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
  • [31] Uniformly sampling multi-resolution analysis for image-based relighting
    Lam, Ping-Man
    Leung, Chi-Sing
    Wong, Tien-Tsin
    Fu, Chi-Wing
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2010, 21 (07) : 693 - 706
  • [32] Comparisons of multi-resolution analysis methods for mammogram and fingerprint image compression
    Belc, DV
    Foo, SY
    Roberts, RG
    18th International Conference on Systems Engineering, Proceedings, 2005, : 269 - 269
  • [33] A review of fault location algorithms utilising travelling wave,wavelet transform and multi-resolution analysis techniques
    Buthelezi, Kwanele
    Kabeya, Musasa
    Leoaneka, Moketjema
    30TH SOUTHERN AFRICAN UNIVERSITIES POWER ENGINEERING CONFERENCE (SAUPEC 2022), 2022,
  • [34] Multi-resolution eye location from image
    He, K
    Zhou, JL
    Song, Y
    Qiao, Q
    2004 7TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS 1-3, 2004, : 901 - 905
  • [35] MTF-tailored multi-resolution analysis for fusion of multi-spectral and panchromatic images
    Aiazzi, B.
    Alparone, L.
    Baronti, S.
    Garzelli, A.
    Nencini, F.
    Selva, M.
    GLOBAL DEVELOPMENTS IN ENVIRONMENTAL EARTH OBSERVATION FROM SPACE, 2006, : 87 - +
  • [36] Fault detection in wind turbine system using wavelet transform: multi-resolution analysis
    Bakir, T.
    Boussaid, B.
    Hamdaoui, R.
    Abdelkrim, M. N.
    Aubrun, C.
    2015 IEEE 12TH INTERNATIONAL MULTI-CONFERENCE ON SYSTEMS, SIGNALS & DEVICES (SSD), 2015,
  • [37] Estimation of the number of decomposition levels for a wavelet-based multi-resolution multisensor image fusion
    Pradhan, Pushkar S.
    King, Roger L.
    Younan, Nicolas H.
    Holcomb, Derrold W.
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2006, 44 (12): : 3674 - 3686
  • [38] Medical image fusion using discrete fractional wavelet transform
    Xu, Xiaojun
    Wang, Youren
    Chen, Shuai
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2016, 27 : 103 - 111
  • [39] Towards the estimation of a multi-resolution representation of the gravity field based on spherical wavelets
    Schmidt, M
    Fabert, O
    Shum, CK
    Window on the Future of Geodesy, 2005, 128 : 362 - 367
  • [40] Medical Image Fusion Based on Wavelet Transform and Independent Component Analysis
    Cui, Zhiming
    Zhang, Guangming
    Wu, Jian
    FIRST IITA INTERNATIONAL JOINT CONFERENCE ON ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2009, : 480 - 483