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		<summary type="html">&lt;p&gt;Die Seite wurde neu angelegt: „  == Referenz ==  He, J., Li, M., Zhang, H.J. and Zhang, C. (2004): Symmetry feature in content-based image retrieval. Paper presented at the IEEE Internationa…“&lt;/p&gt;
&lt;p&gt;&lt;b&gt;Neue Seite&lt;/b&gt;&lt;/p&gt;&lt;div&gt;&lt;br /&gt;
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== Referenz == &lt;br /&gt;
He, J., Li, M., Zhang, H.J. and Zhang, C. (2004): Symmetry feature in content-based image retrieval. Paper presented at the IEEE International Conference on Image Processing, Beijing, China. &lt;br /&gt;
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== DOI ==&lt;br /&gt;
http://dx.doi.org/10.1109/ICIP.2004.1418779 &lt;br /&gt;
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== Abstract ==&lt;br /&gt;
In this paper, we first apply the theory of wallpaper groups to natural images and extract a novel feature to depict the symmetry property of natural images. The original proposed algorithm takes autocorrelation and correlation as a preprocessing step, which is very time-consuming. Through further analysis, we develop a set of schemes to accelerate this algorithm. Experimental results demonstrate that in performing content-based image retrieval, the proposed symmetry feature outperforms the wavelet feature, which is a widely accepted descriptor of texture, and water-filling feature. The accelerated version of the algorithm improves the processing speed by a large margin while it produces little degradation in retrieval performance.&lt;br /&gt;
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== Extended Abstract ==&lt;br /&gt;
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== Bibtex == &lt;br /&gt;
 @INPROCEEDINGS{1418779,&lt;br /&gt;
 author={Jingrui He and Mingjing Li and Hong-Jiang Zhang and Changshui Zhang},&lt;br /&gt;
 booktitle={Image Processing, 2004. ICIP &amp;#039;04. 2004 International Conference on},&lt;br /&gt;
 title={Symmetry feature in content-based image retrieval},&lt;br /&gt;
 year={2004},&lt;br /&gt;
 volume={1},&lt;br /&gt;
 pages={417-420 Vol. 1},&lt;br /&gt;
 keywords={content-based retrieval;correlation methods;feature extraction;image retrieval;image texture;natural scenes;symmetry;autocorrelation preprocessing;content-based image retrieval;correlation preprocessing;symmetry features;texture descriptor;wallpaper groups theory;water-filling feature;Acceleration;Algorithm design and analysis;Asia;Autocorrelation;Automation;Content based retrieval;Data mining;Feature extraction;Helium;Image retrieval},&lt;br /&gt;
 doi={10.1109/ICIP.2004.1418779},&lt;br /&gt;
 url={http://dx.doi.org/10.1109/ICIP.2004.1418779 http://de.evo-art.org/index.php?title=Symmetry_feature_in_content-based_image_retrieval },&lt;br /&gt;
 ISSN={1522-4880},&lt;br /&gt;
 month={Oct},&lt;br /&gt;
 }&lt;br /&gt;
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== Used References == &lt;br /&gt;
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J.R. He, M.J. Li, H.J. Zhang, and C.S. Zhang, &amp;quot;Automatic peak number detection in image symmetry analysis&amp;quot;, submitted to PCM&amp;#039;2004, 2004. http://dx.doi.org/10.1007/978-3-540-30543-9_15&lt;br /&gt;
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J. Huang, S.R. Kumar, M. Mitra, W.J. Zhu, and R. Zabih, &amp;quot;Image indexing using color correlograms&amp;quot;, CVPR, 762-768, 1997.  http://dx.doi.org/10.1109/CVPR.1997.609412&lt;br /&gt;
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D. Reisfeld, and Y. Yeshurun, &amp;quot;Robust detection of facial features by generalized symmetry&amp;quot;, Proc. IEEE Int. Conf. on Pattern Recognition, 117-120, 1992.  http://dx.doi.org/10.1109/ICPR.1992.201521&lt;br /&gt;
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M. Stricker, and M. Orengo, &amp;quot;Similarity of color images&amp;quot;, Storage and Retrieval for Image and Video Databases, 381-392, 1995.  http://dx.doi.org/10.1117/12.205308&lt;br /&gt;
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M.J. Swain, and D.H. Ballard, &amp;quot;Indexing via color histograms&amp;quot;, Proc. Third Int. Conf. on Computer Vision, 390-393, 1990. http://dx.doi.org/10.1109/ICCV.1990.139558&lt;br /&gt;
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J.Z. Wang, G. Wiederhold, O. Firschein, and S.X. Wei, &amp;quot;Content-based image indexing and searching using Daubechies&amp;#039; wavelets&amp;quot;, Int. J. on Digital Libraries, 1:311-328, 1997. http://dx.doi.org/10.1007/s007990050026&lt;br /&gt;
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H. Zabrodsky, S. Peleg, and D. Avnir, &amp;quot;Continuous symmetry measures&amp;quot;, J. American Chem. Soc., 115:8278-8289, 1992. http://dx.doi.org/10.1021/ja00046a033&lt;br /&gt;
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X.S. Zhou, and T.S. Huang, &amp;quot;Image retrieval: feature primitives, feature representation, and relevance feedback&amp;quot;, CBAIVL &amp;#039;2000, in conjunction with IEEE CVPR&amp;#039;2000, 2000. http://dx.doi.org/10.1109/IVL.2000.853832&lt;br /&gt;
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X.S. Zhou, Y. Rui, and T.S. Huang, &amp;quot;Water-Filling: a novel way for image structural feature extraction&amp;quot;, ICIP&amp;#039;99, 1999. http://dx.doi.org/10.1109/ICIP.1999.822959&lt;br /&gt;
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== Links == &lt;br /&gt;
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=== Full Text === &lt;br /&gt;
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