A novel algorithm based on wavelet transform for ship target detection in optical remote sensing images

Bo Huang, Tingfa Xu, Sining Chen, Tingting Huang

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Abstract

The rapid development of the satellite observation technology provides a very rich source of data for sea reconnaissance and ships surveillance. In the face of such a vast sea remote sensing data, it is urgent need to realize the automatic ship detection in optical remote sensing images, but the optical remote sensing images are easily affected by meteorological conditions, such as clouds, waves, which results in larger false alarm; and the weak contrast between optical remote sensing image target and background is easy to cause missing alarm. In this paper, a novel algorithm based on wavelet transform for ship target detection in optical remote sensing images is proposed, which can effectively remove these noise and interference. The segmentation of sea and land background is first applied to the image preprocessing to achieve more accurate detection results, and then discrete wavelet transform is used to deal with the part of sea background. The results show that almost all of the offshore ships can be detected, and through the comparison of the results of four different wavelet basis functions, the accuracy of ship detection is further improved.

Original languageEnglish
Title of host publicationNinth International Conference on Digital Image Processing, ICDIP 2017
EditorsXudong Jiang, Charles M. Falco
PublisherSPIE
ISBN (Electronic)9781510613041
DOIs
Publication statusPublished - 2017
Event9th International Conference on Digital Image Processing, ICDIP 2017 - Hong Kong, China
Duration: 19 May 201722 May 2017

Publication series

NameProceedings of SPIE - The International Society for Optical Engineering
Volume10420
ISSN (Print)0277-786X
ISSN (Electronic)1996-756X

Conference

Conference9th International Conference on Digital Image Processing, ICDIP 2017
Country/TerritoryChina
CityHong Kong
Period19/05/1722/05/17

Keywords

  • discrete wavelet transform
  • optical remote sensing images
  • ship target detection

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Huang, B., Xu, T., Chen, S., & Huang, T. (2017). A novel algorithm based on wavelet transform for ship target detection in optical remote sensing images. In X. Jiang, & C. M. Falco (Eds.), Ninth International Conference on Digital Image Processing, ICDIP 2017 Article 104203C (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 10420). SPIE. https://doi.org/10.1117/12.2281666