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Building a modified block matching kernel based on Wave Atom transform for efficient image denoising

delete2021-12-01
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OA
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Z
Zouhair Mbarki *
C
Chiraz Ben Jabeur Seddik
H
Hassene Seddik
DOI:10.1016/j.ejrs.2021.08.009delete
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摘要

摘要

En 中文
The block-matching and 3D filtering strategy is a recent adequate solution for different problems related to low-pass image filter; however, this technique presents some drawbacks. In fact, handling noise with variable density and average or Gaussian noise with high densities may limit the performance of this approach. To overcome these limitations and increase the performance of the original BM3D approach, we propose in this work a modified BM3D technique based on wave atom transform with adaptive threshold called BM3D-AT. Experimental results and simulations revealed that the proposed technique is more efficient in removing different types of noise from different images, hence achieving outstanding performances.(c) 2021 National Authority for Remote Sensing and Space Sciences. Production and hosting by Elsevier B.V. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
Keyword:
Adaptive nonlinear threshold
Image filtering
Modified BM3D
2D and 3D wave atom transforms
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期刊

E
Egyptian Journal of Remote Sensing and Space Sciences
IF:
4.1
论文数:
503
被引数:
2.9K

机构

U
universite de tunis
学者数:
1.1K
论文数: 987
被引数: 1
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