Improved Classification Performance Using ISAR Images and Trace Transform

被引:22
作者
Lee, Seung-Jae [1 ]
Park, Sang-Hong [2 ]
Kim, Kyung-Tae [1 ]
机构
[1] Pohang Univ Sci & Technol, Dept Elect Engn, Pohang 37673, South Korea
[2] Pukyong Natl Univ, Dept Elect Engn, Busan 48513, South Korea
基金
新加坡国家研究基金会;
关键词
EFFICIENT CLASSIFICATION; TARGET RECOGNITION; RADAR; ALGORITHM; MOTION;
D O I
10.1109/TAES.2017.2667284
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This paper proposes a new scheme for improving the classification performance of inverse synthetic aperture radar (ISAR) images. The proposed scheme utilizes the trace transform to gather abundant information from an ISAR image, regardless of the spatial distribution of the target response in the ISAR image. In simulations using ISAR images with various spatial distributions, the proposed scheme substantially improved the classification performance compared with existing methods, which are highly vulnerable to spatial variation.
引用
收藏
页码:950 / 965
页数:16
相关论文
共 50 条
  • [31] Improved ECG compression method using discrete cosine transform
    Bendifallah, A.
    Benzid, R.
    Boulemden, M.
    ELECTRONICS LETTERS, 2011, 47 (02) : 87 - +
  • [32] A Method for Hyperspectral Images Classification using Spectral Correlation
    Jing, Luo
    Fei, Hu
    Li Yun-lei
    Yue, Liu
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 9067 - 9072
  • [33] Classification of histopathological gastric images using a new method
    Korkmaz, Sevcan Aytac
    NEURAL COMPUTING & APPLICATIONS, 2021, 33 (18) : 12007 - 12022
  • [34] CLISAR-Net: A Deformation-Robust ISAR Image Classification Network Using Contrastive Learning
    Ni, Peishuang
    Liu, Yanyang
    Pei, Hao
    Du, Haoze
    Li, Haolin
    Xu, Gang
    REMOTE SENSING, 2023, 15 (01)
  • [35] An improved cardiac arrhythmia classification using stationary wavelet transform decomposed short duration QRS segment and Bi-LSTM network
    Sharma, Lakhan Dev
    Rahul, Jagdeep
    Aggarwal, Apeksha
    Bohat, Vijay Kumar
    MULTIDIMENSIONAL SYSTEMS AND SIGNAL PROCESSING, 2023, 34 (02) : 503 - 520
  • [36] Using Improved ICA Method for Hyperspectral Data Classification
    Li, Chengfan
    Yin, Jingyuan
    Zhao, Junjuan
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2014, 39 (01) : 181 - 189
  • [37] Automatic Modulation Classification using S-transform based Features
    Satija, Udit
    Mohanty, Madhusmita
    Ramkumar, Barathram
    2ND INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING AND INTEGRATED NETWORKS (SPIN) 2015, 2015, : 708 - 712
  • [38] Vehicle Classification Using the Discrete Fourier Transform with Traffic Inductive Sensors
    Lamas-Seco, Jose J.
    Castro, Paula M.
    Dapena, Adriana
    Vazquez-Araujo, Francisco J.
    SENSORS, 2015, 15 (10) : 27201 - 27214
  • [39] Securing grayscale image using improved Arnold transform and ElGamal encryption
    Thomas, Shiju
    Krishna, Addapalli
    JOURNAL OF ELECTRONIC IMAGING, 2022, 31 (06)
  • [40] Efficient cell classification of mitochondrial images by using deep learning
    Iqbal, Muhammad Shahid
    El-Ashram, Saeed
    Hussain, Sajid
    Khan, Tamoor
    Huang, Shujian
    Mehmood, Rashid
    Luo, Bin
    JOURNAL OF OPTICS-INDIA, 2019, 48 (01): : 113 - 122