PMID: 16519356Mar 8, 2006Paper

Similarity-based online feature selection in content-based image retrieval

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Wei JiangJinwei Gu

Abstract

Content-based image retrieval (CBIR) has been more and more important in the last decade, and the gap between high-level semantic concepts and low-level visual features hinders further performance improvement. The problem of online feature selection is critical to really bridge this gap. In this paper, we investigate online feature selection in the relevance feedback learning process to improve the retrieval performance of the region-based image retrieval system. Our contributions are mainly in three areas. 1) A novel feature selection criterion is proposed, which is based on the psychological similarity between the positive and negative training sets. 2) An effective online feature selection algorithm is implemented in a boosting manner to select the most representative features for the current query concept and combine classifiers constructed over the selected features to retrieve images. 3) To apply the proposed feature selection method in region-based image retrieval systems, we propose a novel region-based representation to describe images in a uniform feature space with real-valued fuzzy features. Our system is suitable for online relevance feedback learning in CBIR by meeting the three requirements: learning with small s...Continue Reading

References

Jun 7, 2002·The Behavioral and Brain Sciences·J B Tenenbaum, T L Griffiths
Sep 21, 2004·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Feng JingBo Zhang
Mar 4, 2005·IEEE Transactions on Pattern Analysis and Machine Intelligence·Martin H C LawAnil K Jain
Feb 5, 2008·IEEE Transactions on Neural Networks·Guo-Dong GuoHong-Jiang Zhang

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Citations

Oct 9, 2014·IEEE Journal of Biomedical and Health Informatics·Ashnil KumarJinman Kim
Sep 24, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Zechao Li, Jinhui Tang
May 1, 2013·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Huazhu FuZhuowen Tu
Nov 6, 2014·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Buyue QianIan Davidson
Sep 17, 2011·IEEE Transactions on Pattern Analysis and Machine Intelligence·Bernhard A Moser
Oct 12, 2007·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Pierre-Marc JodoinChristophe Rosenberger
Aug 16, 2012·IEEE Transactions on Bio-medical Engineering·Farhan RiazMiguel Tavares Coimbra
Sep 2, 2011·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Jiann-Jone ChenDe-Hui Shiue
Aug 26, 2017·Journal of Digital Imaging·Qiling TangXianfu Xia

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