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Fast non-local means with size-adaptive search window

Authors :
Hancheng Yu
Min Tan
Source :
The Journal of Engineering (2016)
Publication Year :
2016
Publisher :
Wiley, 2016.

Abstract

In this study, the authors present a fast non-local means (NLM) image denoising algorithm with size-adaptive search window. On the basis of the edge gradient and direction of the noisy image, the proposed fast scheme divides all the pixels into significant edge, moderate edge or non-edge region, and the size of the search window for most pixels which belong to non-edge region can be reduced. The proposed fast scheme also adopts different strategies to pre-select similar patches in the search window for efficient NLM denoising. Experimental results show that compared with the standard NLM method, the proposed fast scheme achieves a substantial reduction in computational cost and improvement in the denoising performance, both in terms of visual quality and numerical results.

Details

Language :
English
ISSN :
20513305
Database :
Directory of Open Access Journals
Journal :
The Journal of Engineering
Publication Type :
Academic Journal
Accession number :
edsdoj.264f9ba029de4741a176f9ddd8fc54cc
Document Type :
article
Full Text :
https://doi.org/10.1049/joe.2015.0190