A hybrid optimization model based on multi-metrics for registration using free-form

被引:0
|
作者
Song, Jiasi [1 ]
Gu, Lixu [1 ]
Huang, Pengfei [1 ]
Li, Wei [1 ]
Xu, Jianrong
机构
[1] Shanghai Jiao Tong Univ, Image Guided Surg Lab, 800 Dongchuan Rd, Shanghai 200240, Peoples R China
关键词
multi-metrics; registration; free-form deformation; optimization;
D O I
10.1117/12.749689
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
We propose a new optimization model for non-rigid registration of images using multi-metrics. The ordinary searching step of optimization has been often trapped in local minima and produces wrong registration results. In this paper, if the condition occurs, multi-metrics model will switch to the other metrics to get rid of the local minima, vice versa, until optimization cannot proceed any more for any of the metrics. We have tested our approach in a variety of experimental conditions and compared the results with the optimization without multi-metrics. The results indicate that the new model is robust and fast in non-rigid registration.
引用
收藏
页数:8
相关论文
共 50 条
  • [41] Mass-Preserving Image Registration Using Free-Form Deformation Fields
    Thielemans, K.
    Asma, E.
    Manjeshwar, R. M.
    2009 IEEE NUCLEAR SCIENCE SYMPOSIUM CONFERENCE RECORD, VOLS 1-5, 2009, : 2490 - 2495
  • [42] Free-Form Filters Designed Using Binary Optimization Algorithm
    Ruan, Xuexuan
    Chan, Chi Hou
    IEEE TRANSACTIONS ON COMPONENTS PACKAGING AND MANUFACTURING TECHNOLOGY, 2023, 13 (04): : 520 - 527
  • [43] Discontinuous Non-rigid Registration using Extended Free-Form Deformations
    Hua, Rui
    Pozo, Jose M.
    Taylor, Zeike A.
    Frangi, Alejandro F.
    MEDICAL IMAGING 2015: IMAGE PROCESSING, 2015, 9413
  • [44] VOLUME-PRESERVING CORRECTION FOR IMAGE REGISTRATION USING FREE-FORM DEFORMATIONS
    Faltin, P.
    Chaisaowong, K.
    Aach, T.
    2012 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP 2012), 2012, : 2945 - 2948
  • [45] Non-rigid registration using free-form deformation for prostate images
    Abolhassani, N
    Samani, A
    NAFIPS 2005 - 2005 ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, 2005, : 51 - 54
  • [46] Nonrigid registration using free-form deformations: Application to breast MR images
    King's Coll London, London, United Kingdom
    IEEE Trans. Med. Imaging, 8 (712-721):
  • [47] PET-CT image registration in the chest using free-form deformations
    Mattes, D
    Haynor, DR
    Vesselle, H
    Lewellen, TK
    Eubank, W
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2003, 22 (01) : 120 - 128
  • [48] Adjoint optimization of a multi-row transonic compressor based on an extended free-form method
    Li, Xin
    Meng, Tongtong
    Li, Weiwei
    Zhou, Ling
    Ji, Lucheng
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2023, 237 (14) : 3202 - 3214
  • [49] Nonrigid image registration using free-form deformations with a local rigidity constraint
    Loeckx, Dirk
    Maes, Frederik
    Vandermeulen, Dirk
    Suetens, Paul
    Lect. Notes Comput. Sci., (639-646):
  • [50] Nonrigid registration using free-form deformations: Application to breast MR images
    Rueckert, D
    Sonoda, LI
    Hayes, C
    Hill, DLG
    Leach, MO
    Hawkes, DJ
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 1999, 18 (08) : 712 - 721