A MULTI-MODAL AUTOMATIC IMAGE REGISTRATION TECHNIQUE BASED ON COMPLEX WAVELETS

被引:9
|
作者
Ghantous, Milad [1 ]
Ghosh, Somik [1 ]
Bayoumi, Magdy [1 ]
机构
[1] Univ Louisiana Lafayette, Ctr Adv Comp Studies, Lafayette, LA 70504 USA
关键词
Image Registration; Image Fusion; Multiresolution processing; Complex Wavelet Transform; Mutual Information;
D O I
10.1109/ICIP.2009.5414196
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image registration is considered one of the most fundamental and crucial pre-processing tasks in digital imaging. This paper describes a fast multimodal automatic image registration algorithm that handles the alignment of IR and visible images. A multi-resolution approach based on Dual Tree-complex wavelet transform is employed to speed up the process. At the coarsest level, an accurate registration estimate for higher levels is achieved, using edge detection and cross correlation. Mutual Information, on the other hand, is applied at higher levels as a matching criterion applied to the six orientation bands of the complex wavelet. The process is completely automatic, and was tested on several sets of synthetic and real data. Experimental results show that the proposed technique exhibits better accuracy than DWT-based algorithms for uni and multi-modal cases.
引用
收藏
页码:173 / 176
页数:4
相关论文
共 50 条
  • [1] A multi-resolution area-based technique for automatic multi-modal image registration
    Bunting, Peter
    Labrosse, Frederic
    Lucas, Richard
    [J]. IMAGE AND VISION COMPUTING, 2010, 28 (08) : 1203 - 1219
  • [2] A new technique for multi-modal 3D image registration
    Stippel, G
    Ellsmere, J
    Warfield, SK
    Wells, WM
    Philips, W
    [J]. BIOMEDICAL IMAGE REGISTRATION, 2003, 2717 : 244 - 253
  • [3] Multi-modal image registration based on diffeomorphic demons algorithm
    Tang, Chao
    Xie, Xiaohui
    Du, Ruxu
    [J]. FIFTH INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING (ICDIP 2013), 2013, 8878
  • [4] Multi-Modal Deformable Medical Image Registration
    Fookes, Clinton
    Sridharan, Sridha
    [J]. ICSPCS: 2ND INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND COMMUNICATION SYSTEMS, PROCEEDINGS, 2008, : 661 - 669
  • [5] Cross-modal attention for multi-modal image registration
    Song, Xinrui
    Chao, Hanqing
    Xu, Xuanang
    Guo, Hengtao
    Xu, Sheng
    Turkbey, Baris
    Wood, Bradford J.
    Sanford, Thomas
    Wang, Ge
    Yan, Pingkun
    [J]. MEDICAL IMAGE ANALYSIS, 2022, 82
  • [6] Multi-Modal Image Registration Based on Multi-Feature Mutual Information
    Liu, Xueli
    Wang, Manning
    Song, Zhijian
    [J]. JOURNAL OF MEDICAL IMAGING AND HEALTH INFORMATICS, 2019, 9 (01) : 153 - 158
  • [7] Multi-Modal Image Registration Based on Gradient Orientations of Minimal Uncertainty
    De Nigris, Dante
    Collins, D. Louis
    Arbel, Tal
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2012, 31 (12) : 2343 - 2354
  • [8] Image registration in stereo-based multi-modal imaging systems
    Hild, M
    Umeda, G
    [J]. ISPA 2005: PROCEEDINGS OF THE 4TH INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS, 2005, : 70 - 75
  • [9] Structural Representations for Multi-modal Image Registration Based on Modified Entropy
    Kasiri, Keyvan
    Fieguth, Paul
    Clausi, David A.
    [J]. IMAGE ANALYSIS AND RECOGNITION (ICIAR 2015), 2015, 9164 : 82 - 89
  • [10] Morphological Pyramid Multi-modal Medical Image Registration Based on QPSO
    Huang, Xiaosheng
    Zhang, Fang
    [J]. 2009 INTERNATIONAL ASIA SYMPOSIUM ON INTELLIGENT INTERACTION AND AFFECTIVE COMPUTING, 2009, : 67 - 70