A dual-band infrared fusion ship target extraction method based on Markov random field model

Tianze Zhao, Lin He, Kun Gao, Jing Wang, Juan Lin, Guangping Wang

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

2 Citations (Scopus)

Abstract

The marine and air background images obtained by a single shipborne infrared sensor often have problems such as low contrast between target and background, high noise, and lack of complete target details, which bring great difficulty to the extraction of ship targets. This paper analyzes the basic features of the ship target in medium/long wave infrared image and proposes the basic model of ship target extraction based on the Markov Random Field (MRF) theory. According to the two-band target and background prior probability distribution, the energy minimization framework is added. Regional believable propagation (BP) algorithm is used to perform global optimization of the model, and image segmentation label is estimated according to MAP criteria. The experimental results show that the fusion extraction algorithm can retain the effective components in the original dual-band infrared image, and the extraction efficiency and accuracy are higher.

Original languageEnglish
Title of host publicationFifth Symposium on Novel Optoelectronic Detection Technology and Application
EditorsQifeng Yu, You He, Wei Huang
PublisherSPIE
ISBN (Electronic)9781510627123
DOIs
Publication statusPublished - 2019
Event5th Symposium on Novel Optoelectronic Detection Technology and Application - Xi'an, China
Duration: 24 Oct 201826 Oct 2018

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume11023
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference5th Symposium on Novel Optoelectronic Detection Technology and Application
Country/TerritoryChina
CityXi'an
Period24/10/1826/10/18

Keywords

  • Markov Random Field
  • fusion extraction
  • target extraction

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Zhao, T., He, L., Gao, K., Wang, J., Lin, J., & Wang, G. (2019). A dual-band infrared fusion ship target extraction method based on Markov random field model. In Q. Yu, Y. He, & W. Huang (Eds.), Fifth Symposium on Novel Optoelectronic Detection Technology and Application Article 110231V (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 11023). SPIE. https://doi.org/10.1117/12.2521902