Blind Remote Sensing Image Deblurring Based on Overlapped Patches' Non-Linear Prior

doi:10.3390/s22207858

CIOMP OpenIR

	Blind Remote Sensing Image Deblurring Based on Overlapped Patches' Non-Linear Prior
	Z. Y. Zhang; L. L. Zheng; W. Xu; T. Gao; X. B. Wu and B. A. Yang
	2022
发表期刊	Sensors
卷号	22 期号:20 页码:23
摘要	The remote sensing imaging environment is complex, in which many factors cause image blur. Thus, without prior knowledge, the restoration model established to obtain clear images can only rely on the observed blurry images. We still build the prior with extreme pixels but no longer traverse all pixels, such as the extreme channels. The features are extracted in units of patches, which are segmented from an image and partially overlap with each other. In this paper, we design a new prior, i.e., overlapped patches' non-linear (OPNL) prior, derived from the ratio of extreme pixels affected by blurring in patches. The analysis of more than 5000 remote sensing images confirms that OPNL prior prefers clear images rather than blurry images in the restoration process. The complexity of the optimization problem is increased due to the introduction of OPNL prior, which makes it impossible to solve it directly. A related solving algorithm is established based on the projected alternating minimization (PAM) algorithm combined with the half-quadratic splitting method, the fast iterative shrinkage-thresholding algorithm (FISTA), fast Fourier transform (FFT), etc. Numerous experiments prove that this algorithm has excellent stability and effectiveness and has obtained competitive processing results in restoring remote sensing images.
DOI	10.3390/s22207858
URL	查看原文
收录类别	sci ; ei
语种	英语
引用统计	被引频次：6[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ciomp.ac.cn/handle/181722/66443
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	Z. Y. Zhang,L. L. Zheng,W. Xu,et al. Blind Remote Sensing Image Deblurring Based on Overlapped Patches' Non-Linear Prior[J]. Sensors,2022,22(20):23.
APA	Z. Y. Zhang,L. L. Zheng,W. Xu,T. Gao,&X. B. Wu and B. A. Yang.(2022).Blind Remote Sensing Image Deblurring Based on Overlapped Patches' Non-Linear Prior.Sensors,22(20),23.
MLA	Z. Y. Zhang,et al."Blind Remote Sensing Image Deblurring Based on Overlapped Patches' Non-Linear Prior".Sensors 22.20(2022):23.

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