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
  • [41] Optical array logic network computing: Design of a prototype system
    Awatsujl Y.
    Sakamoto N.
    Utsuro H.
    Tanida J.
    Ichioka Y.
    Optical Review, 1997, 4 (1) : A199 - A202
  • [42] Optical array logic network computing: Design of a prototype system
    Awatsuji, Y
    Sakamoto, N
    Utsuro, H
    Tanida, J
    Ichioka, Y
    OPTICAL REVIEW, 1997, 4 (1B) : 199 - 202
  • [43] Model of pulsar pair cascades in non-uniform electric fields: Growth rate, density profile, and screening time
    Cruz, F.
    Grismayer, T.
    Iteanu, S.
    Tortone, P.
    Silva, L. O.
    PHYSICS OF PLASMAS, 2022, 29 (05)
  • [44] Optical array logic network computing: Design of a prototype system
    Yasuhiro Awatsujl
    Nobuyuki Sakamoto
    Hidetoshi Utsuro
    Jun Tanida
    Yoshiki Ichioka
    Optical Review, 1997, 4 : 199 - 202
  • [45] High quality image-pair-based deblurring method using edge mask and improved residual deconvolution
    Cui, Guangmang
    Zhao, Jufeng
    Gao, Xiumin
    Feng, Huajun
    Chen, Yueting
    OPTICAL REVIEW, 2017, 24 (02) : 128 - 138
  • [46] Quantum Optical Convolutional Neural Network: A Novel Image Recognition Framework for Quantum Computing
    Parthasarathy, Rishab
    Bhowmik, Rohan T.
    IEEE ACCESS, 2021, 9 : 103337 - 103346
  • [47] A new optical HMT system based on image processing
    Tawada, Kazuho
    Hirooka, Ken
    HEAD- AND HELMET-MOUNTED DISPLAY XIII: DESIGN AND APPLICATIONS, 2008, 6955
  • [48] Wave-particle interactions in non-uniform plasma and the interpretation of hard X-ray spectra in solar flares
    Kontar, E. P.
    Ratcliffe, H.
    Bian, N. H.
    ASTRONOMY & ASTROPHYSICS, 2012, 539
  • [49] Concept of an in-orbit AI-system based on optical computing
    Kuebler, Felix
    Yang, Mingwei
    Mannteuffel, Lennart
    Akyuez, Okan
    Wolters, Janik
    Stoll, Enrico
    CEAS SPACE JOURNAL, 2025,
  • [50] Processing unit for stacked optical computing system: Pattern shift encoder
    Kawai, H
    Takeuchi, Y
    OPTICAL REVIEW, 1996, 3 (6A) : 381 - 384