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Variational-based speckle noise removal of SAR imagery

  • Chaomin Shen
  • , Ling Pi
  • , Yaxin Peng
  • , Zhibin Li*
  • *此作品的通讯作者
  • East China Normal University
  • Shanghai Jiao Tong University
  • École Normale Supérieure de Lyon

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 we present a variational method for Synthetic Aperture Radar (SAR) speckle removal. Variational method is a newly developed technique for the removal of SAR's multiplicative noise. For an image, we could define an energy functional. The energy evolves as the original image changes, and the minimum energy corresponds to the speckle reduced result. Partial differential equation (PDE) technique is used to get the minimal solution. Our energy functional makes use of the statistical information of the multiplicative noise since it follows a Gamma law with mean μ = 1 and variance (σ2 = 1/M for M-look SAR. Our energy is a regularization term with two constraints. The regularization term is the integral for the norm of image gradient; two constraints are the mean of noise should be 1 and the variance of noise should be 1/M. We use the method of Lagrange multipliers, Euler-Lagrange equation and heat flow method to obtain the minimizer of the energy. ERS PRecision Image (PRI) data are to demonstrate our algorithm. Numerical result shows that the speckle reduced image preserves edges and point targets while smoothes homogenous regions in the original image. The algorithm is computationally efficient and easy to implement.

源语言英语
主期刊名2007 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2007
出版商Institute of Electrical and Electronics Engineers Inc.
532-535
页数4
ISBN(印刷版)1424412129, 9781424412129
DOI
出版状态已出版 - 2007
活动2007 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2007 - Barcelona, 西班牙
期限: 23 6月 200728 6月 2007

出版系列

姓名International Geoscience and Remote Sensing Symposium (IGARSS)

会议

会议2007 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2007
国家/地区西班牙
Barcelona
时期23/06/0728/06/07

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