An Image De-Noising Algorithm Based on K-SVD and BM3D

Author:

Li Jun1

Affiliation:

1. Jiangxi University of Technology

Abstract

The existence of noise affects the quality of the image seriously. The image de-noising algorithm based on KSVD appears fuzzy, where weak texture smooth area also can appear false textures, at the same time, when the noise was very big, the de-noising effect would not always be ideal. This paper proposed an image de-noising method based on K-SVD dictionary and BM3D. The algorithm can solve image weak texture fuzzy problems and weak edges effectively. The experimental results show that, compare with K-SVD de-noising algorithm, this algorithm has a good de-noising ability, which keeping the detail and the edge character of the image better.

Publisher

Trans Tech Publications, Ltd.

Reference5 articles.

1. Aharon M, Elad M, Bruckstein A M. The K-SVD: an algorithm for designing of overcomplete dictionaries for sparse representation. IEEE Transon Signal processing, 2006, 54(11) : 4311-4322.

2. Ataee M, Zayyani H, Babaie-Zadeh M. Parametric Dictionary Learning Using Steepest Descent. IEEE in Proc. ICASSP. 2010: 1978-(1981).

3. Yang Juan, Jia Zhenhong, Qin Xizhong, Yang jie, Hu Yingjie. Using K-SVD algorithm for improving performance of BayesShrink image denoising techniques, Laser Journal. 2013, 34(2): 30-31.

4. Jiang Yewen, Yu Xinmei. An Image Recovery Method Based on Adaptive Redundant Dictionaries for Compressed Sensing. Journal of Xiamen University. 2012, 51(4): 58-62.

5. Huang Jianglin, Liu Hong, Tao Shaojie. An improved inpainting algorithm based on K-SVD dictionary. Journal of Anhui University. 2013, 37(3): 69-74.

Cited by 1 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3