Blind Image Deconvolution via Particle Swarm Optimization with Entropy Evaluation

被引:5
作者
Sun, Tsung-Ying [1 ]
Liu, Chan-Cheng [1 ]
Jheng, Yu-Peng [1 ]
Jheng, Jyun-Hong [1 ]
Tsai, Shang-Jeng [1 ]
Hsieh, Sheng-Ta [2 ]
机构
[1] Natl Dong Hwa Univ, Dept Elect Engn, Pingtung, Taiwan
[2] Oriental Inst Technol, Dept Commun Engn, Pingtung, Taiwan
来源
ISDA 2008: EIGHTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 2, PROCEEDINGS | 2008年
关键词
D O I
10.1109/ISDA.2008.238
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study addresses a blind image deconvolution which uses only blurred image and tiny point spread function (PSF) information to restore the original image. In order to mitigate the problem trapping into a local solution in conventional algorithms, the evolutionary learning is reasonably to apply to this task. In this paper, particle swarm optimization (PSO) is therefore utilized to seek the unknown PSF The objective function is designed according to entropy theorem whose evaluation can distinguish characteristics between a blurred image and a clear image. Finally, the feasibility and validity of proposed algorithm are demonstrated by several simulations; further, its performance is compared with that of another state of the art evolutionary algorithm.
引用
收藏
页码:265 / +
页数:2
相关论文
共 50 条
  • [41] A Novel Particle Swarm Optimization for Image Fusion
    Zhang Jiajun
    2010 2ND INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS (CAR 2010), VOL 3, 2010, : 126 - 129
  • [42] Image classification using particle swarm optimization
    Omran, MG
    Engelbrecht, AP
    Salman, A
    RECENT ADVANCES IN SIMULATED EVOLUTION AND LEARNING, 2004, 2 : 347 - 365
  • [43] Particle Swarm Optimization for Digital Image Watermarking
    Tao, Hai
    Zain, Jasni Mohamad
    Abd Alla, Ahmed N.
    Qin Hongwu
    DATABASE THEORY AND APPLICATION, BIO-SCIENCE AND BIO-TECHNOLOGY, 2010, 118 : 1 - +
  • [44] Image enhancement using particle swarm optimization
    Braik, Malik
    Sheta, Alaa
    Ayesh, Aladdin
    WORLD CONGRESS ON ENGINEERING 2007, VOLS 1 AND 2, 2007, : 696 - 701
  • [45] Particle swarm optimization for image noise cancellation
    Chen, Yue-Cheng
    Wang, Hsin-Chih
    Su, Te-Jen
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 1, PROCEEDINGS, 2006, : 587 - +
  • [46] Image Thresholding using Particle Swarm Optimization
    Lin, Zhengchun
    Wang, Zhiyan
    Zhang, Yanqing
    2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND INFORMATION TECHNOLOGY, PROCEEDINGS, 2008, : 245 - 248
  • [47] Particle swarm optimization for image noise cancellation
    Su, Te-Jen
    Wang, Hsin-Chih
    Liu, Jia-Wei
    2007 THIRD INTERNATIONAL CONFERENCE ON INTELLIGENT INFORMATION HIDING AND MULTIMEDIA SIGNAL PROCESSING, VOL 1, PROCEEDINGS, 2007, : 95 - 98
  • [48] A Novel Blind Image Source Separation Using Hybrid Firefly Particle Swarm Optimization Algorithm
    Khalfa, Ali
    Sahed, Mohamed
    Kenane, Elhadi
    Amardjia, Nourredine
    ENGINEERING TECHNOLOGY & APPLIED SCIENCE RESEARCH, 2022, 12 (06) : 9680 - 9686
  • [49] Image Clustering Using Particle Swarm Optimization
    Wong, Man To
    He, Xiangjian
    Yeh, Wei-Chang
    2011 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2011, : 262 - 268
  • [50] Blind color image fusion based on the optimal multi-objective particle swarm optimization
    Shen, Lincheng
    Niu, Yifeng
    International Journal of Multimedia and Ubiquitous Engineering, 2007, 2 (03): : 51 - 62