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
  • [31] Optical Computing for Digital Signal Process in Incoherent Fiber System Using Positive Realization
    Kim, Kyungsup
    Ryou, Jaecheol
    Jung, Woo-Tak
    FRONTIER AND INNOVATION IN FUTURE COMPUTING AND COMMUNICATIONS, 2014, 301 : 95 - 102
  • [32] Fast Spectrum Measurements Using Optical Computing
    Zhang, Xiao
    Zhou, Xi
    Hong, Jiaying
    Xin, Nian
    Zhang, Ning
    Li, Qin
    IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS, 2023, 29 (02)
  • [33] PARALLEL COMPUTING OF MODIFIED SIGNED-DIGIT ADDITION AND SUBTRACTION USING A HYBRID OPTICAL COMPUTING SYSTEM CONSTRUCTED OF PROM DEVICES
    UEYAMA, K
    CHEN, J
    MINEMOTO, T
    JAPANESE JOURNAL OF APPLIED PHYSICS PART 1-REGULAR PAPERS SHORT NOTES & REVIEW PAPERS, 1990, 29 (08): : 1479 - 1483
  • [34] Hyper-Laplacian Regularized Non-Local Low-Rank Prior for Blind Image Deblurring
    Chen, Xiaole
    Yang, Ruifeng
    Guo, Chenxia
    Ge, Shuangchao
    Wu, Zhihong
    Liu, Xiben
    IEEE ACCESS, 2020, 8 : 136917 - 136929
  • [35] Experimental studies on the propagation of whistler-mode waves in a magnetized plasma structure with a non-uniform density
    Sang, Longlong
    Lu, Quanming
    Xie, Jinlin
    Zhang, Qiaofeng
    Ding, Weixing
    Ke, Yangguang
    Gao, Xinliang
    Zheng, Jian
    PLASMA SCIENCE & TECHNOLOGY, 2023, 25 (09)
  • [36] PURE OPTICAL PARALLEL ARRAY LOGIC SYSTEM - AN OPTICAL PARALLEL COMPUTING ARCHITECTURE
    KONISHI, T
    TANIDA, J
    ICHIOKA, Y
    IEICE TRANSACTIONS ON ELECTRONICS, 1994, E77C (01) : 30 - 34
  • [37] Stereo Image Acquisition System Using Optical Axis Movable Liquid Crystal Lens
    Wan Chaojie
    Liu Zhiqiang
    Xu Luhan
    Li Huihai
    Ye Mao
    ACTA OPTICA SINICA, 2023, 43 (03)
  • [38] Towards more efficient and flexible face image deblurring using robust salient face landmark detection
    Huang, Yinghao
    Yao, Hongxun
    Zhao, Sicheng
    Zhang, Yanhao
    MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (01) : 123 - 142
  • [39] SELF-IMAGE (AUTOIDOLON) TECHNIQUES FOR THE REALIZATION OF OPTICAL COMPUTING TYPE OPERATIONS
    PAPPU, SV
    MANJUNATH, HR
    PRAMANA, 1979, 13 (03) : 299 - 307
  • [40] High-accuracy optical computing using motorized optical fractal synthesizer
    Tanida, J
    Maeda, T
    Watanabe, W
    Ichioka, Y
    SECOND INTERNATIONAL CONFERENCE ON OPTICAL INFORMATION PROCESSING, 1996, 2969 : 354 - 359