An Improved Restoration Method for Non-Uniformly Warped Images Using Optical Flow Technique

被引:0
|
作者
Halder, Kalyan Kumar [1 ]
Tahtali, Murat [1 ]
Anavatti, Sreenatha G. [1 ]
机构
[1] Univ New S Wales, Sch Engn & Informat Technol, Canberra, ACT 2600, Australia
关键词
Atmospheric turbulence; image restoration; optical flow; pixel registration; shift maps;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A high precision and fast image restoration method is proposed to restore a geometrically corrected image from the atmospheric turbulence degraded video sequence of a static scenery. In this approach, we employ an optical flow technique to register all the frames of the distorted video to a reference frame and determine the flow fields. We use the First Register Then Average And Subtract-variant (FRTAASv) method to correct the geometric distortions using the computed flow fields. We present a performance comparison between our proposed restoration method and earlier Minimum Sum of Squared Differences (MSSD) image registration based FRTAASv method in terms of computational time and accuracy. Simulation experiments show that our proposed method provides higher accuracy with quicker processing time.
引用
收藏
页码:359 / 364
页数:6
相关论文
共 50 条
  • [21] Modified Subspace Identification for Periodically Non-uniformly Sampled Systems by Using the Lifting Technique
    Jie Ding
    Jinxing Lin
    Circuits, Systems, and Signal Processing, 2014, 33 : 1439 - 1449
  • [22] Modified Subspace Identification for Periodically Non-uniformly Sampled Systems by Using the Lifting Technique
    Ding, Jie
    Lin, Jinxing
    CIRCUITS SYSTEMS AND SIGNAL PROCESSING, 2014, 33 (05) : 1439 - 1449
  • [23] Filtering of non-uniformly multirate sampled-data systems using the lifting technique
    Wang, Jinhai
    Jiang, Hongxia
    Ding, Feng
    2007 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2007, : 46 - 50
  • [24] A recursive identification method for non-uniformly sampled systems
    Ni, Bo-Yi
    Xiao, De-Yun
    Zidonghua Xuebao/ Acta Automatica Sinica, 2009, 35 (12): : 1520 - 1527
  • [25] RECONSTRUCTION OF NON-UNIFORMLY SAMPLED SIGNALS USING GERCHBERG-PAPOULIS METHOD
    Mihalik, Ondrej
    PROCEEDINGS II OF THE 26TH CONFERENCE STUDENT EEICT 2020, 2020, : 136 - 140
  • [26] Traceback Equalization for Non-Uniformly Synthesized Optical QAM Signals
    Sakamoto, Takahide
    Lu, Guo-Wei
    Kawanishi, Tetsuya
    2013 CONFERENCE ON LASERS AND ELECTRO-OPTICS EUROPE AND INTERNATIONAL QUANTUM ELECTRONICS CONFERENCE (CLEO EUROPE/IQEC), 2013,
  • [27] Reduction of channeling liquid flow in trickle bed using non-uniformly packed structure
    Li, MS
    Bando, Y
    Tsuge, T
    Yasuda, K
    Nakamura, M
    JOURNAL OF CHEMICAL ENGINEERING OF JAPAN, 2002, 35 (07) : 687 - 691
  • [28] Improved Electrothermal Position Sensing in MEMS with Non-uniformly Shaped Heaters
    Bazaei, Ali
    Fowler, Anthony G.
    Moheimani, S. O. Reza
    2012 IEEE SENSORS PROCEEDINGS, 2012, : 2176 - 2179
  • [29] Curvelet reconstruction of non-uniformly sampled seismic data using the linearized Bregman method
    Zhang, Hua
    Diao, Su
    Chen, Wei
    Huang, Guangnan
    Li, Hongxing
    Bai, Min
    GEOPHYSICAL PROSPECTING, 2019, 67 (05) : 1201 - 1218
  • [30] ULAM'S METHOD FOR SOME NON-UNIFORMLY EXPANDING MAPS
    Murray, Rua
    DISCRETE AND CONTINUOUS DYNAMICAL SYSTEMS, 2010, 26 (03) : 1007 - 1018