BFO-ICA based multi focus image fusion

被引:0
作者
Agrawal, S. [1 ]
Swain, S. [1 ]
Dora, L. [2 ]
机构
[1] VSS Univ Technol, Dept Elect & Telecommun Engn, Burla, India
[2] VSS Univ Technol, Dept Elect & Elect Engn, Burla, India
来源
2013 IEEE SYMPOSIUM ON SWARM INTELLIGENCE (SIS) | 2013年
关键词
Independent Component Analysis; PSO; BFO;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a pixel based multi focus image fusion technique using independent component analysis (ICA) and bacteria foraging optimization (BFO) algorithm. The basic idea here is to obtain the ICA bases from a set of registered images and optimize them using BFO. The novelty in this paper is that BFO-ICA has not been applied to multi-focus image fusion. The images in the ICA domain are fused and the fused image is then reconstructed using inverse transform. The results are compared with FastICA and PSO-ICA. It is observed that optimizing with BFO yield better result.
引用
收藏
页码:194 / 199
页数:6
相关论文
共 11 条
  • [1] Agrawal S, 2011, LECT NOTES COMPUT SC, V7076, P159
  • [2] Das S, 2008, FDN COMPUTATIONAL IN
  • [3] Independent component analysis:: algorithms and applications
    Hyvärinen, A
    Oja, E
    [J]. NEURAL NETWORKS, 2000, 13 (4-5) : 411 - 430
  • [4] Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968
  • [5] Multi-focus image fusion using energy coefficient matrix
    Khan, Adnan Mujahid
    Fayyaz, Mudassir
    Gillani, Asif M.
    [J]. ADVANCES AND INNOVATIONS IN SYSTEMS, COMPUTING SCIENCES AND SOFTWARE ENGINEERING, 2007, : 525 - 529
  • [6] Pixel-based and region-based image fusion schemes using ICA bases
    Mitianoudis, Nikolaos
    Stathaki, Tania
    [J]. INFORMATION FUSION, 2007, 8 (02) : 131 - 142
  • [7] Panda R., 2010, LNCS, V6466, P356
  • [8] Passino KM, 2002, IEEE CONTR SYST MAG, V22, P52, DOI 10.1109/MCS.2002.1004010
  • [9] Multisensor data fusion
    Varshney, PK
    [J]. ELECTRONICS & COMMUNICATION ENGINEERING JOURNAL, 1997, 9 (06): : 245 - 253
  • [10] Image quality assessment: From error visibility to structural similarity
    Wang, Z
    Bovik, AC
    Sheikh, HR
    Simoncelli, EP
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2004, 13 (04) : 600 - 612