A novel image mosaic method based on improved SIFT algorithm and Contourlet Transform

被引:0
|
作者
Cheng Cheng [1 ]
Ma Li-ling [1 ]
Yu Yuan-Long [1 ]
Wang Jun-zheng [1 ]
机构
[1] Beijing Inst Technol, Automat Sch, Beijing 100081, Peoples R China
关键词
Image mosaic; registration; fusion; SIFT; Contourlet;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The two key steps in image mosaic process are image registration and image fusion. The common SIFT algorithm needs complicated calculation, which wastes too much time in practical image registration. This problem is solved in this paper by giving the feature point in SIFT a more accurate main direction. Thus, the SIFT can be more easily used. Based on this improved SIFT algorithm, a new image mosaic method is proposed by combining it with the Contourlet Transform. An advantage of using Contourlet Transform in image fusion is that it can eliminate the color difference and make the merged picture clear. In this new method, the improved SIFT is used to do the registration work and the Contourlet Transform is adopted to merge the two images after registration. An experiment is also conducted in this paper to assess the stitching effect of the proposed method. The experiment result shows that this new method can accelerate the SIFT process in image registration and enhance the image mosaic effect.
引用
收藏
页码:3657 / 3661
页数:5
相关论文
共 50 条
  • [21] UAV Image Mosaic Based on Adaptive SIFT Algorithm
    Sun, Shujuan
    Zeng, Zhe
    2013 21ST INTERNATIONAL CONFERENCE ON GEOINFORMATICS (GEOINFORMATICS), 2013,
  • [22] A new adaptive image denoising method based on the nonsubsampled contourlet transform algorithm
    Wu, Xiaoyue
    Guo, Baolong
    Tang, Lu
    Li, Leida
    Guangxue Xuebao/Acta Optica Sinica, 2009, 29 (08): : 2147 - 2152
  • [23] Novel image fusion method using contourlet transform
    Miao Qiguang
    Wang Baoshu
    2006 INTERNATIONAL CONFERENCE ON COMMUNICATIONS, CIRCUITS AND SYSTEMS PROCEEDINGS, VOLS 1-4: VOL 1: SIGNAL PROCESSING, 2006, : 548 - +
  • [24] Image Fusion Algorithm Based on Nonsubsampled Contourlet Transform
    Luo Zijuan
    Ding Shuai
    FRONTIERS OF MANUFACTURING SCIENCE AND MEASURING TECHNOLOGY III, PTS 1-3, 2013, 401 : 1381 - +
  • [25] Biometrics Image Denoising Algorithm Based on Contourlet Transform
    Godzwon, Monika
    Saeed, Khalid
    COMPUTER VISION AND GRAPHICS, 2012, 7594 : 735 - 742
  • [26] Image Denoising Algorithm Based on Dyadic Contourlet Transform
    Fan Hui
    Wang Yongliang
    Li Jinjiang
    ADVANCES IN SCIENCE AND ENGINEERING, PTS 1 AND 2, 2011, 40-41 : 591 - 597
  • [27] Robust image watermarking algorithm based on contourlet transform
    College of Communication and Engineering, Jilin University, Changchun 130022, China
    Tongxin Xuebao, 2006, 4 (87-94):
  • [28] Image fusion algorithm based on nonsubsampled Contourlet transform
    Li, Mei-Li
    Wang, Hong-Mei
    Li, Yan-Jun
    Zhang, Ke
    Yuhang Xuebao/Journal of Astronautics, 2008, 29 (05): : 1627 - 1631
  • [29] An image fusion algorithm based on modified contourlet transform
    Zhang P.
    International Journal of Circuits, Systems and Signal Processing, 2020, 14 : 340 - 345
  • [30] Multifocus Image Fusion Algorithm Based On The Contourlet Transform
    Yang, Lei
    Cao, Jianzhong
    Wang, Hao
    Tang, Yao
    Wang, Hua
    6TH INTERNATIONAL SYMPOSIUM ON ADVANCED OPTICAL MANUFACTURING AND TESTING TECHNOLOGIES: OPTICAL SYSTEM TECHNOLOGIES FOR MANUFACTURING AND TESTING, 2012, 8420