Adaptive Fractional Image Enhancement Algorithm Based on Rough Set and Particle Swarm Optimization

被引：21
|
作者：
Zhang, Xuefeng [1 ]
Liu, Ri [2 ]
Ren, Jianxu [2 ]
Gui, Qinglong [2 ]
机构：
[1] Northeastern Univ, Coll Sci, Shenyang 110819, Peoples R China
[2] Northeastern Univ, Sch Mech Engn & Automat, Shenyang 110819, Peoples R China
来源：
FRACTAL AND FRACTIONAL | 2022年 / 6卷 / 02期
关键词：
image enhancement; fractional differential; rough set; particle swarm optimization; adaptive algorithm; CONTRAST ENHANCEMENT; ADMISSIBILITY; ENTROPY; PSO;
D O I：
10.3390/fractalfract6020100
中图分类号：
O1 [数学];
学科分类号：
0701 ; 070101 ;
摘要：
This paper proposes a new image enhancement algorithm. At first, the paper uses the combination of rough set and particle swarm optimization (PSO) algorithm to distinguish the smooth area, edge and texture area of the image. Then, according to the results of image segmentation, an adaptive fractional differential filter is used to enhance the image. Finally, the experimental results show that the image enhanced by this algorithm has clear edge, rich texture details, and retains the information of the smooth area of the image.
引用
收藏
页数：18
相关论文
共 50 条
  • [31] An Adaptive Particle Swarm Optimization Algorithm Based on Aggregation Degree
    Zhang, Xiuli
    Zhang, Ruihua
    Wang, Jianping
    Wang, Laidi
    [J]. RECENT ADVANCES IN ELECTRICAL & ELECTRONIC ENGINEERING, 2018, 11 (04) : 443 - 448
  • [32] Unsupervised Clustering Based an Adaptive Particle Swarm Optimization Algorithm
    Yamina Mohamed Ben Ali
    [J]. Neural Processing Letters, 2016, 44 : 221 - 244
  • [33] An Adaptive Particle Swarm Optimization Algorithm Based on Cloud Model
    Zhu, Jinrong
    [J]. MATERIALS AND MANUFACTURING TECHNOLOGY, PTS 1 AND 2, 2010, 129-131 : 612 - 616
  • [34] Adaptive inverse control based on particle swarm optimization algorithm
    Wang, YuShen
    Wang, Kejun
    Qu, JiaSheng
    Yang, YuRong
    [J]. 2005 IEEE International Conference on Mechatronics and Automations, Vols 1-4, Conference Proceedings, 2005, : 2169 - 2172
  • [35] Unsupervised Clustering Based an Adaptive Particle Swarm Optimization Algorithm
    Ben Ali, Yamina Mohamed
    [J]. NEURAL PROCESSING LETTERS, 2016, 44 (01) : 221 - 244
  • [36] A Particle Swarm Optimization Algorithm Based on Adaptive Periodic Mutation
    Li, Xiaohu
    Zhuang, Jian
    Wang, Sunan
    Zhang, Yulin
    [J]. ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 1, PROCEEDINGS, 2008, : 150 - 155
  • [37] Image enhancement using particle swarm optimization
    Braik, Malik
    Sheta, Alaa
    Ayesh, Aladdin
    [J]. WORLD CONGRESS ON ENGINEERING 2007, VOLS 1 AND 2, 2007, : 696 - 701
  • [38] Segmentation of liver cyst in ultrasound image based on adaptive threshold algorithm and particle swarm optimization
    Zhu, Haijiang
    Zhuang, Zhanhong
    Zhou, Jinglin
    Zhang, Fan
    Wang, Xuejing
    Wu, Yihong
    [J]. MULTIMEDIA TOOLS AND APPLICATIONS, 2017, 76 (06) : 8951 - 8968
  • [39] Segmentation of liver cyst in ultrasound image based on adaptive threshold algorithm and particle swarm optimization
    Haijiang Zhu
    Zhanhong Zhuang
    Jinglin Zhou
    Fan Zhang
    Xuejing Wang
    Yihong Wu
    [J]. Multimedia Tools and Applications, 2017, 76 : 8951 - 8968
  • [40] Synergy of Adaptive Bacterial Foraging Algorithm and Particle Swarm Optimization Algorithm for Image Segmentation
    Sasithradevi, A.
    Singh, N. Nirmal
    [J]. 2014 IEEE INTERNATIONAL CONFERENCE ON CIRCUIT, POWER AND COMPUTING TECHNOLOGIES (ICCPCT-2014), 2014, : 1503 - 1506
12345