Multi-Sensor Image Registration Using Edge-Enhanced Maximally Stable Extremal Region

被引:0
作者
Liu, Li [1 ]
Tuo, Hongya [1 ]
Xu, Tao [1 ]
Jing, Zhongliang [1 ]
机构
[1] Shanghai Jiao Tong Univ, Sch Aeronaut & Astronaut, Shanghai 200030, Peoples R China
来源
2012 5TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP) | 2012年
关键词
Image registration; Multi-sensor; MSER; E-MSER; Feature extraction; Performance evaluation;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Image registration is an important topic in computer vision and many techniques have been developed. But when it comes to the multi-sensor images, intensity-based global methods often achieve poor results. In this paper, we propose an edge-enhanced maximally stable extremal region method (E-MSER) to improve the registration performance of multi-sensor images. It is obtained by combining edge enhancement with maximally stable extremal region (MSER) detector. Thus the region features can maintain stability through the changing image intensities. Criteria including matching score, repeatability, recall, precision and root-mean-square error (RMSE) are used for evaluation. Experiment results show that E-MSER outperforms other detectors with its registration accuracy reaching pixel-level.
引用
收藏
页码:901 / 905
页数:5
相关论文
共 16 条
  • [1] SURF: Speeded up robust features
    Bay, Herbert
    Tuytelaars, Tinne
    Van Gool, Luc
    [J]. COMPUTER VISION - ECCV 2006 , PT 1, PROCEEDINGS, 2006, 3951 : 404 - 417
  • [3] Chen H., 2011, 2011 18th IEEE International Conference on Image Processing (ICIP 2011), P2609, DOI 10.1109/ICIP.2011.6116200
  • [4] Automatic Image Registration Through Image Segmentation and SIFT
    Goncalves, Hernani
    Corte-Real, Luis
    Goncalves, Jose A.
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (07): : 2589 - 2600
  • [5] Guo J., 2009, P SPIE MULTISPECTRAL
  • [6] MULTI-SPECTRAL REMOTE SENSING IMAGE REGISTRATION VIA SPATIAL RELATIONSHIP ANALYSIS ON SIFT KEYPOINTS
    Hasan, Mahmudul
    Jia, Xiuping
    Robles-Kelly, Antonio
    Zhou, Jun
    Pickering, Mark R.
    [J]. 2010 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2010, : 1011 - 1014
  • [7] Jiang Y., 2010, SPIE P, V7544
  • [8] Automatic image registration by local descriptors in remote sensing
    Liu, Xiao-Jun
    Yang, Jie
    Shen, Hong-Bin
    [J]. OPTICAL ENGINEERING, 2008, 47 (08)
  • [9] Distinctive image features from scale-invariant keypoints
    Lowe, DG
    [J]. INTERNATIONAL JOURNAL OF COMPUTER VISION, 2004, 60 (02) : 91 - 110
  • [10] Matas J., 2002, Electronic Proceedings of the 13th British Machine Vision Conference, P384