Geodesic
A Image Segmentation Algorithm Based on Differential Evolution Particle Swarm Optimization Fuzzy C-Means Clustering
Computer Science and Information Systems, Tome 12 (2015) no. 2 Cet article a éte moissonné depuis la source Computer Science and Information Systems website

Voir la notice de l'article

This paper presents a hybrid differential evolution, particle swarm optimization and fuzzy c-means clustering algorithm called DEPSO-FCM for image segmentation. By the use of the differential evolution (DE) algorithm and particle swarm optimization to solve the FCM image segmentation influenced by the initial cluster centers and easily into a local optimum. Empirical results show that the proposed DEPSO-FCM has strong anti-noise ability; it can improve FCM and get better image segmentation results. In particular, for the HSI color image segmentation, the DEPSO-FCM can effectively solve the instability of FCM and the error split because of the singularity of the H component.
Keywords: differential evolution particle swarm optimization, fuzzy c-means clustering, image segmentation, HSI color space 
@article{CSIS_2015_12_2_a27,
     author = {Jiansheng Liu and Shangping Qiao},
     title = {A {Image} {Segmentation} {Algorithm} {Based} on {Differential} {Evolution} {Particle} {Swarm} {Optimization} {Fuzzy} {C-Means} {Clustering}},
     journal = {Computer Science and Information Systems},
     year = {2015},
     volume = {12},
     number = {2},
     url = {http://geodesic.mathdoc.fr/item/CSIS_2015_12_2_a27/}
}
TY  - JOUR
AU  - Jiansheng Liu
AU  - Shangping Qiao
TI  - A Image Segmentation Algorithm Based on Differential Evolution Particle Swarm Optimization Fuzzy C-Means Clustering
JO  - Computer Science and Information Systems
PY  - 2015
VL  - 12
IS  - 2
UR  - http://geodesic.mathdoc.fr/item/CSIS_2015_12_2_a27/
ID  - CSIS_2015_12_2_a27
ER  - 
%0 Journal Article
%A Jiansheng Liu
%A Shangping Qiao
%T A Image Segmentation Algorithm Based on Differential Evolution Particle Swarm Optimization Fuzzy C-Means Clustering
%J Computer Science and Information Systems
%D 2015
%V 12
%N 2
%U http://geodesic.mathdoc.fr/item/CSIS_2015_12_2_a27/
%F CSIS_2015_12_2_a27
Jiansheng Liu; Shangping Qiao. A Image Segmentation Algorithm Based on Differential Evolution Particle Swarm Optimization Fuzzy C-Means Clustering. Computer Science and Information Systems, Tome 12 (2015) no. 2. http://geodesic.mathdoc.fr/item/CSIS_2015_12_2_a27/