Unconstrained logo and trademark retrieval in general color image databases using Color Edge Gradient Co-occurrence Histograms

被引:6
作者
Phan, Raymond [1 ]
Chia, John [1 ]
Androutsos, Dimitrios [1 ]
机构
[1] Ryerson Univ, Dept Elect & Comp Engn, Toronto, ON M5B 2K3, Canada
来源
2008 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING, VOLS 1-12 | 2008年
关键词
Color Edge Gradient Co-occurrence Histogram (CEGCH); logo and trademark retrieval; color edge detection; HSV quantization; pattern recognition;
D O I
10.1109/ICASSP.2008.4517836
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, we present a logo and trademark retrieval system for general, unconstrained, color image databases, extending 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, thus we call it the Color Edge Gradient Co-occurrence Histogram (CEGCH). We also introduce a novel color quantization scheme based in the Hue-Saturation-Value (HSV) color space, illustrating that it is more suitable for image retrieval in comparison to the color quantization scheme introduced with the CECH. Results illustrate that our retrieval system retrieves logos and trademarks with good accuracy, outperforming the use of the CECH in image retrieval with higher precision and recall.
引用
收藏
页码:1221 / 1224
页数:4
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