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FCM-based image segmentation with kernel functions

  • Tang Xinting*
  • , Zhang Xiaofeng
  • , Gao Hongjiang
  • , Liu Kun
  • *Corresponding author for this work
  • Ludong University
  • Guangzhou University

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

Abstract

Image segmentation is an important problem in image processing and object recognition, and is one well-known bottleneck for further applications. Fuzzy C-means, as one typical clustering algorithm in pattern recognition, has been improved for image segmentation in many aspects. Aiming at the distance form in FCM, this paper proposes to incorporate FCM with kernel functions, which will make it insensitive to noise and other artifacts. Experiments show that the proposed algorithm can retrieve better results than other improved algorithms.

Original languageEnglish
Title of host publicationProceedings - 2017 IEEE International Conference on Computational Science and Engineering and IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, CSE and EUC 2017
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages916-919
Number of pages4
ISBN (Electronic)9781538632215
DOIs
StatePublished - 8 Aug 2017
Externally publishedYes
Event20th IEEE International Conference on Computational Science and Engineering and 15th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, CSE and EUC 2017 - Guangzhou, Guangdong, China
Duration: 21 Jul 201724 Jul 2017

Publication series

NameProceedings - 2017 IEEE International Conference on Computational Science and Engineering and IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, CSE and EUC 2017
Volume1

Conference

Conference20th IEEE International Conference on Computational Science and Engineering and 15th IEEE/IFIP International Conference on Embedded and Ubiquitous Computing, CSE and EUC 2017
Country/TerritoryChina
CityGuangzhou, Guangdong
Period21/07/1724/07/17

Keywords

  • Fuzzy C-means
  • Image segmentation
  • kernel function

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