Image Denoising Using Neural Network Based Accelerated Particle Swarm Optimization

被引:0
|
作者
Mishra, Satyasis [1 ]
Bisoi, Ranjeeta [2 ]
机构
[1] Centurion Univ Technol & Management, Elect & Commun Engn Dept, Bhubaneswar, Orissa, India
[2] Siksha O Anusandhan Univ, Multidisciplinary Res Cell, Bhubaneswar, Orissa, India
关键词
Accelerated Particle Swarm Optimization; Median filtering; PSO; SNR; WAVELET;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a new type of filter called neural network filter for image denoising. The noisy images are fed as input to the network and the weights are updated with LMS algorithm. Further the weights are updated by using a recently developed novel optimization technique called Accelerated Particle Swarm Optimization (APSO) for gray level image denoising application. Implementation of APSO is easier than the PSO(Particle Swarm Optimization) and GA(Genetic Algorithm) in terms of computational time. The results of comparison of the optimization has been presented.
引用
收藏
页码:901 / 904
页数:4
相关论文
共 50 条
  • [21] Saliency-directed color image interpolation using artificial neural network and particle swarm optimization
    Chen, Hsuan-Ying
    Leou, Jin-Jang
    [J]. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2012, 23 (02) : 343 - 358
  • [22] Grayscale Image Edge Detection Based on Pulse-Coupled Neural Network and Particle Swarm Optimization
    Wang, Jiesheng
    Cong, Fengwu
    [J]. 2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11, 2008, : 2576 - 2579
  • [23] Image Restoration Based on Robust Error Function and Particle Swarm Optimization-BP Neural Network
    Zhang, Yinxue
    Jia, Zhenhong
    Jiang, Haijun
    Liu, Zijian
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 7, PROCEEDINGS, 2008, : 640 - +
  • [24] Neural Network Training Using Particle Swarm Optimization - a Case Study
    Kaminski, Marcin
    [J]. 2019 24TH INTERNATIONAL CONFERENCE ON METHODS AND MODELS IN AUTOMATION AND ROBOTICS (MMAR), 2019, : 115 - 120
  • [25] Prediction of Pitch Using Neural Network with Unified Particle Swarm Optimization
    Qi, Wei-min
    XianYu, Xiong-Feng
    Zhou, Quan
    Zhang, Xia
    [J]. 2014 PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2014), 2014, : 531 - 535
  • [26] Lecturer performance system using neural network with Particle Swarm Optimization
    Rashid, Tarik A.
    Ahmad, Hawraz A.
    [J]. COMPUTER APPLICATIONS IN ENGINEERING EDUCATION, 2016, 24 (04) : 629 - 638
  • [27] Neural Network Architecture Selection Using Particle Swarm Optimization Technique
    Jamous, Razan
    ALRahhal, Hosam
    El-Darieby, Mohamed
    [J]. APPLIED ARTIFICIAL INTELLIGENCE, 2021, 35 (15) : 1219 - 1236
  • [28] Intelligent Geodemographic Clustering Based on Neural Network and Particle Swarm Optimization
    Ghahramani, Mohammadhossein
    O'Hagan, Adrian
    Zhou, MengChu
    Sweeney, James
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (06): : 3746 - 3756
  • [29] A neural network based on particle swarm optimization for detection forest fire
    Prihandoyo, M. Teguh
    Somantri, Oman
    Afriliana, Ida
    Indriyanto, Jatmiko
    Sungkar, Muchamad Sobri
    Rahim, Robbi
    [J]. 1ST INTERNATIONAL CONFERENCE ON ADVANCE AND SCIENTIFIC INNOVATION, 2019, 1175
  • [30] Application of Particle Swarm Optimization Based Neural Network to Fault Classification
    Sahel, Salah Sabry Daiboun
    Boudour, Mohamed
    [J]. 2015 4TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2015, : 33 - U385