ON THE OPTIMALITY OF MUTUAL INFORMATION AS AN IMAGE REGISTRATION OBJECTIVE FUNCTION

被引：3
|
作者：
Zoellei, Lilla [1 ]
Wells, William M. [2 ]
机构：
[1] Massachusetts Gen Hosp, Martinos Ctr Biomed Imaging, Charlestown, MA 02129 USA
[2] Brigham & Womens Hosp, Harvard Med Sch, Dept Radiol, Boston, MA 02115 USA
来源：
2009 16TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-6 | 2009年
关键词：
mutual information; optimum; pair-wise registration;
D O I：
10.1109/ICIP.2009.5414178
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We model images and the anatomy that they are derived from as stationary and jointly ergodic random processes. Using an empirically-observed property of anatomy, and data processing inequality arguments, we arrive at optimality criteria for mutual information in the ensemble domain. Using ergodicity, we transfer the criteria to single pairs of images in the spatial domain, where it applies to the popular mutual information-based registration approach that is used in practice.
引用
收藏
页码：189 / +
页数：2
相关论文
共 50 条
  • [1] A bound on mutual information for image registration
    Skouson, MB
    Guo, QJ
    Liang, ZP
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (08) : 843 - 846
  • [2] Combined approach to optimization of image registration based on mutual information function
    Capek, M
    Trojanová, H
    Krekule, I
    [J]. CARS '99: COMPUTER ASSISTED RADIOLOGY AND SURGERY, 1999, 1191 : 1005 - 1005
  • [3] An algorithm for object function optimization in mutual information-based image registration
    Cao, Zhiguo
    Zheng, Yi
    Wang, Yong
    Yan, RuiCheng
    [J]. CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 4, PROCEEDINGS, 2008, : 426 - 430
  • [4] Optimization of mutual information for multiresolution image registration
    Thévenaz, P
    Unser, M
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (12) : 2083 - 2099
  • [5] A Taxonomy of Mutual Information in Medical Image Registration
    Borvornvitchotikarn, Thuvanan
    Kurutach, Werasak
    [J]. PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON SYSTEMS, SIGNALS AND IMAGE PROCESSING, (IWSSIP 2016), 2016, : 93 - 96
  • [6] Medical image registration using mutual information
    Maes, F
    Vandermeulen, D
    Suetens, P
    [J]. PROCEEDINGS OF THE IEEE, 2003, 91 (10) : 1699 - 1722
  • [7] A method for image registration by maximization of mutual information
    Yamamura, Yutaro
    Kim, Hyoungseop
    Yamamoto, Akiyoshi
    [J]. 2006 SICE-ICASE INTERNATIONAL JOINT CONFERENCE, VOLS 1-13, 2006, : 5831 - +
  • [8] 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
  • [9] Image Registration using Mutual Information with Correlation for Medical Image
    Sahoo, Pratish K.
    Pati, Umesh C.
    [J]. 2015 GLOBAL CONFERENCE ON COMMUNICATION TECHNOLOGIES (GCCT), 2015, : 34 - 38
  • [10] Image registration by maximization of combined mutual information and gradient information
    Pluim, JPW
    Maintz, JBA
    Viergever, MA
    [J]. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION - MICCAI 2000, 2000, 1935 : 452 - 461
12345