Pixel-level image fusion using wavelets and principal component analysis

被引:0
|
作者
National Aerospace Laboratories, Bangalore-160 017, India [1 ]
机构
来源
Def Sci J | 2008年 / 3卷 / 338-352期
关键词
Image analysis - Wavelet transforms - Image fusion - Pixels - Medical imaging;
D O I
10.14429/dsj.58.1653
中图分类号
学科分类号
摘要
Image registration and fusion are of great importance in defence and civilian sectors, e.g., recognising a ground/air force vehicle and medical imaging. Pixel-level image fusion using wavelets and principal component analysis has been implemented and demonstrated in PC MATLAB. Different performance metrics with and without reference image are implemented to evaluate the performance of image fusion algorithms. As expected, the simple averaging fusion algorithm shows degraded performance. The ringing tone presented in the fused image can be avoided using wavelets with shift invariant property. It has been concluded that image fusion using wavelets with higher level of decomposition showed better performance in some metrics and in other metrics, principal components analysis showed better performance. © 2008, DESIDOC.
引用
收藏
相关论文
共 50 条
  • [21] Demosaicing enhancement using pixel-level fusion
    Kwan, Chiman
    Chou, Bryan
    Kwan, Li-Yun M.
    Larkin, Jude
    Ayhan, Bulent
    Bell, James F., III
    Kerner, Hannah
    SIGNAL IMAGE AND VIDEO PROCESSING, 2018, 12 (04) : 749 - 756
  • [22] Demosaicing enhancement using pixel-level fusion
    Chiman Kwan
    Bryan Chou
    Li-Yun M. Kwan
    Jude Larkin
    Bulent Ayhan
    James F. Bell
    Hannah Kerner
    Signal, Image and Video Processing, 2018, 12 : 749 - 756
  • [23] A Lightweight Pixel-Level Unified Image Fusion Network
    Liu, Jinyang
    Li, Shutao
    Liu, Haibo
    Dian, Renwei
    Wei, Xiaohui
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 35 (12) : 18120 - 18132
  • [24] Fusion Methods for Hyperspectral Image and LIDAR Data at Pixel-Level
    Abraham, C. Diana
    Aravinth, J.
    2018 INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS, SIGNAL PROCESSING AND NETWORKING (WISPNET), 2018,
  • [25] Pixel-level image fusion techniques in remote sensing: a review
    Solanky V.
    Katiyar S.K.
    Solanky, Vijay (makusolanky@gmail.com), 1600, Springer Science and Business Media B.V. (24): : 475 - 483
  • [26] Pixel-level image fusion scheme based on linear algebra
    Aguilar-Ponce, Ruth
    Tecpanecatl-Xihuitl, J. Luis
    Kumar, Ashok
    Bayoumi, Magdy
    2007 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOLS 1-11, 2007, : 2658 - 2661
  • [27] Pixel-level image fusion with simultaneous orthogonal matching pursuit
    Yang, Bin
    Li, Shutao
    INFORMATION FUSION, 2012, 13 (01) : 10 - 19
  • [28] Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification
    Li, Shutao
    Lu, Ting
    Fang, Leyuan
    Jia, Xiuping
    Benediktsson, Jon Atli
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2016, 54 (12): : 7416 - 7430
  • [29] Near-Infrared Image Colorization Using Asymmetric Codec and Pixel-Level Fusion
    Ma, Xiaoyu
    Huang, Wei
    Huang, Rui
    Liu, Xuefeng
    APPLIED SCIENCES-BASEL, 2022, 12 (19):
  • [30] DECISION FUSION OF PIXEL-LEVEL AND SUPERPIXEL-LEVEL HYPERSPECTRAL IMAGE CLASSIFIERS
    Lu, Ting
    Li, Shutao
    Fang, Leyuan
    2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2016, : 1524 - 1527