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A Variational Approach for Adaptive Underwater Sonar Image Denoising

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成果类型:
期刊论文、会议论文
作者:
Chen, Deshan*;Chu, Xiumin;Ma, Feng;Teng, XuanXuan
通讯作者:
Chen, Deshan
作者机构:
[Ma, Feng; Chen, Deshan; Chu, Xiumin] Wuhan Univ Technol, Natl Engn Res Ctr Water Transport Safety, Wuhan, Hubei, Peoples R China.
[Teng, XuanXuan] Wuhan Polytech Univ, Sch Elect & Elect Engn, Wuhan, Hubei, Peoples R China.
通讯机构:
[Chen, Deshan] W
Wuhan Univ Technol, Natl Engn Res Ctr Water Transport Safety, Wuhan, Hubei, Peoples R China.
语种:
英文
关键词:
sonar image;signal dependent noise;speckle noise;image denoising;variational method
期刊:
2017 4th International Conference on Transportation Information and Safety (ICTIS)
年:
2017
页码:
1177-1181
会议名称:
4th International Conference on Transportation Information and Safety (ICTIS)
会议时间:
AUG 08-10, 2017
会议地点:
Banff, CANADA
会议主办单位:
[Chen, Deshan;Chu, Xiumin;Ma, Feng] Wuhan Univ Technol, Natl Engn Res Ctr Water Transport Safety, Wuhan, Hubei, Peoples R China.^[Teng, XuanXuan] Wuhan Polytech Univ, Sch Elect & Elect Engn, Wuhan, Hubei, Peoples R China.
会议赞助商:
Wuhan Univ Technol, China Commun & Transportat Assoc, Amer Soc Civil Engineers, Canadian Soc Civil Engn, IEEE Intelligent Transportat Syst Soc
出版地:
345 E 47TH ST, NEW YORK, NY 10017 USA
出版者:
IEEE
ISBN:
978-1-5386-0437-3
基金类别:
NSFCNational Natural Science Foundation of China (NSFC) [51609193]
机构署名:
本校为其他机构
院系归属:
电气与电子工程学院
摘要:
Underwater sonar imaging is a significant means for a variety of maritime work. However, the sonar images are corrupted by signal dependent speckle noise, which restricts the potential practical applications. In this paper, we propose a novel variational approach that addresses the adaptive sonar image denoising problem. To accurately describe the signal dependent characteristic of noise for real sensors, we utilize a generalized noise model, which can be adapted to represent various types of noise. With the generalized noise model, we formulate the denoising problem via a variational approach...

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