Multi-focus Image Fusion Algorithm using LP Transformation and PCNN

被引:0
|
作者
Cai Mingrui [1 ]
Yang Junyi [1 ]
Cai Guanghui [2 ]
机构
[1] Southeast Univ, Dept Comp Sci & Engn, Nanjing, Jiangsu, Peoples R China
[2] Yunnan Univ, Sch Informat Sci & Engn, Kunming, Yunnan, Peoples R China
来源
PROCEEDINGS OF 2015 6TH IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE | 2015年
关键词
multi-focus image fusion; pulse coupled neural network; Laplace pyramid transform; Local entropy;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Using Laplace pyramid algorithm and pulse coupled neural network (PCNN), this paper proposed an effective fusion algorithm of multi-focus image. First, the paper uses Laplace pyramid for multi-scale decomposition of the image, and by using the PCNN to process the decomposition image, this obtains corresponding neuron ignition frequency map. Then, the paper calculates local entropy for every pixel's ignition frequency map, and takes local entropy as a measure of the quality of the pixels for the source image fusion. Finally, the paper uses the Laplace pyramid reconstruction algorithm to generate the fused image. Experimental results indicate that proposed method is effective and better than other traditional fusion algorithms.
引用
收藏
页码:237 / 241
页数:5
相关论文
共 50 条
  • [41] Adversarial attacks on multi-focus image fusion models
    Jin, Xin
    Wang, Ruxin
    Lee, Shin-Jye
    Jiang, Qian
    Yao, Shaowen
    Zhou, Wei
    COMPUTERS & SECURITY, 2023, 134
  • [42] Multi-Focus Image Fusion Based on NSCT and NSST
    Moonon A.-U.
    Hu J.
    Sensing and Imaging, 2015, 16 (1): : 1 - 16
  • [43] Multi-focus image fusion based on the neighbor distance
    Zhao, Hengjun
    Shang, Zhaowei
    Tang, Yuan Yan
    Fang, Bin
    PATTERN RECOGNITION, 2013, 46 (03) : 1002 - 1011
  • [44] Multi-focus Image Fusion Based on Random Walk
    Zhaobin Wang
    Ziye Wang
    Zijing Cui
    Lina Chen
    Yaonan Zhang
    Journal of Electrical Engineering & Technology, 2021, 16 : 3261 - 3274
  • [45] Multi-Focus Image Fusion: A Systematic Literature Review
    Shatabdi Basu
    Sunita Singhal
    Dilbag Singh
    SN Computer Science, 6 (2)
  • [46] Multi-focus Image Fusion with PCA Filters of PCANet
    Song, Xu
    Wu, Xiao-Jun
    MULTIMODAL PATTERN RECOGNITION OF SOCIAL SIGNALS IN HUMAN-COMPUTER-INTERACTION, MPRSS 2018, 2019, 11377 : 1 - 17
  • [47] Multi-focus image fusion through DCNN and ELM
    Kong, W. W.
    Lei, Y.
    ELECTRONICS LETTERS, 2018, 54 (22) : 1282 - 1283
  • [48] Multi-focus image fusion based on unsupervised learning
    Kaijun Wu
    Yuan Mei
    Machine Vision and Applications, 2022, 33
  • [49] QUALITY ESTIMATION BASED MULTI-FOCUS IMAGE FUSION
    Guan, Jingwei
    Cham, Wai-kuen
    2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 1987 - 1991
  • [50] Fusion of Multi-focus Image by Blocks Optimal Positions
    Toprak, Ahmet Nusret
    Aslantas, Veysel
    2018 3RD INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING (UBMK), 2018, : 471 - 476