Multi-modal non-rigid registration of medical images based on mutual information maximization

被引:7
作者
Ardizzone, Edoardo [1 ]
Gambino, Orazio [1 ]
La Cascia, Marco [1 ]
Lo Presti, Liliana [1 ]
Pirrone, Roberto [1 ]
机构
[1] Univ Palermo, Dipartimento Ingn Informat, Viale Sci, I-90128 Palermo, Italy
来源
14TH INTERNATIONAL CONFERENCE ON IMAGE ANALYSIS AND PROCESSING, PROCEEDINGS | 2007年
关键词
D O I
10.1109/ICIAP.2007.4362865
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
In this paper, a new multi-modal non-rigid registration technique for medical images is presented. Firstly, the registration problem is outlined and some of the most common approaches reported, then, the proposed algorithm is presented. The proposed technique is based on mutual information maximization and computes a deformation field through a suitable globally smoothed affine piecewise transformation. The algorithm has been conceived with particular attention to computational load and accuracy of results. Experimental results involving intra-patient, inter-patients and atlas images on brain CT and MR (T1, T2 and PD modalities) are reported.
引用
收藏
页码:743 / +
页数:3
相关论文
共 17 条
  • [1] Non-rigid image registration: theory and practice
    Crum, WR
    Hartkens, T
    Hill, DLG
    [J]. BRITISH JOURNAL OF RADIOLOGY, 2004, 77 : S140 - S153
  • [2] FOGEL DN, 1996, 961 NCGIA
  • [3] FOLEY JD, 2001, COMPUTER GRAPHICS PR
  • [4] FOOKES C, 2003, P APRS WORKSH DIG IM
  • [5] Fornefett M., 1999, Proceedings. 1999 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (Cat. No PR00149), P402, DOI 10.1109/CVPR.1999.786970
  • [6] A review of image-warping methods
    Glasbey, CA
    Mardia, KV
    [J]. JOURNAL OF APPLIED STATISTICS, 1998, 25 (02) : 155 - 171
  • [7] Gonzalez R., 2019, Digital Image Processing, V2nd
  • [8] A new class of elastic body splines for nonrigid registration of medical images
    Kohlrausch, J
    Rohr, K
    Stiehl, H
    [J]. JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2005, 23 (03) : 253 - 280
  • [9] LIU J, 2006, DEFORMABLE MODEL BAS
  • [10] Multimodality image registration by maximization of mutual information
    Maes, F
    Collignon, A
    Vandermeulen, D
    Marchal, G
    Suetens, P
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (02) : 187 - 198