between image frames, a method of multiframe infrared image super-resolution reconstruction based on generative adversarial networks (M-GANs) was proposed in this paper. Firstly, motion compensation was proposed for registration low resolution image frames; Secondly, a weight representation convolutional layer was performed to calculate the weight transfer; Finally, the generative adversarial network was used to reconstruct the high resolution image. Experimental results demonstrate that the proposed method surpass current state-of-the-art performance of both subjective and objective evaluation. 2018, Editorial Board of Journal of Infrared and Laser Engineering. All right reserved.
关键词	Image reconstruction Deep learning Image resolution Infrared imaging Motion compensation Optical resolving power Thermography (imaging)
DOI	10.3788/IRLA201847.0203003
收录类别	EI
引用统计
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/60731
专题	中国科学院长春光学精密机械与物理研究所
推荐引用方式 GB/T 7714	Li, Fangbiao,He, Xin,Wei, Zhonghui,et al. Multiframe infrared image super-resolution reconstruction using generative adversarial networks[J]. Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering,2018,47(2).
APA	Li, Fangbiao,He, Xin,Wei, Zhonghui,He, Jiawei,&He, Dinglong.(2018).Multiframe infrared image super-resolution reconstruction using generative adversarial networks.Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering,47(2).
MLA	Li, Fangbiao,et al."Multiframe infrared image super-resolution reconstruction using generative adversarial networks".Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering 47.2(2018).

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