Linear cellular automata-based impulse noise identification and filtration of degraded images

被引：2

作者：

Jeelani, Zubair ^{[1
,2
]}

Gani, Gulnawaz ^{[1
]}

Qadir, Fasel ^{[1
]}

机构：

[1] Univ Kashmir, Dept Comp Sci, North Campus, Srinagar, Jammu And Kashm, India

[2] Islamic Univ Sci & Technol, Kashmir, India

来源：

SIGNAL IMAGE AND VIDEO PROCESSING | 2023年 / 17卷 / 06期

关键词：

Salt-and-pepper noise; Impulse noise; Cellular automata; Structural similarity index; Peak signal to noise ratio; PEPPER NOISE; REMOVAL; SALT; REDUCTION;

D O I：

10.1007/s11760-023-02484-4

中图分类号：

TM [电工技术]; TN [电子技术、通信技术];

学科分类号：

0808 ; 0809 ;

摘要：

In this paper, four impulse noise filters based on modifications of linear cellular automata (LCA) are proposed and evaluated. Each of these filters make use of an adaptive neighborhood to provide efficient noise filtration at varying noise densities. The LCA model works asynchronously and makes the proposed filters computationally efficient. Peak signal to noise ratio and structural similarity (SSIM) index metrics are used to provide objective analysis of the proposed filters.

引用

页码：2679 / 2687

页数：9

共 29 条

[1]

Abu Dalhoum AL, 2011, GAME-ON'ASIA 2011, P69

[2] Texture classification using deterministic walk and the influence of the neighbor set [J].

Backes, Andre Ricardo .

SIGNAL IMAGE AND VIDEO PROCESSING, 2020, 14 (08) :1609-1616

[3] Evaluation of deep learning model for human activity recognition [J].

Bhat, Owais ;

Khan, Dawood A. .

EVOLVING SYSTEMS, 2022, 13 (01) :159-168

[4] Removal of high density salt and pepper noise through improved tolerance based selective arithmetic mean filtering with wavelet thresholding [J].

Deivalakshmi, S. ;

Palanisamy, P. .

AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2016, 70 (06) :757-776

[5]

Fasel Q.K. K. A., 2012, IJCNIS, V4, P47, DOI DOI 10.5815/IJCNIS.2012.03.06

[6] A novel method for digital image copy-move forgery detection and localization using evolving cellular automata and local binary patterns [J].

Gani, Gulnawaz ;

Qadir, Fasel .

EVOLVING SYSTEMS, 2021, 12 (02) :503-517

[7]

Jeelani Zubair, 2020, International Journal of Computer Vision and Image Processing, V10, P29, DOI [10.4018/ijcvip.2020100102, 10.4018/IJCVIP.2020100102]

[8] Cellular automata-based digital image scrambling under JPEG compression attack [J].

Jeelani, Zubair ;

Qadir, Fasel ;

Gani, Gulnawaz .

MULTIMEDIA SYSTEMS, 2021, 27 (06) :1025-1034

[9] A comparative study of cellular automata-based digital image scrambling techniques [J].

Jeelani, Zubair ;

Qadir, Fasel .

EVOLVING SYSTEMS, 2021, 12 (02) :359-375

[10] Cellular automata-based approach for salt-and-pepper noise filtration [J].

Jeelani, Zubair ;

Qadir, Fasel .

JOURNAL OF KING SAUD UNIVERSITY COMPUTER AND INFORMATION SCIENCES, 2022, 34 (02) :365-374

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