Removal of salt and pepper noise using adaptive switching modified decision-based unsymmetric trimmed median filter optimized with Hyb-BCO-FBIA

被引:0
作者
Mohan, S. [1 ,3 ]
Paulchamy, B. [2 ]
机构
[1] Nehru Inst Engn & Technol, Dept Elect & Commun Engn, Coimbatore, Tamilnadu, India
[2] Hindusthan Inst Technol, Dept Elect & Commun Engn, Coimbatore, Tamilnadu, India
[3] Nehru Inst Engn & Technol, Dept Elect & Commun Engn, Coimbatore 641105, Tamilnadu, India
关键词
Adaptive switching modified decision based unsymmetric trimmed median filter; balancing composite motion optimization; forensic-based investigation algorithm; salt and pepper noise;
D O I
10.1080/00051144.2024.2321807
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
An intriguing area in the IP (image processing) is the recovery of noisy photographs from the noise caused by the salt and pepper. As the mistake rate rises and the image format varies, the issue with the current task does not go away. In this study, Salt and Pepper Denoising, Hybrid Balancing Composite motion Optimization with Adaptive Switching Modified Decision based Unsymmetric Trimmed Median Filter and Forensics-Based Investigation Algorithm is proposed (R-SPN-ASMD-UTMF-Hyb-BCO-FBIA). Initially, the input images are obtained from boat-types-recognition dataset, cat-breeds-dataset, cars-image-dataset, butterfly-images 40-species dataset and birds-200 dataset. The images are pre-processed through an ASMD-UTMF filter. ASMD-UTMF does not expose any adoption of optimization systems to calculate the optimal parameters. Therefore, the proposed Hyb-BCO-FBIA is employed for optimizing the ASMD-UTMF weight parameters. The suggested system is implemented on MATLAB and the assessment metrics as Mean Square Error (MSE), Structural similarity index measurement (SSIM), Peak signal to noise ratio (PSNR), Normalized cross-correlation (NC), Image Enhancement Factor (IEF), Mean Square Error (MSE) are analysed. The proposed method attains higher PSNR, NC related with other SOTA (State-Of-The Art) methods.
引用
收藏
页码:852 / 865
页数:14
相关论文
共 13 条
  • [11] Shi B., 2022, Appl Math Comput, V421, P1
  • [12] Balancing composite motion optimization
    Thang Le-Duc
    Quoc-Hung Nguyen, S.
    Nguyen-Xuan, H.
    [J]. INFORMATION SCIENCES, 2020, 520 (520) : 250 - 270
  • [13] NAMF: A Nonlocal Adaptive Mean Filter for Removal of Salt-and-Pepper Noise
    Zhang, Houwang
    Zhu, Yuan
    Zheng, Hanying
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2021, 2021