Medical image fusion by multi-resolution analysis of wavelets transform

被引:9
|
作者
Li, Xueke [1 ]
Tian, Xiaolin [1 ]
Sun, Yankui [2 ]
Tang, Zesheng [1 ]
机构
[1] Macao Univ Sci & Technol, Fac Informat Technol, Macau, Taipa, Peoples R China
[2] Tsinghua Univ, Dept Comp Sci & Technol, Beijing, Peoples R China
来源
WAVELET ANALYSIS AND APPLICATIONS | 2007年
基金
中国国家自然科学基金;
关键词
medical image fusion; mutual information; multi-resolution analysis; wavelet transform;
D O I
10.1007/978-3-7643-7778-6_27
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A novel algorithm for the multimodalities medical images fusion based on wavelet transform has been proposed and implemented. The auto-adaptive weighted coefficients have been calculated recursively to maximize the mutual information between the source image and the result image. Adopting multi-resolution analysis of wavelet transform, we achieved the MRI and CT image fusion. In addition, the new algorithm has been extended to MRI and color image fusion. The experiment results demonstrate that the new algorithm with wavelet transform have better fusion result's compared with other mutual information fusion schemes without wavelet transform.
引用
收藏
页码:389 / +
页数:4
相关论文
共 50 条
  • [21] HYBRID MULTI-RESOLUTION ANALYSIS AND WEIGHTED AVERAGING OF OVERCOMPLETE ORTHOGONAL TRANSFORM SCHEME FOR DIGITAL IMAGE DENOISING
    Xu, Jingming
    Lin, Fuhuei
    2014 IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO WORKSHOPS (ICMEW), 2014,
  • [22] A super-resolution network for medical imaging via transformation analysis of wavelet multi-resolution
    Yu, Yue
    She, Kun
    Liu, Jinhua
    Cai, Xiao
    Shi, Kaibo
    Kwon, O. M.
    NEURAL NETWORKS, 2023, 166 : 162 - 173
  • [23] Directional Contourlet Based Multi-resolution Image Fusion Method for INSAT Images
    Santhi, P.
    Thirugnanam, G.
    Mangaiyarkarasi, P.
    ADVANCES IN COMPUTING AND DATA SCIENCES, ICACDS 2016, 2017, 721 : 369 - 376
  • [24] Multi-resolution Analysis of Grid Point Clouds Based on Wavelet Transform
    Niu Xuejuan
    Liu Jingtai
    Sun Lei
    PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 3, 2008, : 341 - 345
  • [25] Self-adaptive image fusion based on multi-resolution decomposition using wavelet packet analysis
    Chai, YM
    Zhao, RC
    Ren, JC
    PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 4049 - 4053
  • [26] Application of multi-resolution analysis of wavelets to nondestructive damage evaluation: I. Theory
    Byeong Hwa Kim
    Taehyo Park
    KSCE Journal of Civil Engineering, 2005, 9 (6) : 505 - 512
  • [27] Multi-modality medical image fusion based on image decomposition framework and nonsubsampled shearlet transform
    Liu, Xingbin
    Mei, Wenbo
    Du, Huiqian
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2018, 40 : 343 - 350
  • [28] An Algorithm Multi-Resolution Medical Image Registration Based on Firefly Algorithm and Powell
    Du Xiaogang
    Dang Jianwu
    Wang Yangping
    Liu Xinguo
    Li Sha
    2013 THIRD INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM DESIGN AND ENGINEERING APPLICATIONS (ISDEA), 2013, : 274 - 277
  • [29] Feature Extraction For Islanding Detection Using Wavelet Transform-based Multi-Resolution Analysis
    Ning, Jiaxin
    Wang, Caisheng
    2012 IEEE POWER AND ENERGY SOCIETY GENERAL MEETING, 2012,
  • [30] MULTI-RESOLUTION INVERSION ALGORITHM FOR THE ATTENUATED RADON TRANSFORM
    Barbano, Paolo Emilio
    Fokas, Athanasios S.
    2011 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING (MLSP), 2011,