An application of optimized Otsu multi-threshold segmentation based on fireworks algorithm in cement SEM image

被引:14
|
作者
Liu, Wei [1 ]
Shi, Heng [1 ]
He, Xingyang [2 ]
Pan, Shang [1 ]
Ye, Zhiwei [1 ]
Wang, Yingbin [2 ]
机构
[1] Hubei Univ Technol, Sch Comp Sci, Wuhan 430068, Hubei, Peoples R China
[2] Hubei Univ Technol, Sch Civil Engn Architecture & Environm, Wuhan, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Image segmentation; fireworks algorithm; Otsu; multi-level threshold; cement SEM image;
D O I
10.1177/1748301818797025
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In order to facilitate the study of the structure of cement components, this paper uses image processing technology to achieve multi-threshold segmentation for cement scanning electron microscope image under different conditions and applies an optimized Otsu multi-threshold segmentation based on fireworks algorithm. The method designs fitness function with Otsu multi-threshold segmentation method and searches optimal solution by iteration with the fireworks algorithm. Finally, the search problem of optimization is transformed into a multi-variable solution. The experimental results show that this method can achieve the same result as the classical algorithm and it has better convergence and stability, and the method can be widely used in many fields.
引用
收藏
页码:1 / 12
页数:12
相关论文
共 50 条
  • [41] Improved genetic algorithm for multi-threshold optimization in digital pathology image segmentation
    Huang, Tangsen
    Yin, Haibing
    Huang, Xingru
    SCIENTIFIC REPORTS, 2024, 14 (01):
  • [42] A new multi-threshold image segmentation approach using state transition algorithm
    Han, Jie
    Yang, Chunhua
    Zhou, Xiaojun
    Gui, Weihua
    APPLIED MATHEMATICAL MODELLING, 2017, 44 : 588 - 601
  • [43] Image segmentation based on iterative threshold and Otsu
    Chen, Lian-Qing
    Gao, Li-Guo
    Jilin Daxue Xuebao (Gongxueban)/Journal of Jilin University (Engineering and Technology Edition), 2007, 37 (SUPPL.): : 139 - 143
  • [44] Multi-Threshold Image Segmentation based on Two-Dimensional Tsallis
    Xu Dong
    Tang Xu-Dong
    PROCEEDINGS OF 2010 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (ICCSIT 2010), VOL 6, 2010, : 1 - 5
  • [45] Multi-threshold medical image segmentation based on the enhanced walrus optimizer
    Li, Jie
    Lu, Ruicheng
    Zeng, Biqing
    Zhang, Jinzhong
    Deng, Yuhui
    Feng, Hao
    JOURNAL OF SUPERCOMPUTING, 2025, 81 (04):
  • [46] Research on Multi-Threshold Color Image Segmentation Based on Rough Set
    Zhang Guo-quan
    Li Zhan-ming
    ADVANCED MATERIALS AND COMPUTER SCIENCE, PTS 1-3, 2011, 474-476 : 771 - 776
  • [47] Multi-Threshold Level Set Model for Image Segmentation
    Chih-Yu Hsu
    Chih-Hung Yang
    Hui-Ching Wang
    EURASIP Journal on Advances in Signal Processing, 2010
  • [48] Research on Image Segmentation of Digital Rubbings Based on OTSU Threshold & Genetic Algorithm
    Ma, Yongli
    Huang, Zhikai
    Rao, Fanxing
    ISMSI 2018: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS, METAHEURISTICS & SWARM INTELLIGENCE, 2018, : 122 - 126
  • [49] Multi-Threshold Level Set Model for Image Segmentation
    Hsu, Chih-Yu
    Yang, Chih-Hung
    Wang, Hui-Ching
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2010,
  • [50] Optimization of Bayesian algorithms for multi-threshold image segmentation
    Tian, Qiaoyu
    Xu, Wen
    Xu, Jin
    JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2024, 24 (4-5) : 2863 - 2877