A modified fuzzy C-means with particle swarm optimization adaptive image segmentation algorithm

A new method which the numbers of cluster is self-adapted and use up and down cut-off of FCM combined with PSO to take place of common FCM combined with PSO is proposed in this paper. Experiment's results show that compared with the method of combining the particle swarm optimization (PSO) with common FCM, it helps to make a better effect on image segmentation and optimize the numbers of cluster and converge the rate quickly.

[1]  Lawrence O. Hall,et al.  Swarm Based Fuzzy Clustering with Partition Validity , 2005, The 14th IEEE International Conference on Fuzzy Systems, 2005. FUZZ '05..

[2]  Du Genyuan,et al.  A Modified Fuzzy C-means Algorithm in Remote Sensing Image Segmentation , 2009, 2009 International Conference on Environmental Science and Information Application Technology.

[3]  James M. Keller,et al.  A possibilistic fuzzy c-means clustering algorithm , 2005, IEEE Transactions on Fuzzy Systems.

[4]  Amit Konar,et al.  Automatic image pixel clustering with an improved differential evolution , 2009, Appl. Soft Comput..

[5]  Lei Xiu-juan,et al.  Maximum-entropy thresholding image segmentation method based on improved PSO algorithm , 2008 .

[6]  Richard C. Staunton,et al.  A modified fuzzy C-means image segmentation algorithm for use with uneven illumination patterns , 2007, Pattern Recognit..

[7]  Yanling Li,et al.  An automatic fuzzy c-means algorithm for image segmentation , 2009, Soft Comput..

[8]  Gang Li,et al.  Fuzzy C-Means Cluster Segmentation Algorithm Based on Modified Membership , 2009, ISNN.

[9]  Bertrand Zavidovique,et al.  FCM with Spatial and Multiresolution Constraints for Image Segmentation , 2005, ICIAR.

[10]  Mahnhoon Lee Improvement of the fuzzy C-Means clustering algorithm with adaptive learning of the dissimilarities among categorical feature values , 2009, 2009 IEEE International Conference on Fuzzy Systems.

[11]  Tormod Næs,et al.  New modifications and applications of fuzzy C-means methodology , 2008, Comput. Stat. Data Anal..

[12]  J. Bezdek,et al.  FCM: The fuzzy c-means clustering algorithm , 1984 .

[13]  Liu Xi-yu Image segmentation algorithm based on Particle Swarm Optimization fuzzy C-means clustering , 2009 .