AM-FM image analysis using the Hilbert Huang Transform

被引:8
|
作者
Tay, Peter C. [1 ]
机构
[1] Western Carolina Univ, Dept Engn & Technol, Cullowhee, NC 28723 USA
关键词
D O I
10.1109/SSIAI.2008.4512273
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 explores the incorporation of the two dimensional (2D) empirical mode decomposition, which is used in the Hilbert-Huang Transform, into a meaningful AM-FM image model framework. A virtue of the empirical mode decomposition is that it decomposes a non-stationary signal into stationary intrinsic mode functions and a residue signal. The empirical mode decomposition attempts to produce intrinsic mode functions that are stationary and a residue function that is dominated by piecewise monotonic functions. When considering image pixel values as produced from a non-stationary process, the 2D empirical mode decomposition shows promise as a precursor step in determining AM-FM components where stationarity is needed.
引用
收藏
页码:13 / 16
页数:4
相关论文
共 50 条
  • [21] Fingerprint classification using an AM-FM model
    Pattichis, MS
    Panayi, G
    Bovik, AC
    Hsu, SP
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (06) : 951 - 954
  • [22] AM-FM Texture Image Analysis of the Intima and Media Layers of the Carotid Artery
    Loizou, Christos P.
    Murray, Victor
    Pattichis, Marios S.
    Christodoulou, Christodoulos S.
    Pantziaris, Marios
    Nicolaides, Andrew
    Pattichis, Constantinos S.
    ARTIFICIAL NEURAL NETWORKS - ICANN 2009, PT II, 2009, 5769 : 885 - 894
  • [23] AM-FM Image Analysis based on Sparse Coding Frequency Separation Approach
    Diop, El Hadji S.
    Skretting, Karl
    Boudraa, Abdel-O
    28TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO 2020), 2021, : 610 - 614
  • [24] Analysis of Sunspot Variability Using the Hilbert – Huang Transform
    Bradley L. Barnhart
    William E. Eichinger
    Solar Physics, 2011, 269 : 439 - 449
  • [25] Analysis of Sunspot Variability Using the Hilbert - Huang Transform
    Barnhart, Bradley L.
    Eichinger, William E.
    SOLAR PHYSICS, 2011, 269 (02) : 439 - 449
  • [26] Affective Pattern Analysis of Image in Frequency Domain Using the Hilbert-Huang Transform
    Lee, Poming
    Tsui, Wei-Hsuan
    Teng, Yun
    Hsiao, Tzu-Chien
    2012 IEEE ASIA PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS (APCCAS), 2012, : 667 - 670
  • [27] Wideband frequency excursions in computed AM-FM image models
    Havlicek, JP
    Harding, DS
    Mamuya, ND
    Bovik, AC
    1998 IEEE SOUTHWEST SYMPOSIUM ON IMAGE ANALYSIS AND INTERPRETATION, 1998, : 211 - 216
  • [28] Fingerprint image enhancement algorithm based on AM-FM model
    Zhang, WW
    Wang, YS
    SECOND INTERNATION CONFERENCE ON IMAGE AND GRAPHICS, PTS 1 AND 2, 2002, 4875 : 731 - 736
  • [29] Multidimensional AM-FM Models and Methods for Biomedical Image Computing
    Pattichis, M. S.
    2009 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-20, 2009, : 5641 - 5644
  • [30] AM-FM MODULATION STANDARD
    KIKKERT, CJ
    IEE PROCEEDINGS-F RADAR AND SIGNAL PROCESSING, 1981, 128 (06) : 379 - 384