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
相关论文
共 50 条
  • [21] Deformable multi-scale fusion network for non-uniform single image deblurring
    Zhang, Zhizhou
    Chen, Yang
    Zhu, Aichun
    Liu, Hanxi
    MULTIMEDIA TOOLS AND APPLICATIONS, 2023, 82 (29) : 45621 - 45638
  • [22] Non-uniform image blind deblurring by two-stage fully convolution network
    Wu, Chudan
    Wo, Yan
    Han, Guoqing
    Wu, Zhangyong
    Liang, Jiyun
    IET IMAGE PROCESSING, 2020, 14 (11) : 2588 - 2596
  • [23] Edge Heuristic GAN for Non-Uniform Blind Deblurring
    Zheng, Shuai
    Zhu, Zhenfeng
    Cheng, Jian
    Guo, Yandong
    Zhao, Yao
    IEEE SIGNAL PROCESSING LETTERS, 2019, 26 (10) : 1546 - 1550
  • [24] Non-uniform motion deblurring with Kernel grid regularization
    Shen, Ziyi
    Xu, Tingfa
    Pan, Jinshan
    Guo, Jie
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2018, 62 : 1 - 15
  • [25] Non-uniform MR image reconstruction based on Non-Uniform FFT
    Liang xiao-yun
    Zeng wei-ming
    Dong zhi-hua
    Zhang zhi-jiang
    Luo li-min
    27TH INTERNATIONAL CONGRESS ON HIGH SPEED PHOTOGRAPHY AND PHOTONICS, PRTS 1-3, 2007, 6279
  • [26] Non-uniform motion deblurring with blurry component divided guidance
    Wang, Pei
    Sun, Wei
    Yan, Qingsen
    Niu, Axi
    Li, Rui
    Zhu, Yu
    Sun, Jinqiu
    Zhang, Yanning
    PATTERN RECOGNITION, 2021, 120
  • [27] Non-uniform image reconstruction for fast photoacoustic microscopy of histology imaging
    Zhou, Ling Xiao
    Xia, Yu
    Dai, Renxiang
    Liu, An Ran
    Zhu, Si Wei
    Shi, Peng
    Song, Wei
    Yuan, Xiao Cong
    BIOMEDICAL OPTICS EXPRESS, 2023, 14 (05) : 2080 - 2090
  • [28] Joint strong edge and multi-stream adaptive fusion network for non-uniform image deblurring
    Li, Zihan
    Cui, Guangmang
    Zhao, Jufeng
    Xiang, Qinlei
    He, Bintao
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2022, 89
  • [29] EGAN: Non-uniform image deblurring based on edge adversarial mechanism and partial weight sharing network
    Qi, Qing
    Guo, Jichang
    Jin, Weipei
    SIGNAL PROCESSING-IMAGE COMMUNICATION, 2020, 88
  • [30] Computing the sound power in non-uniform flow
    Atassi, OV
    JOURNAL OF SOUND AND VIBRATION, 2003, 266 (01) : 75 - 92