Non-uniform image deblurring using an optical computing system

被引:4
|
作者
Yue, Tao [1 ]
Suo, Jinli [1 ]
Dai, Qionghai [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing, Peoples R China
来源
COMPUTERS & GRAPHICS-UK | 2013年 / 37卷 / 08期
关键词
Projector-camera system; Non-uniform deblurring; Acceleration; Optical computing; MATRIX MULTIPLICATION; CAMERA;
D O I
10.1016/j.cag.2013.10.011
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Removing non-uniform blur caused by camera shaking is troublesome because of its high computational cost. We analyze the efficiency bottlenecks of a non-uniform deblurring algorithm and propose an efficient optical computation deblurring framework that implements the time-consuming and repeatedly required modules, i.e., non-uniform convolution and perspective warping, by light transportation. Specifically, the non-uniform convolution and perspective warping are optically computed by a hybrid system that is composed of an off-the-shelf projector and a camera mounted on a programmable motion platform. Benefitting from the high speed and parallelism of optical computation, our system has the potential to accelerate existing non-uniform motion deblurring algorithms significantly. To validate the effectiveness of the proposed approach, we also develop a prototype system that is incorporated into an iterative deblurring framework to effectively address the image blur of planar scenes that is caused by 3D camera rotation around the x-, y- and z-axes. The results show that the proposed approach has a high efficiency while obtaining a promising accuracy and has a high generalizability to more complex camera motions. (C) 2013 Published by Elsevier Ltd.
引用
收藏
页码:1039 / 1050
页数:12
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