On Payload Spatial and Spectral Resolutions for Automatic Ship Detection in Satellite Images

被引:0
作者
Versteegen, Jesse [1 ]
Jia, Xiuping [1 ]
Naughton, Denis [1 ]
Pickering, Mark [1 ]
Tuttle, Sean [2 ]
机构
[1] Univ New South Wales, Sch Engn & Informat Technol, Canberra Campus, Canberra, ACT, Australia
[2] Sigma Space Syst, Canberra, ACT, Australia
来源
2018 FIFTH INTERNATIONAL WORKSHOP ON EARTH OBSERVATION AND REMOTE SENSING APPLICATIONS (EORSA) | 2018年
关键词
satellite images; ship detection; spectral bandwidth; spatial resolution; WATER; EXTRACTION; INDEX;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Maritime situational awareness can be enhanced using imagery provided by low earth orbit (LEO) satellites which have the capability to regularly monitor coastal zones. Successful ship detection relies on both payload imaging performance and smart onboard data processing techniques. In this study, a multistage ship detection algorithm is proposed, where the spectral, spatial and geometric properties of suspected ships are exploited for effective maritime target mapping. Multispectral images produced by the Landsat OLI and the Sentinel 2 MSI sensors of four locations were used in this study and they present a variety of scenarios that a ship detection algorithm could face. We observed that the NIR and SWIR bands produced a higher number of correctly detected ships when compared to the visible spectral bands and that the spatial resolution had a more significant impact than spectral resolution on true target detection levels.
引用
收藏
页码:462 / 466
页数:5
相关论文
共 6 条
  • [1] [Anonymous], FUNDAMENTALS SATELLI
  • [2] [Anonymous], 2006, REMOTE SENSING DIGIT
  • [3] Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery
    Feyisa, Gudina L.
    Meilby, Henrik
    Fensholt, Rasmus
    Proud, Simon R.
    [J]. REMOTE SENSING OF ENVIRONMENT, 2014, 140 : 23 - 35
  • [4] Target Detection Method for Water Mapping Using Landsat 8 OLI/TIRS Imagery
    Ji, Luyan
    Geng, Xiurui
    Sun, Kang
    Zhao, Yongchao
    Gong, Peng
    [J]. WATER, 2015, 7 (02): : 794 - 817
  • [5] The use of the normalized difference water index (NDWI) in the delineation of open water features
    McFeeters, SK
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 1996, 17 (07) : 1425 - 1432
  • [6] Water Feature Extraction and Change Detection Using Multitemporal Landsat Imagery
    Rokni, Komeil
    Ahmad, Anuar
    Selamat, Ali
    Hazini, Sharifeh
    [J]. REMOTE SENSING, 2014, 6 (05) : 4173 - 4189