DocumentCode
22121
Title
SUSAN controlled decay parameter adaption for non-local means image denoising
Author
Zhan, Yu ; Zhang, X.M. ; Ding, M.Y.
Author_Institution
Key Lab. of Image Process. & Intell. Control of Educ. Minist. of China, Huazhong Univ. of Sci. & Technol., Wuhan, China
Volume
49
Issue
13
fYear
2013
fDate
June 20 2013
Firstpage
807
Lastpage
808
Abstract
The non-local means (NLM) method explores self-similarities in images for noise removal. The traditional NLM (TNLM) method computes pixel similarity using the globally fixed decay parameter. However, a fixed decay parameter for the whole image makes it difficult to ensure that the TNLM method can restore both edge pixels and non-edge pixels effectively. To address this problem, the SUSAN controlled NLM (SNLM) method is proposed to adaptively tune the decay parameter for each image pixel based on the SUSAN edge response. Extensive simulations demonstrate that the SNLM method outperforms several state-of-the-art NLM methods in terms of noise reduction and detail preservation.
Keywords
edge detection; image denoising; NLM method; SUSAN controlled decay parameter adaption; TNLM method; edge pixels; globally fixed decay parameter; noise removal; nonlocal means image denoising; pixel similarity; traditional NLM;
fLanguage
English
Journal_Title
Electronics Letters
Publisher
iet
ISSN
0013-5194
Type
jour
DOI
10.1049/el.2013.0183
Filename
6553029
Link To Document