Multi-focus image fusion using pulse coupled neural network

被引:218
作者
Huang, Wei [1 ]
Jing, Zhongliang
机构
[1] Shanghai Jiao Tong Univ, Inst Aerosp Informat & Control, Sch Elect Informat & Elect Engn, Shanghai 200030, Peoples R China
[2] Shanghai Jiao Tong Univ, Inst Aerosp Sci & Technol, Shanghai 200030, Peoples R China
基金
中国国家自然科学基金;
关键词
multi-focus image fusion; pulse coupled neural network;
D O I
10.1016/j.patrec.2007.01.013
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 method for multi-focus image fusion by using pulse coupled neural network (PCNN). The registered source images are first decomposed into blocks and the size of the image blocks is 8 x 8 pixels. Feature maps are obtained by computing the energy of image Laplacian of each block. Input the feature maps into PCNN as external stimulus. The final fused image can be constructed by selecting the image blocks from the source images based on the comparison of the outputs of the PCNN. Experimental results show that the proposed method outperforms some previous fusion methods, both in visual effect and objective evaluation criteria. (c) 2007 Elsevier B.V. All rights reserved.
引用
收藏
页码:1123 / 1132
页数:10
相关论文
共 19 条
  • [1] Physiologically motivated image fusion for object detection using a pulse coupled neural network
    Broussard, RP
    Rogers, SK
    Oxley, ME
    Tarr, GL
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (03): : 554 - 563
  • [2] Burt P. J., 1993, [1993] Proceedings Fourth International Conference on Computer Vision, P173, DOI 10.1109/ICCV.1993.378222
  • [3] Feature Linking via Synchronization among Distributed Assemblies: Simulations of Results from Cat Visual Cortex
    Eckhorn, R.
    Reitboeck, H. J.
    Arndt, M.
    Dicke, P.
    [J]. NEURAL COMPUTATION, 1990, 2 (03) : 293 - 307
  • [4] A computationally efficient algorithm for multi-focus image reconstruction
    Eltoukhy, HA
    Kavusi, S
    [J]. SENSORS AND CAMERA SYSTEMS FOR SCIENTIFIC, INDUSTRIAL, AND DIGITAL PHOTOGRAPHY APPLICATIONS IV, 2003, 5017 : 332 - 341
  • [5] Image quality measures and their performance
    Eskicioglu, AM
    Fisher, PS
    [J]. IEEE TRANSACTIONS ON COMMUNICATIONS, 1995, 43 (12) : 2959 - 2965
  • [6] Evaluation of focus measures in multi-focus image fusion
    Huang, Wei
    Jing, Zhongliang
    [J]. PATTERN RECOGNITION LETTERS, 2007, 28 (04) : 493 - 500
  • [7] PCNN models and applications
    Johnson, JL
    Padgett, ML
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (03): : 480 - 498
  • [8] Pulse-coupled image fusion
    Kinser, JM
    [J]. OPTICAL ENGINEERING, 1997, 36 (03) : 737 - 742
  • [9] KROTKOV E, 1987, INT J COMPUT VISION, V1, P223, DOI 10.1007/BF00127822
  • [10] Perfect image segmentation using pulse coupled neural networks
    Kuntimad, G
    Ranganath, HS
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1999, 10 (03): : 591 - 598