Skip to main navigation Skip to search Skip to main content

Image segmentation: A novel cluster ensemble algorithm

  • Lei Wang*
  • , Guoyin Zhang
  • , Chen Liu
  • , Wei Gao
  • *Corresponding author for this work
  • College of Computer Science and Technology, Harbin Engineering University

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Cluster ensemble has testified to be a good choice for addressing cluster analysis issues, which is composed of two processes: creating a group of clustering results from a same data set and then combining these results into a final clustering results. How to integrate these results to produce a final one is a significant issue for cluster ensemble. This combination process aims to improve the quality of individual data clustering results. A novel image segmentation algorithm using the Binary k-means and the Adaptive Affinity Propagation clustering (CEBAAP) is designed in this paper. It uses a Binary k-means method to generate a set of clustering results and develops an Adaptive Affinity Propagation clustering to combine these results. The experiments results show that CEBAAP has good image partition effect.

Original languageEnglish
Title of host publicationSocial Computing - 2nd International Conference of Young Computer Scientists, Engineers and Educators, ICYCSEE 2016, Proceedings
EditorsWanxiang Che, Hongzhi Wang, Shaoliang Peng, Weipeng Jing, Guanglu Sun, Xianhua Song, Zeguang Lu, Qilong Han, Junyu Lin, Hongtao Song
PublisherSpringer Verlag
Pages410-417
Number of pages8
ISBN (Print)9789811020520
DOIs
StatePublished - 2016
Externally publishedYes
Event2nd International Conference on Young Computer Scientists, Engineers and Educators, ICYCSEE 2016 - Harbin, China
Duration: 20 Aug 201622 Aug 2016

Publication series

NameCommunications in Computer and Information Science
Volume623
ISSN (Print)1865-0929

Conference

Conference2nd International Conference on Young Computer Scientists, Engineers and Educators, ICYCSEE 2016
Country/TerritoryChina
CityHarbin
Period20/08/1622/08/16

Keywords

  • Adaptive affinity propagation clustering
  • Binary k-means
  • Cluster ensemble
  • Image segmentation

Fingerprint

Dive into the research topics of 'Image segmentation: A novel cluster ensemble algorithm'. Together they form a unique fingerprint.

Cite this