AUTOMATIC TARGET RECOGNITION OF AIRCRAFT MODELS BASED ON ISAR IMAGES

被引:9
|
作者
Saidi, M. N. [1 ,2 ]
Daoudi, K. [3 ]
Khenchaf, A. [1 ]
Hoeltzener, B. [1 ]
Aboutajdine, D. [2 ]
机构
[1] Lab E312 EA3876 ENSIETA, Brest, France
[2] Univ Mohamed 5 Agdal, Fac Sci, GSCM LRIT, Rabat, Morocco
[3] CNRS, IRIT, Toulouse, France
关键词
Inverse synthetic aperture radar; Automatic target recognition; shapes extraction; Classification; Information fusion; MOMENT INVARIANTS;
D O I
10.1109/IGARSS.2009.5417469
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
In this paper, we present a system for aircraft automatic target recognition (ATR) using Inverse Synthetic Aperture Radar (ISAR) and based on Knowledge discovery from data process adapted to radar domain We propose a method for target shape extraction from ISAR images based on the combination of two methods, SUSAN modified and active deformable contours via level set. In the second part of this work, We propose to fuse two commonly used shape descriptors algorithms based on moments Invariant and Fourier descriptors We have investigated the impact of the information fusion on the recognition rate. The classification scheme is ensured using support vector machine (SVM) classifier. Several combination strategies are compared at score/decision/feature level. Experimental results of the proposed method are provided and discussed.
引用
收藏
页码:3065 / +
页数:2
相关论文
共 50 条
  • [31] Target Recognition in ISAR Images based on Relative Phases of Complex Wavelet Coefficients and Sparse Classification
    Karine, Ayoub
    Toumi, Abdelmalek
    Khenchaf, Ali
    El Hassouni, Mohammed
    2018 4TH INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES FOR SIGNAL AND IMAGE PROCESSING (ATSIP), 2018,
  • [32] Novel and Comprehensive Approach for the Feature Extraction and Recognition Method Based on ISAR Images of Ship Target
    Yong Wang
    Pengkai Zhu
    Journal of Harbin Institute of Technology(New series), 2017, (05) : 12 - 19
  • [33] Three dimensional automatic target recognition based on spin-images
    Liu, Yao
    Ma, Jie
    Zhao, Ji
    Tian, Jinwen
    Xiong, Ling
    Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering, 2012, 41 (02): : 543 - 548
  • [34] Joint Sparse Representation based Automatic Target Recognition in SAR Images
    Zhang, Haichao
    Nasrabadi, Nasser M.
    Huang, Thomas S.
    Zhang, Yanning
    ALGORITHMS FOR SYNTHETIC APERTURE RADAR IMAGERY XVIII, 2011, 8051
  • [35] Automatic Target Recognition for SAR Images Based on Fuzzy Logic Systems
    Feng, Xuhong
    Liang, Qilian
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, 2018, 423 : 759 - 765
  • [36] Automatic target recognition in SAR images based on a SVM classification scheme
    Middelmann, Wolfgang
    Ebert, Alfons
    Thoennessen, Ulrich
    Adaptive and Natural Computing Algorithms, Pt 2, 2007, 4432 : 492 - 499
  • [37] Development of class models for model-based automatic target recognition
    Williams, W
    Wojdacki, J
    Keydel, E
    Freeling, R
    Morgan, A
    Sieron, R
    Stanhope, S
    Rajlich, V
    ALGORITHMS FOR SYNTHETIC APERTURE RADAR IMAGERY VI, 1999, 3721 : 650 - 660
  • [38] Automatic Target Recognition of SAR Images Based on Global Scattering Center Model
    Zhou Jianxiong
    Shi Zhiguang
    Cheng Xiao
    Fu Qiang
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (10): : 3713 - 3729
  • [39] High-resolution ISAR imaging based on photonic receiving for high-accuracy automatic target recognition
    Deng, Anyi
    Qian, Na
    Hua, Shiyu
    Wan, Jun
    Lv, Zhenbin
    Zou, Weiwen
    OPTICS EXPRESS, 2022, 30 (12): : 20580 - 20588
  • [40] ISAR target recognition system design based on artificial intelligence
    Li, Bingning
    Pei, Wei
    Li, Junqiang
    Zhang, Xian
    Liu, Yang
    MIPPR 2019: PATTERN RECOGNITION AND COMPUTER VISION, 2020, 11430