Deformable Image Registration Based on Gabor Wavelet and SVM

被引:0
|
作者
Wang Anna [1 ]
Pan Bo [1 ]
Ma Jidong [1 ]
Li Dan [1 ]
机构
[1] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110004, Peoples R China
关键词
Gabor Wavelet; SVM; Deformable Registration; multi-level registration; feature extraction;
D O I
10.1109/ICNC.2008.642
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a novel deformable registration method based on Gabor Wavelet and SVM. The method introduces Gabor Wavelet and SVM theory to match brain images. Firstly, the coefficients of wavelet are extracted and optimal search radiuses are reached. With the guidance of the SVM, the deformable registration overcomes the shortages of rigid registration, owning the generalization and presenting an excellent robustness.
引用
收藏
页码:145 / 149
页数:5
相关论文
共 50 条
  • [41] A Comparative Evaluation of Deformable Image Registration Algorithms Based On the Jacobian
    Li, E.
    Zhong, Z.
    An, Y.
    Huang, S.
    Zheng, W.
    Lian, J.
    Yang, X.
    [J]. MEDICAL PHYSICS, 2022, 49 (06) : E735 - E735
  • [42] Reducing uncertainties in volumetric image based deformable organ registration
    Liang, J
    Yan, D
    [J]. MEDICAL PHYSICS, 2003, 30 (08) : 2116 - 2122
  • [43] Recurrent Registration Neural Networks for Deformable Image Registration
    Sandkuhler, Robin
    Andermatt, Simon
    Bauman, Grzegorz
    Nyilas, Sylvia
    Jud, Christoph
    Cattin, Philippe C.
    [J]. ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019), 2019, 32
  • [44] Dynamic meshing for deformable image registration
    Cai, Yiqi
    Guo, Xiaohu
    Zhong, Zichun
    Mao, Weihua
    [J]. COMPUTER-AIDED DESIGN, 2015, 58 : 141 - 150
  • [45] Deformable image registration in radiation therapy
    Dowling, Jason A.
    O'Connor, Laura M.
    [J]. JOURNAL OF MEDICAL RADIATION SCIENCES, 2020, 67 (04) : 257 - 259
  • [46] Quantitative evaluation of deformable image registration
    Zhong, Hualiang
    Siebers, Jeffrey V.
    [J]. 2007 4TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING : MACRO TO NANO, VOLS 1-3, 2007, : 724 - 727
  • [47] Deformable image registration with geometric changes
    Yu Liu
    Bo Zhu
    [J]. Frontiers of Information Technology & Electronic Engineering, 2015, 16 : 829 - 837
  • [48] A-wavelet-based multisensor image registration algorithm
    Huang, XS
    Chen, Z
    [J]. 2002 6TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING PROCEEDINGS, VOLS I AND II, 2002, : 773 - 776
  • [49] Infrared Visible Image Registration Based on Gabor Representation Feature Descriptor
    Xu Jing
    Bao Lidong
    Fang Ming
    Du Tianjiao
    [J]. LASER & OPTOELECTRONICS PROGRESS, 2024, 61 (14)
  • [50] Automatic image registration algorithm based on wavelet transform
    School of Information Science and Technology, Beijing Institute of Technology, Beijing 100081, China
    [J]. J Beijing Inst Technol Engl Ed, 2006, 4 (437-442):