Misalignment-robust, edge-based image fusion method

被引:0
|
作者
Xi, Cai [1 ,2 ]
Wei, Zhao [2 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110819, Peoples R China
[2] Beihang Univ, Sch Elect & Informat Engn, Beijing 100191, Peoples R China
关键词
image fusion; multiscale edge representation; edge correlation; REGISTRATION; PERFORMANCE;
D O I
10.1117/1.OE.51.7.077007
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We propose an image fusion method robust to misaligned source images based on their multiscale edge representations. Significant long edge curves at the second scale are selected to decide edge locations at each scale for the multiscale edge representations of source images. Then, processes are only executed on the representations that contain the main spatial structures of the images and also help suppress noise interference. A registration process is embedded in our fusion method. Edge correlation, calculated at the second scale, is involved as a match measure determining the fusion rules and also as a similarity measure quantifying the matching extent between source images, which makes the registration and fusion processes share the same data and hence lessens the computation of our method. Experimental results prove that, no matter whether in a noiseless or noisy condition, the proposed method provides satisfying treatment to misregistered source images and behaves well in terms of visual and objective evaluations on the fusion results, which further verifies the robustness of our edge-based method to misregistration and noise. (C) 2012 Society of Photo-Optical Instrumentation Engineers (SPIE). [DOI: 10.1117/1.OE.51.7.077007]
引用
收藏
页数:14
相关论文
共 50 条
  • [1] Misalignment-Robust Frequency Distribution Loss for Image Transformation
    Ni, Zhangkai
    Wu, Juncheng
    Wang, Zian
    Yang, Wenhan
    Wang, Hanli
    Ma, Lin
    2024 IEEE/CVF CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, CVPR 2024, 2024, : 2910 - 2919
  • [2] Misalignment-Robust Face Recognition
    Yan, Shuicheng
    Wang, Huan
    Liu, Jianzhuang
    Tang, Xiaoou
    Huang, Thomas S.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2010, 19 (04) : 1087 - 1096
  • [3] Misalignment-robust face recognition
    Wang, Huan
    Yan, Shuicheng
    Huang, Thomas
    Liu, Jianzhuang
    Tang, Xiaoou
    2008 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, VOLS 1-12, 2008, : 3591 - +
  • [4] Efficient misalignment-robust multi-focus microscopical images fusion
    Liang, Yixiong
    Mao, Yuan
    Tang, Zhihong
    Yan, Meng
    Zhao, Yuqian
    Liu, Jianfeng
    SIGNAL PROCESSING, 2019, 161 : 111 - 123
  • [5] Cross-modal misalignment-robust feature fusion for crowd counting
    Kong, Weihang
    Yu, Zepeng
    Li, He
    Zhang, Junge
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 136
  • [6] Misalignment-Robust Joint Filter for Cross-Modal Image Pairs
    Shibata, Takashi
    Tanaka, Masayuki
    Okutomi, Masatoshi
    2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV), 2017, : 3315 - 3324
  • [7] Edge-based image fusion algorithm with wavelet transform
    College of Communications Engineering, Jilin University, Changchun 130025, China
    Tongxin Xuebao, 2007, 4 (18-23): : 18 - 23
  • [8] Fast edge-based method for image magnification
    Chang, CC
    Chen, GI
    IMAGING SCIENCE JOURNAL, 2004, 52 (02): : 85 - 98
  • [9] A new edge-based interactive image segmentation method
    Chen, Qiang
    Sun, Quan-sen
    Xia, De-shen
    INTERNATIONAL CONFERENCE ON IMAGE PROCESSING AND PATTERN RECOGNITION IN INDUSTRIAL ENGINEERING, 2010, 7820
  • [10] Misalignment-Robust Pedestrian Detection Framework for Visible and Far-Infrared Image Pairs
    Shibata, Takashi
    Sawada, Azusa
    2019 IEEE INTERNATIONAL CONFERENCE ON CONSUMER ELECTRONICS (ICCE), 2019,