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Author:

Yang, Fan (Yang, Fan.) | Liu, Zhaoying (Liu, Zhaoying.) | Bai, Xiangzhi (Bai, Xiangzhi.) | Zhang, Yuxuan (Zhang, Yuxuan.)

Indexed by:

EI Scopus SCIE

Abstract:

Infrared ship segmentation is extensively applied in military fields. Due to noise and intensity inhomogeneity, the segmentation of infrared ship is a challenging task. The fuzzy c-means (FCM) clustering algorithm is widely used in image segmentation. However, traditional FCM is sensitive to noise and unable to obtain desirable segmentation results for infrared ship images. In this article, a novel probability induced intuitionistic FCM clustering algorithm is proposed to address the problem. First, the target probability information is incorporated into intuitionistic FCM to induce and refine membership which is affected by interferences. Second, by making use of neighborhood information in the form of a regularization term, the proposed method could suppress intensity inhomogeneity as well as maintain image details. Experimental results demonstrate that the proposed method could achieve better results than 12 other comparing algorithms for infrared ship segmentation.

Keyword:

Linear programming intuitionistic fuzzy c-means (IFCM) Marine vehicles neighborhood information Image segmentation Interference Clustering algorithms Nonhomogeneous media Infrared ship segmentation probability information Fuzzy sets

Author Community:

  • [ 1 ] [Yang, Fan]Beijing Univ Aeronaut & Astronaut, Image Proc Ctr, Beijing 102206, Peoples R China
  • [ 2 ] [Bai, Xiangzhi]Beijing Univ Aeronaut & Astronaut, Image Proc Ctr, Beijing 102206, Peoples R China
  • [ 3 ] [Zhang, Yuxuan]Beijing Univ Aeronaut & Astronaut, Image Proc Ctr, Beijing 102206, Peoples R China
  • [ 4 ] [Liu, Zhaoying]Beijing Univ Technol, Fac Informat Technol, Beijing 100124, Peoples R China
  • [ 5 ] [Bai, Xiangzhi]Beihang Univ, State Key Lab Virtual Real Thchnol & Syst, Beijing 100191, Peoples R China
  • [ 6 ] [Bai, Xiangzhi]Beihang Univ, Adv Innovat Ctr Biomed Engn, Beijing 100083, Peoples R China

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Source :

IEEE TRANSACTIONS ON FUZZY SYSTEMS

ISSN: 1063-6706

Year: 2022

Issue: 2

Volume: 30

Page: 332-344

1 1 . 9

JCR@2022

1 1 . 9 0 0

JCR@2022

ESI Discipline: ENGINEERING;

ESI HC Threshold:49

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 18

SCOPUS Cited Count: 19

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 4

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