Fast IIR isotropic 2-D complex Gabor filters with boundary initialization

被引:14
|
作者
Bernardino, Alexandre [1 ]
Santos-Victor, Jose [1 ]
机构
[1] Univ Tecn Lisboa, Inst Sist & Robot, Inst Super Tecn, P-1049001 Lisbon, Portugal
关键词
filter initialization; Gabor filters; image analysis; infinite impulse response (IIR) digital filters;
D O I
10.1109/TIP.2006.881995
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Gabor filters are widely applied in image analysis and computer vision applications. This paper describes a fast algorithm for isotropic complex Gabor filtering that outperforms existing implementations. The main computational improvement arises from the decomposition of Gabor filtering into more efficient Gaussian filtering and sinusoidal modulations. Appropriate filter initial conditions are derived to avoid boundary transients, without requiring explicit image border extension. Our proposal reduces up to 39% the number of required operations with respect to state-of-the-art approaches. A full C++ implementation of the method is publicly available.
引用
收藏
页码:3338 / 3348
页数:11
相关论文
共 50 条
  • [31] Design of staple 2-D IIR digital filters using iterative semidefinite programming
    Lu, WS
    ISCAS 2000: IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - PROCEEDINGS, VOL I: EMERGING TECHNOLOGIES FOR THE 21ST CENTURY, 2000, : 395 - 398
  • [32] Design of 2-D IIR digital filters with approximatively flat group delay characteristic
    Nikolic, SV
    Stojanavic, VS
    TELSIKS 2001, VOL 1 & 2, PROCEEDINGS, 2001, : 807 - 810
  • [33] LINEAR-ARRAY PROCESSORS FOR 2-D FIR AND IIR DIGITAL-FILTERS
    WAN, Y
    FAHMY, MM
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1990, 37 (10): : 1291 - 1296
  • [34] Design of 2-D IIR filters using two error criteria with genetic algorithm
    Wysocka-Schillak, Felicja
    Adaptive and Natural Computing Algorithms, Pt 1, 2007, 4431 : 248 - 256
  • [35] A linear approach to the design of 2-d IIR filters with near linear phase specifications
    SidAhmed, MA
    38TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, PROCEEDINGS, VOLS 1 AND 2, 1996, : 696 - 699
  • [36] CHEBYSHEV APPROXIMATIONS FOR THE DIRECT DESIGN OF 2-D QUARTER-PLANE IIR FILTERS
    SOLTIS, JJ
    KENT, TJ
    SIDAHMED, MA
    IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1990, 38 (03): : 562 - 567
  • [37] The costs and benefits of using complex 2-D Gabor filters in a filter-based fingerprint-matching system
    Horton, M
    Meenen, P
    Adhami, R
    Cox, P
    PROCEEDINGS OF THE THIRTY-FOURTH SOUTHEASTERN SYMPOSIUM ON SYSTEM THEORY, 2002, : 171 - 175
  • [38] Design of delta operator based 2-D IIR filters using symmetrical decomposition
    Khoo, I-Hung
    Reddy, Hari C.
    Rajan, P. K.
    2006 IEEE ASIA PACIFIC CONFERENCE ON CIRCUITS AND SYSTEMS, 2006, : 394 - +
  • [39] EIGENFILTER DESIGN OF 1-D AND 2-D IIR DIGITAL ALL-PASS FILTERS
    PEI, SC
    SHYU, JJ
    IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1994, 42 (04) : 966 - 968
  • [40] A DESIGN METHOD OF 2-D DIAMOND-SHAPED HALF-BAND IIR FILTERS
    YOSHIDA, T
    NISHIHARA, A
    FUJII, N
    IEICE TRANSACTIONS ON COMMUNICATIONS ELECTRONICS INFORMATION AND SYSTEMS, 1991, 74 (11): : 3593 - 3601