Infrared small target detection based on isolated hyperedge

被引:0
|
作者
Ge, Xiao-ling [1 ]
Qian, Wei-xian [1 ]
机构
[1] Nanjing Univ Sci & Technol, Nanjing 210094, Peoples R China
关键词
Infrared small target detection; Intuitionistic fuzzy hypergraph; Isolated hyperedge; LOCAL CONTRAST METHOD; MODEL;
D O I
10.1016/j.infrared.2025.105752
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
Detecting infrared small targets robustly in complex backgrounds is crucial for Infrared Search and Track (IRST) applications. However, high-intensity structures in the background, such as sharp edges, pose a challenging task, especially when the target has a low signal-to-noise ratio. We propose an Intuitionistic Fuzzy Hypergraphbased Target Detection method (IFHTD) to address this issue. IFHTD models the uncertainty of small target detection by intuitively fuzzifying the entire image at the pixel level. We define weighted intuitionistic fuzzy entropy as a membership function for target attributes in image blocks, thereby obtaining intuitionistic fuzzy sets for each image block vertex. Subsequently, the detection of infrared small targets is transformed into detecting regionally isolated hyperedges. Using intuitionistic fuzzy divergence distance metrics, we construct an intuitionistic fuzzy hypergraph for an image window. Isolated hyperedges are extracted from the centers of the image window using a predefined threshold. These isolated hyperedges are assigned weights to create a weighted graph, doubling as the infrared target's saliency map. Experimental results demonstrate our algorithm's robustness and effectiveness in practical infrared small target detection scenarios.
引用
收藏
页数:15
相关论文
共 50 条
  • [41] Infrared small target fast detection based on local saliency
    Xue, Song
    Han, Guang-Liang
    Guangzi Xuebao/Acta Photonica Sinica, 2013, 42 (02): : 228 - 233
  • [42] Infrared small target detection based on kernel anisotropic diffusion
    Ling, Qiang
    Huang, Shucai
    Wu, Xiao
    Zhong, Yu
    Qiangjiguang Yu Lizishu/High Power Laser and Particle Beams, 2015, 27 (01):
  • [43] An Infrared Small Target Detection Method Based on Attention Mechanism
    Wang, Xiaotian
    Lu, Ruitao
    Bi, Haixia
    Li, Yuhai
    SENSORS, 2023, 23 (20)
  • [44] Small target detection of infrared image based on energy features
    Zhang, SJ
    Jing, ZL
    Li, JX
    Leung, H
    PROCEEDINGS OF 2003 INTERNATIONAL CONFERENCE ON NEURAL NETWORKS & SIGNAL PROCESSING, PROCEEDINGS, VOLS 1 AND 2, 2003, : 672 - 676
  • [45] Infrared small target detection based on local multidirectional gradient
    Qiu, Guoqing
    Yang, Haijing
    Wei, Yating
    Wang, Yantao
    Luo, Pan
    2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 5679 - 5683
  • [46] Small Infrared Target Detection Based on the Complex Filter Bank
    Xiao, Yongxing
    Gao, Chenqiang
    Liu, Jun
    Zhang, Yajun
    2015 8TH INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING (CISP), 2015, : 1005 - 1009
  • [47] Infrared small target detection technique based on wavelet transform
    Mu, Song-Tao
    Su, Jin-Xin
    Wu, Jian-Dong
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2004, 33 (05): : 488 - 492
  • [48] Small infrared target detection based on image patch ordering
    Wei, Yantao
    You, Xinge
    Deng, He
    INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING, 2016, 14 (02)
  • [49] Infrared Small Target Detection Based on Weak Feature Enhancement and Target Adaptive Proliferation
    Xu, Xiaoyu
    Zhan, Weida
    Jiang, Yichun
    Zhu, Depeng
    Chen, Yu
    Guo, Jinxin
    Hao, Ziqiang
    Han, Deng
    IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2025, 18 : 2829 - 2850
  • [50] Target attribute-based false alarm rejection in small infrared target detection
    Kim, Sungho
    IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING XVIII, 2012, 8537