WAVELET-BASED VARIATIONAL DEFORMABLE REGISTRATION FOR ULTRASOUND

被引:0
作者
Hefny, Mohamed S. [1 ]
Ellis, Randy E. [1 ]
机构
[1] Queens Univ, Sch Comp, Kingston, ON, Canada
来源
2010 7TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO | 2010年
关键词
Image registration; Wavelet transforms; Variational methods; Multiresolution analysis; Ultrasound imaging; NONRIGID REGISTRATION; IMAGE REGISTRATION;
D O I
10.1109/ISBI.2010.5490162
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The use of ultrasound as an imaging modality has many clinical applications. Robust and efficient image registration techniques are desirable in many of those applications but, because of the inherent artifacts in ultrasound, the registration problem is challenging. We propose a novel deformable registration method using a discrete wavelet transform (DWT) for ultrasound images. Energy maps were constructed from the details of the DWT in the multiresolution pyramid. The energy maps were then registered through minimizing and energy functiona,l using the calculus of variations, from coarser to more detailed levels of the pyramid. We applied the method to both simulated synthetic images and human liver ultrasound images. The experiments showed the advantages of the proposed method as an efficient and noise-robust registration framework.
引用
收藏
页码:1017 / 1020
页数:4
相关论文
共 15 条
  • [1] Foroughi P, 2005, LECT NOTES COMPUT SC, V3749, P83
  • [2] HONGLI S, 2008, IEEE P INSTR MEAS TE, P235
  • [3] Rapid elastic image registration for 3-D ultrasound
    Krücker, JF
    LeCarpentier, GL
    Fowlkes, JB
    Carson, PL
    [J]. IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (11) : 1384 - 1394
  • [4] LI S, 2006, PATT REC INT C, V3, P877
  • [5] Matz V., 2004, Acta Polytechnica, Czech Technical University in Prague, V44, P61
  • [6] Meyer Y., 1992, WAVELETS OPERATORS
  • [7] Modersitzki J., 2003, NUMER MATH SCI COMP, DOI 10.1093/acprof:oso/9780198528418.001.0001
  • [8] Oubel E, 2006, I S BIOMED IMAGING, P622
  • [9] Pauly O, 2009, PROC CVPR IEEE, P2184, DOI 10.1109/CVPRW.2009.5206528
  • [10] A fast and accurate method to register medical images using wavelet Modulus Maxima
    Sharman, R
    Tyler, JM
    Pianykh, OS
    [J]. PATTERN RECOGNITION LETTERS, 2000, 21 (6-7) : 447 - 462