Discriminative neighborhood preserving dictionary learning for image classification

Shiye Zhang*, Zhen Dong, Yuwei Wu, Mingtao Pei

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In this paper, a discriminative neighborhood preserving dictionary learning method is proposed. The geometrical structure of the feature space is used to preserve the similarity information of the features, and the features’ class information is employed to enhance the discriminative power of the learned dictionary. The Laplacian matrix which expresses the similarity information and the class information of the features is constructed and used in the objective function. Experimental results on four public datasets demonstrate the effectiveness of the proposed method.

源语言英语
主期刊名Image and Graphics - 8th International Conference, ICIG 2015, Proceedings
编辑Yu-Jin Zhang
出版商Springer Verlag
185-196
页数12
ISBN(印刷版)9783319219622
DOI
出版状态已出版 - 2015
活动8th International Conference on Image and Graphics, ICIG 2015 - Tianjin, 中国
期限: 13 8月 201516 8月 2015

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
9218
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议8th International Conference on Image and Graphics, ICIG 2015
国家/地区中国
Tianjin
时期13/08/1516/08/15

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