Target Detection using Gaussian Mixture Models and Fourier Transforms for UAV Maritime Search and Rescue

被引:0
|
作者
Dinnbier, Nuria Martinez [1 ]
Thueux, Yoann [2 ]
Savvaris, Al [1 ]
Tsourdos, Antonios [1 ]
机构
[1] Cranfield Univ, SATM, Cranfield, Beds, England
[2] Airbus Grp Innovat, Newport, Shrops, England
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In the event of a maritime disaster, casualties need to be found and rescued promptly. Image processing methods could help to perform automated detection from a UAV. The main current approaches make use of multispectral and thermal cameras, which can deal with lightning difficulties but are expensive and could suffer from high noise problems. This paper presents a method combining both color analysis and frequency patterns identification using an inexpensive vision camera (EO camera), and implements it through an adaptive algorithm to deal with a dynamically changing background. The method is tested successfully in different environments.
引用
收藏
页码:1418 / 1424
页数:7
相关论文
共 50 条
  • [1] The maritime infrared target detection based on mixture Gaussian background modeling in the Fourier domain
    Zhou, Anran
    Xie, Weixin
    Pei, Jihong
    [J]. MIPPR 2019: AUTOMATIC TARGET RECOGNITION AND NAVIGATION, 2020, 11429
  • [2] Efficient target detection in maritime search and rescue wireless sensor network using data fusion
    Wu, Huafeng
    Xian, Jiangfeng
    Mei, Xiaojun
    Zhang, Yuanyuan
    Wang, Jun
    Cao, Junkuo
    Mohapatra, Prasant
    [J]. COMPUTER COMMUNICATIONS, 2019, 136 : 53 - 62
  • [3] Automatic detection of rescue targets in maritime search and rescue missions using UAVs
    Goncalves, Luis
    Damas, Bruno
    [J]. 2022 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS (ICUAS), 2022, : 1638 - 1643
  • [4] An Enhanced Target Detection Algorithm for Maritime Search and Rescue Based on Aerial Images
    Zhang, Yijian
    Yin, Yong
    Shao, Zeyuan
    [J]. REMOTE SENSING, 2023, 15 (19)
  • [5] Field investigation of retroreflective materials for enhanced target detection in maritime search and rescue
    Hodgkinson, Jane
    Nixon, Jim
    Bennett, Chris
    Tatam, Ralph P.
    [J]. OPTICAL SENSING AND DETECTION VI, 2021, 11354
  • [6] Infrared maritime target detection using a probabilistic single Gaussian model of sea clutter in Fourier domain
    Zhou, Anran
    Xie, Weixin
    Pei, Jihong
    Chen, Yapei
    [J]. MIPPR 2017: AUTOMATIC TARGET RECOGNITION AND NAVIGATION, 2018, 10608
  • [7] UAV-Assisted Maritime Search and Rescue: A Holistic Approach
    Messmer, Martin
    Kiefer, Benjamin
    Varga, Leon Amadeus
    Zell, Andreas
    [J]. 2024 INTERNATIONAL CONFERENCE ON UNMANNED AIRCRAFT SYSTEMS, ICUAS, 2024, : 272 - 279
  • [8] Hierarchical Heuristic Search Using a Gaussian Mixture Model for UAV Coverage Planning
    Lin, Lanny
    Goodrich, Michael A.
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (12) : 2532 - 2544
  • [9] Smart UAV Infrared Image Defect Detection using YOLOv3 and Gaussian Mixture Models
    Meng, Rong
    Zhao, Zhilong
    He, Mengtian
    Wang, Zhiyuan
    Duan, Yanbo
    [J]. Tehnicki Vjesnik, 2024, 31 (06): : 1975 - 1986
  • [10] An adaptive algorithm for target recognition using Gaussian mixture models
    Xue, Wenling
    Jiang, Ting
    [J]. MEASUREMENT, 2018, 124 : 233 - 240