Discriminative neighborhood preserving dictionary learning for image classification

Shiye Zhang; Zhen Dong; Yuwei Wu; Mingtao Pei

doi:10.1007/978-3-319-21963-9_17

Discriminative neighborhood preserving dictionary learning for image classification

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

^*此作品的通讯作者

计算机学院

Beijing Institute of Technology

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
页	185-196
页数	12
ISBN（印刷版）	9783319219622
DOI	https://doi.org/10.1007/978-3-319-21963-9_17
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 2015 → 16 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)
卷	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
市	Tianjin
时期	13/08/15 → 16/08/15

访问文件

10.1007/978-3-319-21963-9_17

其它文件与链接

链接到 Scopus 的出版物

引用此

Zhang, S., Dong, Z., Wu, Y., & Pei, M. (2015). Discriminative neighborhood preserving dictionary learning for image classification. 在 Y.-J. Zhang (编辑), Image and Graphics - 8th International Conference, ICIG 2015, Proceedings (页码 185-196). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 9218). Springer Verlag. https://doi.org/10.1007/978-3-319-21963-9_17

Zhang, Shiye ; Dong, Zhen ; Wu, Yuwei 等. / Discriminative neighborhood preserving dictionary learning for image classification. Image and Graphics - 8th International Conference, ICIG 2015, Proceedings. 编辑 / Yu-Jin Zhang. Springer Verlag, 2015. 页码 185-196 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

@inproceedings{d7a52ab6833548388d91955bdf7839ba,

title = "Discriminative neighborhood preserving dictionary learning for image classification",

abstract = "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{\textquoteright} 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.",

keywords = "Dictionary learning, Discriminative, Image classification, Similarity",

author = "Shiye Zhang and Zhen Dong and Yuwei Wu and Mingtao Pei",

note = "Publisher Copyright: {\textcopyright} Springer International Publishing Switzerland 2015.; 8th International Conference on Image and Graphics, ICIG 2015 ; Conference date: 13-08-2015 Through 16-08-2015",

year = "2015",

doi = "10.1007/978-3-319-21963-9_17",

language = "English",

isbn = "9783319219622",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer Verlag",

pages = "185--196",

editor = "Yu-Jin Zhang",

booktitle = "Image and Graphics - 8th International Conference, ICIG 2015, Proceedings",

address = "Germany",

}

Zhang, S, Dong, Z, Wu, Y & Pei, M 2015, Discriminative neighborhood preserving dictionary learning for image classification. 在 Y-J Zhang (编辑), Image and Graphics - 8th International Conference, ICIG 2015, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 卷 9218, Springer Verlag, 页码 185-196, 8th International Conference on Image and Graphics, ICIG 2015, Tianjin, 中国, 13/08/15. https://doi.org/10.1007/978-3-319-21963-9_17

Discriminative neighborhood preserving dictionary learning for image classification. / Zhang, Shiye; Dong, Zhen; Wu, Yuwei 等.
Image and Graphics - 8th International Conference, ICIG 2015, Proceedings. 编辑 / Yu-Jin Zhang. Springer Verlag, 2015. 页码 185-196 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); 卷 9218).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - Discriminative neighborhood preserving dictionary learning for image classification

AU - Zhang, Shiye

AU - Dong, Zhen

AU - Wu, Yuwei

AU - Pei, Mingtao

N1 - Publisher Copyright: © Springer International Publishing Switzerland 2015.

PY - 2015

Y1 - 2015

N2 - 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.

AB - 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.

KW - Dictionary learning

KW - Discriminative

KW - Image classification

KW - Similarity

UR - http://www.scopus.com/inward/record.url?scp=84943603793&partnerID=8YFLogxK

U2 - 10.1007/978-3-319-21963-9_17

DO - 10.1007/978-3-319-21963-9_17

M3 - Conference contribution

AN - SCOPUS:84943603793

SN - 9783319219622

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 185

EP - 196

BT - Image and Graphics - 8th International Conference, ICIG 2015, Proceedings

A2 - Zhang, Yu-Jin

PB - Springer Verlag

T2 - 8th International Conference on Image and Graphics, ICIG 2015

Y2 - 13 August 2015 through 16 August 2015

ER -

Zhang S, Dong Z, Wu Y, Pei M. Discriminative neighborhood preserving dictionary learning for image classification. 在 Zhang YJ, 编辑, Image and Graphics - 8th International Conference, ICIG 2015, Proceedings. Springer Verlag. 2015. 页码 185-196. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-319-21963-9_17

Discriminative neighborhood preserving dictionary learning for image classification

摘要

出版系列

会议

访问文件

其它文件与链接

指纹

引用此