Content-based unconstrained color logo and trademark retrieval with Color Edge Gradient Co-occurrence Histograms

被引:0
作者
Phan, Raymond [1 ]
Androutsos, Dimitrios [1 ]
机构
[1] Ryerson Univ, Dept Elect & Comp Engn, Toronto, ON M5B 2K3, Canada
来源
MULTIMEDIA CONTENT ACCESS: ALGORITHMS AND SYSTEMS II | 2008年 / 6820卷
关键词
Color Edge Gradient Co-occurrence Histogram (CEGCH); logo and trademark retrieval; color edge; detection; pattern recognition; object detection;
D O I
10.1117/12.766426
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we present a logo and trademark retrieval system for unconstrained color image databases that extends the Color Edge Co-occurrence Histogram (CECH) object detection scheme. We introduce more accurate information to the, CECH, by virtue of incorporating color edge detection using vector order statistics. This produces a more accurate representation of edges in color images, in comparison to the simple color pixel difference classification of edges as seen in the CECH. Our proposed method is thus reliant on edge gradient information, and as such, we call this the Color Edge Gradient Co-occurrence Histogram (CEGCH). We use this as the main mechanism for our unconstrained color logo and trademark retrieval scheme. Results illustrate that the proposed retrieval system retrieves logos and trademarks with good accuracy, and outperforms the CECH object detection scheme with higher precision and recall.
引用
收藏
页数:12
相关论文
共 18 条
  • [1] ALWIS S, 1998, P IEE C NEUR NETW IN
  • [2] Billboard advertising detection in sport TV
    Cai, GC
    Chen, LM
    Li, JC
    [J]. SEVENTH INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND ITS APPLICATIONS, VOL 1, PROCEEDINGS, 2003, : 537 - 540
  • [3] CHANG P, 1999, IEEE T CVPR, V2, P23
  • [4] EDGE-DETECTION IN MULTISPECTRAL IMAGES
    CUMANI, A
    [J]. CVGIP-GRAPHICAL MODELS AND IMAGE PROCESSING, 1991, 53 (01): : 40 - 51
  • [5] A NOTE ON THE GRADIENT OF A MULTIIMAGE
    DIZENZO, S
    [J]. COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1986, 33 (01): : 116 - 125
  • [6] Similarity retrieval of trademark images
    Eakins, JP
    Boardman, JM
    Graham, ME
    [J]. IEEE MULTIMEDIA, 1998, 5 (02) : 53 - 63
  • [7] Folkers A, 2002, INT C PATT RECOG, P521, DOI 10.1109/ICPR.2002.1047991
  • [8] Image retrieval using color and shape
    Jain, AK
    Vailaya, A
    [J]. PATTERN RECOGNITION, 1996, 29 (08) : 1233 - 1244
  • [9] KWAN PWH, 2001, P IEEE PACRIM C COMM, V1, P255
  • [10] Color object detection using spatial-color joint probability functions
    Luo, JB
    Crandall, D
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (06) : 1443 - 1453