DocumentCode
3409267
Title
Unconstrained logo and trademark retrieval in general color image databases using Color Edge Gradient Co-occurrence Histograms
Author
Phan, Raymond ; Chia, John ; Androutsos, Dimitrios
Author_Institution
Dept. of Electr. & Comput. Eng., Ryerson Univ., Toronto, ON
fYear
2008
fDate
March 31 2008-April 4 2008
Firstpage
1221
Lastpage
1224
Abstract
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.
Keywords
image classification; image colour analysis; image representation; image resolution; image retrieval; object detection; quantisation (signal); statistical analysis; visual databases; color edge gradient cooccurrence histograms; color image databases; color pixel difference classification; color quantization scheme; hue-saturation-value color space; image representation; object detection scheme; trademark retrieval; unconstrained logo; vector order statistics; Color; Histograms; Image databases; Image edge detection; Image retrieval; Information retrieval; Object detection; Quantization; Statistics; Trademarks; Color Edge Gradient Co-occurrence Histogram (CEGCH); HSV quantization; color edge detection; logo and trademark retrieval; pattern recognition;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE International Conference on
Conference_Location
Las Vegas, NV
ISSN
1520-6149
Print_ISBN
978-1-4244-1483-3
Electronic_ISBN
1520-6149
Type
conf
DOI
10.1109/ICASSP.2008.4517836
Filename
4517836
Link To Document