Discriminative Semantic Subspace Analysis for Relevance Feedback

IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society
Lining ZhangLing Shao

Abstract

Content-based image retrieval (CBIR) has attracted much attention during the past decades for its potential practical applications to image database management. A variety of relevance feedback (RF) schemes have been designed to bridge the gap between low-level visual features and high-level semantic concepts for an image retrieval task. In the process of RF, it would be impractical or too expensive to provide explicit class label information for each image. Instead, similar or dissimilar pairwise constraints between two images can be acquired more easily. However, most of the conventional RF approaches can only deal with training images with explicit class label information. In this paper, we propose a novel discriminative semantic subspace analysis (DSSA) method, which can directly learn a semantic subspace from similar and dissimilar pairwise constraints without using any explicit class label information. In particular, DSSA can effectively integrate the local geometry of labeled similar images, the discriminative information between labeled similar and dissimilar images, and the local geometry of labeled and unlabeled images together to learn a reliable subspace. Compared with the popular distance metric analysis approaches,...Continue Reading

References

Dec 23, 2000·Science·S T Roweis, L K Saul
Apr 1, 2006·Proceedings of the National Academy of Sciences of the United States of America·David L Donoho, Carrie Grimes
Jun 24, 2006·IEEE Transactions on Pattern Analysis and Machine Intelligence·Dacheng TaoXindong Wu
Aug 19, 2007·IEEE Transactions on Pattern Analysis and Machine Intelligence·Dacheng TaoStephen J Maybank
Dec 27, 2008·IEEE Transactions on Pattern Analysis and Machine Intelligence·Dacheng TaoStephen J Maybank
Aug 18, 2010·IEEE Transactions on Pattern Analysis and Machine Intelligence·Yiming LiuJiebo Luo
Oct 5, 2011·IEEE Transactions on Systems, Man, and Cybernetics. Part B, Cybernetics : a Publication of the IEEE Systems, Man, and Cybernetics Society·Lining ZhangWeisi Lin
Dec 14, 2011·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Lining ZhangWeisi Lin
Mar 1, 2012·IEEE Transactions on Pattern Analysis and Machine Intelligence·Bo GengXian-Sheng Hua
Apr 26, 2012·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Lining ZhangWeisi Lin
Jun 27, 2014·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Yong LuoChao Xu
Jul 12, 2014·IEEE Transactions on Neural Networks and Learning Systems·Ling ShaoXuelong Li
Jan 17, 2015·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Li LiuLing Shao
Oct 21, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Mengyang YuLing Shao
Nov 6, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Chang XuChao Xu
Nov 10, 2015·IEEE Transactions on Pattern Analysis and Machine Intelligence·Mengyang YuXiaofei He

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Citations

Jan 17, 2017·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Zheng ZhangGuo-Sen Xie
Jun 27, 2017·IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society·Richang HongQi Tian

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