Moment invariants for recognition under changing viewpoint and illumination

被引:153
|
作者
Mindru, F
Tuytelaars, T [1 ]
Van Gool, L
Moons, T
机构
[1] Katholieke Univ Leuven, ESAT, PSI, Louvain, Belgium
[2] Swiss Fed Inst Technol, ETH, BIWI, Zurich, Switzerland
[3] Katholieke Univ Brussel, Brussels, Belgium
关键词
color; moment invariants; recognition; viewpoint changes; illumination changes;
D O I
10.1016/j.cviu.2003.10.011
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Generalised color moments combine shape and color information and put them on an equal footing. Rational expressions of such moments can be designed, that are invariant under both geometric deformations and photometric changes. These generalised color moment invariants are effective features for recognition under changing viewpoint and illumination. The paper gives a systematic overview of such moment invariants for several combinations of deformations and photometric changes. Their validity and potential is corroborated through a series of experiments. Both the cases of indoor and outdoor images are considered, as illumination changes tend to differ between these circumstances. Although the generalised color moment invariants are extracted from planar surface patches, it is argued that invariant neighbourhoods offer a concept through which they can also be used to deal with 3D objects and scenes. (C) 2003 Elsevier Inc. All rights reserved.
引用
收藏
页码:3 / 27
页数:25
相关论文
共 50 条
  • [21] Farsi handwritten character recognition with moment invariants
    Dehghan, N
    Faez, K
    DSP 97: 1997 13TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING PROCEEDINGS, VOLS 1 AND 2: SPECIAL SESSIONS, 1997, : 507 - 510
  • [22] Modeling the sensitivity of moment invariants in a recognition system
    Slater, David
    Healey, Glenn
    Journal of the Optical Society of America A: Optics and Image Science, and Vision, 1998, 15 (05):
  • [23] Noise tolerance of moment invariants in pattern recognition
    Balslev, I
    PATTERN RECOGNITION LETTERS, 1998, 19 (13) : 1183 - 1189
  • [24] Robust Iris Recognition Using Moment Invariants
    Kaur, Bineet
    Singh, Sukhwinder
    Kumar, Jagdish
    WIRELESS PERSONAL COMMUNICATIONS, 2018, 99 (02) : 799 - 828
  • [25] SPATIAL MOMENT INVARIANTS AND PATTERN-RECOGNITION
    ZINZINDOHOUE, P
    OPTIK, 1991, 87 (02): : 45 - 47
  • [26] Recognition of the blurred image by complex moment invariants
    Liu, J
    Zhang, TX
    PATTERN RECOGNITION LETTERS, 2005, 26 (08) : 1128 - 1138
  • [27] Image Recognition by Affine Tchebichef Moment Invariants
    Liu, Qian
    Zhu, Hongqing
    Li, Qian
    ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PT III, 2011, 7004 : 472 - 480
  • [28] Affine curve moment invariants for shape recognition
    Zhao, DM
    Chen, J
    PATTERN RECOGNITION, 1997, 30 (06) : 895 - 901
  • [29] Real object recognition using moment invariants
    Mercimek, M
    Gulez, K
    Mumcu, TV
    SADHANA-ACADEMY PROCEEDINGS IN ENGINEERING SCIENCES, 2005, 30 (6): : 765 - 775
  • [30] Robust Iris Recognition Using Moment Invariants
    Bineet Kaur
    Sukhwinder Singh
    Jagdish Kumar
    Wireless Personal Communications, 2018, 99 : 799 - 828