Single-image motion deblurring using an adaptive image prior
He, Ning1; Lu, Ke2; Bao, Bing-Kun3; Zhang, Lu-Lu1; Wang, Jin-Bao1
2014-10-10
发表期刊INFORMATION SCIENCES
卷号281页码:736-749
文章类型Article
摘要Blind deblurring is the restoration of a sharp image from a blurred image when the blur kernel is unknown. Most image deblurring algorithms impose a uniform sparse gradient prior on the whole image, and reconstruct the image with piecewise smooth characteristics. Although the sparse gradient prior removes ringing and noise artifacts, it inevitably removes mid-frequency structures, leading to poor visual quality. The gradient profile of fractal-like structures is close to a Gaussian distribution, and small gradients from such regions are severely penalized by the sparse gradient prior. In this paper, we introduce an image deblurring algorithm that adapts the image prior to the underlying detailed structures. The statistics of a local detailed structure can be different from those of the global structure. By identifying the correct image prior for each pixel in the image, our approach models the spatially varying motion blur exhibited by camera motion more effectively than conventional methods based on space-invariant blur kernels. Using different priors for the local region and the motion blur kernel, we derive a minimization energy function that alternates between blur kernel estimation and deblurring image restoration until convergence. Experimental results demonstrate that the proposed approach is efficient and effective in reducing motion blur in an arbitrary direction in a single image. (C) 2014 Elsevier Inc. All rights reserved.
关键词Motion Deblurring Point Spread Function Adapting Image Prior Spatially Varying Motion
WOS标题词Science & Technology ; Technology
关键词[WOS]BOUNDARY-CONDITIONS ; RESTORATION ; VIDEO
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems
WOS记录号WOS:000340315600052
引用统计
被引频次:3[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/8031
专题模式识别国家重点实验室_多媒体计算与图形学
作者单位1.Beijing Union Univ, Coll Informat Technol, Beijing Key Lab Informat Serv Engn, Beijing 100101, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China
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GB/T 7714
He, Ning,Lu, Ke,Bao, Bing-Kun,et al. Single-image motion deblurring using an adaptive image prior[J]. INFORMATION SCIENCES,2014,281:736-749.
APA He, Ning,Lu, Ke,Bao, Bing-Kun,Zhang, Lu-Lu,&Wang, Jin-Bao.(2014).Single-image motion deblurring using an adaptive image prior.INFORMATION SCIENCES,281,736-749.
MLA He, Ning,et al."Single-image motion deblurring using an adaptive image prior".INFORMATION SCIENCES 281(2014):736-749.
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