A Stochastic Approach for Blurred Image Restoration and Optical Flow Computation on Field Image Sequence

被引:0
|
作者
高文
陈熙霖
机构
关键词
Computer vision; optical flow computation; image restoration;
D O I
暂无
中图分类号
TP391.4 [模式识别与装置];
学科分类号
0811 ; 081101 ; 081104 ; 1405 ;
摘要
The blur in target images caused by camera vibration due to robot motion or hand shaking and by object(s) moving in the background scene is different to deal with in the computer vision system. In this paper, the authors study the relation model between motion and blur in the case of object motion existing in video image sequence, and work on a practical computation algorithm for both motion analysis and blur image restoration. Combining the general optical flow and stochastic process, the paper presents an approach by which the motion velocity can be calculated from blurred images. On the other hand, the blurred image can also be restored using the obtained motion information. For solving a problem with small motion limitation on the general optical flow computation, a multiresolution optical flow algorithm based on MAP estimation is proposed. For restoring the blurred image, an iteration algorithm and the obtained motion velocity are used. The experiment shows that the proposed approach for both motion velocity computation and blurred image restoration works well.
引用
收藏
页码:385 / 399
页数:15
相关论文
共 50 条
  • [21] ROV Based Underwater Blurred Image Restoration
    LIU Zhishen *
    Journal of Ocean University of Qingdao, 2003, (01) : 85 - 88
  • [22] Identification and restoration of motion-blurred image
    Hu, Jia-Sheng
    Ma, Ming
    Dalian Ligong Daxue Xuebao/Journal of Dalian University of Technology, 2009, 49 (03): : 438 - 444
  • [23] ROV based underwater blurred image restoration
    Liu Zhishen
    Ding Tianfu
    Wang Gang
    Journal of Ocean University of Qingdao, 2003, 2 (1) : 85 - 88
  • [24] Kalman restoration algorithm for a blurred radar image
    Klochko, V.K.
    Churakov, E.P.
    Fat'yanov, S.O.
    Izvestiya Vysshikh Uchebnykh Zavedenij. Radioelektronika, 2004, 47 (09): : 54 - 59
  • [25] Study of Motion Blurred Image Restoration Method
    Dong, Yubing
    Zhang, Huaxun
    Sun, Ying
    PROCEEDINGS OF THE 2015 INTERNATIONAL SYMPOSIUM ON COMPUTERS & INFORMATICS, 2015, 13 : 1047 - 1054
  • [26] Blind restoration for defocus blurred image based on autocorrelation of derivative image
    Zhao, Lin
    Jin, Weiqi
    Chen, Yinan
    Su, Binghua
    Guangxue Xuebao/Acta Optica Sinica, 2008, 28 (09): : 1703 - 1709
  • [27] Parametric modeling of blurred images for image restoration
    Premaratne, P
    Ko, CC
    CONFERENCE RECORD OF THE THIRTY-FOURTH ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, 2000, : 1727 - 1730
  • [28] Blurred Defocused Image Restoration Based on FRFT
    YANG Wentao
    Wuhan University Journal of Natural Sciences, 2007, (03) : 496 - 500
  • [29] Image Restoration from Motion Blurred Image using PDEs formalism
    Srivastava, Rajeev
    Parthasarthy, Harish
    Gupta, J. R. P.
    Choudhary, D. Roy
    2009 IEEE INTERNATIONAL ADVANCE COMPUTING CONFERENCE, VOLS 1-3, 2009, : 61 - +
  • [30] Optical Flow-based Motion-blurred Image Restoration for Transmission Line Icing Airborne Monitoring
    Xiao, Jin
    Jia, Haien
    Hu, Xiaoguang
    Zhang, Guofeng
    Shen, Jieshi
    PROCEEDINGS OF THE 2018 13TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS (ICIEA 2018), 2018, : 1809 - 1813