Application of the wavelet based Radon transform

被引:1
|
作者
Deans, SR [1 ]
Gangadharan, D [1 ]
机构
[1] Univ S Florida, Dept Phys, Tampa, FL 33620 USA
关键词
Radon transform; wavelet transform; reconstruction; projections; backprojection; local tomography;
D O I
10.1117/12.300056
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
The theory of the Radon transform forms the foundation for problems of reconstruction from projections. For example, in computerized tomography (CT) the raw data can be identified with the Radon transform of the image. The desired image is found by applying the inverse Radon transform to the projection data. In cases where it is desired to image a local region that is small in comparison to the entire image there is a problem due to the nature of the global properties of the inverse Radon transform in two dimensions. From a practical point of view this means we must have projection data for regions that are not in the region of interest (ROI) in order to stabilize the inversion process that yields the ROI. Introduction of the wavelet transform as an intermediate part of the inversion leads to an important improvement in this procedure. It is possible to devise algorithms such that significantly less radiation exposure is required without causing a noticeable degradation of the image in the ROI. The key is to make use of wavelets with several vanishing moments and to do appropriate sparse sampling away from the ROI. A review of Radon transform inversion is discussed for three major inversion algorithms, and a brief summary of wavelets is given. The current situation on wavelet based Radon transform inversion is reviewed along with potential applications to CT, limited angle CT, and single photon emission computed tomography (SPECT).
引用
收藏
页码:191 / 199
页数:9
相关论文
共 50 条
  • [21] A novel SAR signal detection method based on spectrogram-radon transform and wavelet transform
    You, H
    Feng, S
    Qu, CW
    Xia, MG
    WAVELET ANALYSIS AND ITS APPLICATIONS, AND ACTIVE MEDIA TECHNOLOGY, VOLS 1 AND 2, 2004, : 406 - 411
  • [22] A wavelet-based SPECT reconstruction algorithm for nonuniformly attenuated Radon transform
    Wen, Junhai
    Kong, Lingkai
    MEDICAL PHYSICS, 2010, 37 (09) : 4762 - 4767
  • [23] Signal detection algorithm using Discrete Wavelet Transform and Radon Transform
    Thiruvengadam, SJ
    Chinnadurai, P
    Kumar, MT
    Abhaikumar, V
    IETE JOURNAL OF RESEARCH, 2004, 50 (05) : 353 - 360
  • [24] Feature extraction using radon, wavelet and Fourier transform
    Chen, G. Y.
    Kegl, B.
    2007 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOLS 1-8, 2007, : 847 - +
  • [25] Wavelet methods for inverting the radon transform with noisy data
    Lee, NY
    Lucier, BJ
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (01) : 79 - 94
  • [26] The application of image compression based on discrete wavelet transform
    Liu, Dan
    Li, Jianping
    Gu, Xiaofeng
    Liao, Jianming
    Zhan, Siyu
    WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING, VOL 1 AND 2, 2006, : 291 - +
  • [27] An expert system based on wavelet transform and radon neural network for pavement distress classification
    Moghadas Nejad, Fereidoon
    Zakeri, Hamzeh
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (06) : 7088 - 7101
  • [28] A watermarking method combined with Radon transform and 2D-wavelet transform
    Li, Yuancheng
    Wang, Xiaolei
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 4586 - 4590
  • [29] Application of K-L transform based on wavelet transform in reduction of noise
    Wu, Y.-H. (gaoshan_yangzhi@163.com), 2005, Chinese Research Institute of Radiowave Propagation (20):
  • [30] A fast algorithm of Continuous Wavelet Transform based on Mellin Transform with biomedical application
    Zhang, T
    Yang, FS
    Tang, QY
    PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 1142 - 1144