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author:

Niu, Yuzhen (Niu, Yuzhen.) [1] (Scholars:牛玉贞) | Yang, Yan (Yang, Yan.) [2] | Guo, Wenzhong (Guo, Wenzhong.) [3] (Scholars:郭文忠) | Lin, Lening (Lin, Lening.) [4]

Indexed by:

EI Scopus SCIE

Abstract:

The goal of an image denoising algorithm is to preserve the details of clean images while reducing the noise in noisy images. Some existing image denoising algorithms preserve the details by using external information. However, external information needs to be obtained from external images or regions similar to the noisy images or regions. In this letter, we propose a region-aware image denoising algorithm (RAID) by exploring parameter preference. The proposed RAID algorithm is based on the observation that different regions of noisy images prefer denoised results that differ due to being obtained with different denoising parameters. The RAID algorithm, first, measures the extent of preferences of denoising parameters for different image regions. Then, it combines the denoised results obtained by using the various denoising parameters according to the extent of preferences determined in the previous step to get the final denoised image. Experimental results show that the proposed RAID algorithm can be combined with some existing image denoising algorithms to improve their denoising performance. Our denoised results are better at preserving the details while reducing the noise than existing algorithms which use the same parameter for the whole image.

Keyword:

denoising parameter Image denoising machine learning region-aware

Community:

  • [ 1 ] [Niu, Yuzhen]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 2 ] [Yang, Yan]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 3 ] [Guo, Wenzhong]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 4 ] [Lin, Lening]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China
  • [ 5 ] [Niu, Yuzhen]Fuzhou Univ, Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou 350108, Fujian, Peoples R China
  • [ 6 ] [Yang, Yan]Fuzhou Univ, Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou 350108, Fujian, Peoples R China
  • [ 7 ] [Guo, Wenzhong]Fuzhou Univ, Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou 350108, Fujian, Peoples R China
  • [ 8 ] [Lin, Lening]Fuzhou Univ, Fujian Key Lab Network Comp & Intelligent Informa, Fuzhou 350108, Fujian, Peoples R China
  • [ 9 ] [Niu, Yuzhen]Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350108, Fujian, Peoples R China
  • [ 10 ] [Yang, Yan]Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350108, Fujian, Peoples R China
  • [ 11 ] [Guo, Wenzhong]Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350108, Fujian, Peoples R China
  • [ 12 ] [Lin, Lening]Minist Educ, Key Lab Spatial Data Min & Informat Sharing, Fuzhou 350108, Fujian, Peoples R China

Reprint 's Address:

  • 郭文忠

    [Guo, Wenzhong]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350108, Fujian, Peoples R China

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Source :

IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY

ISSN: 1051-8215

Year: 2018

Issue: 9

Volume: 28

Page: 2433-2438

4 . 0 4 6

JCR@2018

8 . 3 0 0

JCR@2023

ESI Discipline: ENGINEERING;

ESI HC Threshold:170

JCR Journal Grade:1

CAS Journal Grade:2

Cited Count:

WoS CC Cited Count: 11

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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