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Integrating bilingual searches for junk image filtering

Published: 30 December 2010 Publication History

Abstract

To filter out the junk images more effectively, bilingual image search results from two image search engines are integrated to identify the clusters for the junk images and the clusters for the relevant images. Experiments are performed on two image search engines (Google Images in English and Baidu Images in Chinese) by using a large number of bilingual keyword-based queries (5000 bilingual query terms), and our experimental results have shown that integrating bilingual image search results can filter out the junk images effectively.

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D. Cai, X. He, Z. Li, W.-Y. Ma, J.-R. Wen, "Hierarchical clustering of WWW image search results using visual, textual, and link information", ACM Multimedia, 2004.
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X.-J. Wang, W.-Y. Ma, G.-R. Xue, X. Li, "Multi-modal similarity propagation and its application for web image retrieval", ACM Multimedia, 2004.
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B. Gao, T.-Y. Liu, T. Qin, X. Zhang, Q.-S. Cheng, W.-Y. Ma, "Web image clustering by consistent utilization of visual features and surrounding texts", ACM Multimedia, 2005.
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Y. Liu, T. Mei, X.-S. Hua, "CrowdReranking: Exploring multiple search engines for visual search reranking", ACM SIGIR, 2009.
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J Shi, J Malik, "Normalized cuts and image segmentation", IEEE Trans. on PAMI, 2000.
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B. Frey, D. Dueck, "Clustering by passing messages between data points", Science, vol. 315, pp. 972--976, 2007.
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H. W. Kuhn, "The Hungarian method for the assignment problem", Naval Research Logistics Quarterly, vol. 2, pp. 83--97, 1955.

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cover image ACM Other conferences
ICIMCS '10: Proceedings of the Second International Conference on Internet Multimedia Computing and Service
December 2010
218 pages
ISBN:9781450304603
DOI:10.1145/1937728
  • General Chairs:
  • Yong Rui,
  • Klara Nahrstedt,
  • Xiaofei Xu,
  • Program Chairs:
  • Hongxun Yao,
  • Shuqiang Jiang,
  • Jian Cheng
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 30 December 2010

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ICIMCS '10

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Overall Acceptance Rate 163 of 456 submissions, 36%

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