A new method of SAR image segmentation based on neural network

Xiao Rong Xue; Yan Ning Zhang; Rong Chun Zhao; Feng Duan; Yi Chen

doi:10.1109/ICCIMA.2003.1238116

A new method of SAR image segmentation based on neural network

Xiao Rong Xue, Yan Ning Zhang, Rong Chun Zhao, Feng Duan, Yi Chen

School of Computer Science

Northwestern Polytechnical University Xian

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Abstract

For the speckle consisted in SAR image, SR image cannot be segmented efficiently with traditional methods. In this paper, according to the features of SAR image and ANN, the automatic clustering method based on competitive Hopfield NN is used o segment SAR image. With experiment, it is proved that a good result can be gotten with the method proposed in the paper, and at the same time, the speckle in the SAR image is also reduced greatly.

Original language	English
Title of host publication	Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003
Editors	Licheng Jiao, Xin Yao, Brijesh Verma, Henry Selvaraj
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	149-153
Number of pages	5
ISBN (Electronic)	0769519571, 9780769519579
DOIs	https://doi.org/10.1109/ICCIMA.2003.1238116
State	Published - 2003
Event	5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003 - Xian, China Duration: 27 Sep 2003 → 30 Sep 2003

Publication series

Name	Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003

Conference

Conference	5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003
Country/Territory	China
City	Xian
Period	27/09/03 → 30/09/03

Keywords

Artificial neural networks
Clouds
Clustering methods
Computer vision
Histograms
Image segmentation
Neural networks
Object recognition
Speckle
Stochastic resonance

Access to Document

10.1109/ICCIMA.2003.1238116

Cite this

Xue, X. R., Zhang, Y. N., Zhao, R. C., Duan, F., & Chen, Y. (2003). A new method of SAR image segmentation based on neural network. In L. Jiao, X. Yao, B. Verma, & H. Selvaraj (Eds.), Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003 (pp. 149-153). Article 1238116 (Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICCIMA.2003.1238116

Xue, Xiao Rong ; Zhang, Yan Ning ; Zhao, Rong Chun et al. / A new method of SAR image segmentation based on neural network. Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003. editor / Licheng Jiao ; Xin Yao ; Brijesh Verma ; Henry Selvaraj. Institute of Electrical and Electronics Engineers Inc., 2003. pp. 149-153 (Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003).

@inproceedings{832889a4faeb44c1b0806597a2aba9a3,

title = "A new method of SAR image segmentation based on neural network",

abstract = "For the speckle consisted in SAR image, SR image cannot be segmented efficiently with traditional methods. In this paper, according to the features of SAR image and ANN, the automatic clustering method based on competitive Hopfield NN is used o segment SAR image. With experiment, it is proved that a good result can be gotten with the method proposed in the paper, and at the same time, the speckle in the SAR image is also reduced greatly.",

keywords = "Artificial neural networks, Clouds, Clustering methods, Computer vision, Histograms, Image segmentation, Neural networks, Object recognition, Speckle, Stochastic resonance",

author = "Xue, {Xiao Rong} and Zhang, {Yan Ning} and Zhao, {Rong Chun} and Feng Duan and Yi Chen",

note = "Publisher Copyright: {\textcopyright} 2003 IEEE.; 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003 ; Conference date: 27-09-2003 Through 30-09-2003",

year = "2003",

doi = "10.1109/ICCIMA.2003.1238116",

language = "英语",

series = "Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "149--153",

editor = "Licheng Jiao and Xin Yao and Brijesh Verma and Henry Selvaraj",

booktitle = "Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003",

}

Xue, XR, Zhang, YN, Zhao, RC, Duan, F & Chen, Y 2003, A new method of SAR image segmentation based on neural network. in L Jiao, X Yao, B Verma & H Selvaraj (eds), Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003., 1238116, Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003, Institute of Electrical and Electronics Engineers Inc., pp. 149-153, 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003, Xian, China, 27/09/03. https://doi.org/10.1109/ICCIMA.2003.1238116

A new method of SAR image segmentation based on neural network. / Xue, Xiao Rong; Zhang, Yan Ning; Zhao, Rong Chun et al.
Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003. ed. / Licheng Jiao; Xin Yao; Brijesh Verma; Henry Selvaraj. Institute of Electrical and Electronics Engineers Inc., 2003. p. 149-153 1238116 (Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - A new method of SAR image segmentation based on neural network

AU - Xue, Xiao Rong

AU - Zhang, Yan Ning

AU - Zhao, Rong Chun

AU - Duan, Feng

AU - Chen, Yi

PY - 2003

Y1 - 2003

N2 - For the speckle consisted in SAR image, SR image cannot be segmented efficiently with traditional methods. In this paper, according to the features of SAR image and ANN, the automatic clustering method based on competitive Hopfield NN is used o segment SAR image. With experiment, it is proved that a good result can be gotten with the method proposed in the paper, and at the same time, the speckle in the SAR image is also reduced greatly.

AB - For the speckle consisted in SAR image, SR image cannot be segmented efficiently with traditional methods. In this paper, according to the features of SAR image and ANN, the automatic clustering method based on competitive Hopfield NN is used o segment SAR image. With experiment, it is proved that a good result can be gotten with the method proposed in the paper, and at the same time, the speckle in the SAR image is also reduced greatly.

KW - Artificial neural networks

KW - Clouds

KW - Clustering methods

KW - Computer vision

KW - Histograms

KW - Image segmentation

KW - Neural networks

KW - Object recognition

KW - Speckle

KW - Stochastic resonance

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U2 - 10.1109/ICCIMA.2003.1238116

DO - 10.1109/ICCIMA.2003.1238116

M3 - 会议稿件

AN - SCOPUS:56849099919

T3 - Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003

SP - 149

EP - 153

BT - Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003

A2 - Jiao, Licheng

A2 - Yao, Xin

A2 - Verma, Brijesh

A2 - Selvaraj, Henry

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003

Y2 - 27 September 2003 through 30 September 2003

ER -

Xue XR, Zhang YN, Zhao RC, Duan F, Chen Y. A new method of SAR image segmentation based on neural network. In Jiao L, Yao X, Verma B, Selvaraj H, editors, Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003. Institute of Electrical and Electronics Engineers Inc. 2003. p. 149-153. 1238116. (Proceedings - 5th International Conference on Computational Intelligence and Multimedia Applications, ICCIMA 2003). doi: 10.1109/ICCIMA.2003.1238116

A new method of SAR image segmentation based on neural network

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