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
相关论文
共 50 条
  • [1] Optical Computing System for Fast Non-uniform Image Deblurring
    Yue, Tao
    Suo, Jinli
    Ji, Xiangyang
    Dai, Qionghai
    2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION WORKSHOPS (CVPRW), 2013, : 937 - 944
  • [2] Efficient Patch-Wise Non-Uniform Deblurring for a Single Image
    Yu, Xin
    Xu, Feng
    Zhang, Shunli
    Zhang, Li
    IEEE TRANSACTIONS ON MULTIMEDIA, 2014, 16 (06) : 1510 - 1524
  • [3] Registration Based Non-uniform Motion Deblurring
    Cho, Sunghyun
    Cho, Hojin
    Tai, Yu-Wing
    Lee, Seungyong
    COMPUTER GRAPHICS FORUM, 2012, 31 (07) : 2183 - 2192
  • [4] Non-uniform motion deblurring with Kernel grid regularization
    Shen, Ziyi
    Xu, Tingfa
    Pan, Jinshan
    Guo, Jie
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2018, 62 : 1 - 15
  • [5] Efficient non-uniform deblurring based on generalized additive convolution model
    Hong Deng
    Dongwei Ren
    David Zhang
    Wangmeng Zuo
    Hongzhi Zhang
    Kuanquan Wang
    EURASIP Journal on Advances in Signal Processing, 2016
  • [6] Efficient non-uniform deblurring based on generalized additive convolution model
    Deng, Hong
    Ren, Dongwei
    Zhang, David
    Zuo, Wangmeng
    Zhang, Hongzhi
    Wang, Kuanquan
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2016, : 1 - 15
  • [7] Learning to Estimate and Remove Non-uniform Image Blur
    Couzinie-Devy, Florent
    Sun, Jian
    Alahari, Karteek
    Ponce, Jean
    2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2013, : 1075 - 1082
  • [8] Motion Deblurring Using Non-stationary Image Modeling
    Shao, Wen-Ze
    Ge, Qi
    Deng, Hai-Song
    Wei, Zhi-Hui
    Li, Hai-Bo
    JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2015, 52 (02) : 234 - 248
  • [9] Non-uniform HYSCORE: Measurement, processing and analysis with Hyscorean
    Ibanez, Luis Fabregas
    Soetbeer, Janne
    Klose, Daniel
    Tinzl, Matthias
    Hilvert, Donald
    Jeschke, Gunnar
    JOURNAL OF MAGNETIC RESONANCE, 2019, 307
  • [10] Robust blind motion deblurring using near-infrared flash image
    Li, Wen
    Zhang, Jun
    Dai, Qiong-hai
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2013, 24 (08) : 1394 - 1413