High-Resolution SAR Image Despeckling Based on Nonlocal Means Filter and Modified AA Model

Joint Authors

Ke, Qiao
Zeng-guo, Sun
Woźniak, Marcin
Scherer, Rafał
Liu, Yang
Wei, Wei

Source

Security and Communication Networks

Issue

Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-8, 8 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2020-11-29

Country of Publication

Egypt

No. of Pages

8

Main Subjects

Information Technology and Computer Science

Abstract EN

A new speckle suppression algorithm is proposed for high-resolution synthetic aperture radar (SAR) images.

It is based on the nonlocal means (NLM) filter and the modified Aubert and Aujol (AA) model.

This method takes the nonlocal Dirichlet function as a linear regularization item, which constructs the weight by measuring the similarity of images.

Then, a new despeckling model is introduced by combining the regularization item and the data item of the AA model, and an iterative algorithm is proposed to solve the new model.

The experiments show that, compared with the AA model, the proposed model has more effective performance in suppressing speckle; namely, ENL and DCV measures are 21.75% and 4.5% higher, respectively, than for NLM.

Moreover, it also has better performance in keeping the edge information.

American Psychological Association (APA)

Ke, Qiao& Zeng-guo, Sun& Liu, Yang& Wei, Wei& Woźniak, Marcin& Scherer, Rafał. 2020. High-Resolution SAR Image Despeckling Based on Nonlocal Means Filter and Modified AA Model. Security and Communication Networks،Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1208879

Modern Language Association (MLA)

Ke, Qiao…[et al.]. High-Resolution SAR Image Despeckling Based on Nonlocal Means Filter and Modified AA Model. Security and Communication Networks No. 2020 (2020), pp.1-8.
https://search.emarefa.net/detail/BIM-1208879

American Medical Association (AMA)

Ke, Qiao& Zeng-guo, Sun& Liu, Yang& Wei, Wei& Woźniak, Marcin& Scherer, Rafał. High-Resolution SAR Image Despeckling Based on Nonlocal Means Filter and Modified AA Model. Security and Communication Networks. 2020. Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1208879

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-1208879