Optical Computing System for Fast Non-uniform Image Deblurring

被引:2
|
作者
Yue, Tao [1 ]
Suo, Jinli [1 ]
Ji, Xiangyang [1 ]
Dai, Qionghai [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
MATRIX MULTIPLICATION;
D O I
10.1109/CVPRW.2013.138
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Removing non-uniform blurring caused by camera shake has been troublesome for its high computational cost. To accelerate the non-uniform deblurring process, this paper analyzes the efficiency bottleneck of the non-uniform deblurring algorithms and proposes to implement the time-consuming and repeatedly required module, i.e. non-uniform convolution, by optical computing. Specifically, the non-uniform convolution is simulated by an off-the-shelf projector together with a camera mounted on a programmable motion platform. Benefiting from the high speed and parallelism of optical computation, our system is able to accelerate most existing non-uniform camera shake removing algorithms extensively. We develop a prototype system which can fast compute non-uniform convolution for the blurring image of planar scene caused by 3D rotation. By incorporating it into an iterative deblurring framework, the effectiveness of proposed system is verified.
引用
收藏
页码:937 / 944
页数:8
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