An Improved PSO-FCM Algorithm for Image Segmentation

被引：6

作者：

Peng Xia ^{[1
]}

Yao Lin ^{[1
]}

Zhang Li-Hua ^{[2
]}

机构：

[1] Anhui Xinhua Coll, Sch Elect & Commun, Hefei 230000, Anhui, Peoples R China

[2] Hefei Univ Technol, Sch Comp & Informat, Hefei 230000, Anhui, Peoples R China

来源：

2019 3RD INTERNATIONAL WORKSHOP ON RENEWABLE ENERGY AND DEVELOPMENT (IWRED 2019) | 2019年 / 267卷

关键词：

D O I：

10.1088/1755-1315/267/4/042081

中图分类号：

X [环境科学、安全科学];

学科分类号：

08 ; 0830 ;

摘要：

FCM algorithm is a kind of soft clustering method widely used in image segmentation, but the algorithm is prone to fall into local minimum and sensitive to initial value. In this paper, considering the local and global optimization capabilities, an improved PSO algorithm is proposed. Image segmentation experimental results show that the improved algorithm not only can effectively avoid the local optimal value due to the manual setting of FCM initial value, but also has better accuracy and anti-noise performance than traditional FCM.

引用

页数：7

共 50 条

[1] An Improved FCM Algorithm for Image Segmentation
Li, Kunlun
Cao, Zheng
Cao, Liping
Liu, Ming
[J]. ROUGH SET AND KNOWLEDGE TECHNOLOGY (RSKT), 2010, 6401 : 551 - 556
[2] Image Segmentation Method Based on Improved PSO Optimized FCM Algorithm and Its Application
Yu, Guo-Long
Cui, Zhong-Wei
Yuan, Qiong-Fang
[J]. Journal of Computers (Taiwan), 2023, 34 (02) : 1 - 17
[3] An Improved Suppressed FCM Algorithm for Image Segmentation
Lan, Hong
Jin, Shaobin
[J]. ADVANCES IN MANUFACTURING SCIENCE AND ENGINEERING, PTS 1-4, 2013, 712-715 : 2349 - 2353
[4] Improved genetic FCM algorithm for color image segmentation
Peng, Hua
Xu, Luping
Jiang, Yanxia
[J]. 2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 941 - +
[5] An automatic image segmentation algorithm based on improved FCM
[J]. Zhou, X.-M. (zhouxm@scut.edu.cn), 1600, South China University of Technology (42):
[6] Application of Improved FCM Algorithm in Brain Image Segmentation
Yin, Manzhuo
Guo, Jinghuan
Chen, Yuankun
Mu, Yong
[J]. COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, CSPS 2018, VOL II: SIGNAL PROCESSING, 2020, 516 : 28 - 36
[7] An improved FCM algorithm for ripe fruit image segmentation
Zhu, Anmin
Yang, Liu
[J]. 2013 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION (ICIA), 2013, : 436 - 441
[8] An Improved Spatial FCM Algorithm for Cardiac Image Segmentation
Yousefi-Banaem, Hossein
Kermani, Saeed
Sarrafzadeh, Omid
Khodadad, Davood
[J]. 2013 13TH IRANIAN CONFERENCE ON FUZZY SYSTEMS (IFSC), 2013,
[9] An Improved FCM Medical Image Segmentation Algorithm Based on MMTD
Zhou, Ningning
Yang, Tingting
Zhang, Shaobai
[J]. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE, 2014, 2014
[10] An Improved FCM Algorithm Incorporating Spatial Information for Image Segmentation
Li, Bin
Chen, Wufan
Wang, Dandan
[J]. ISCSCT 2008: INTERNATIONAL SYMPOSIUM ON COMPUTER SCIENCE AND COMPUTATIONAL TECHNOLOGY, VOL 2, PROCEEDINGS, 2008, : 493 - 495

← 1 2 3 4 5 →