An adaptive spatio-spectral domain correlation parallel framework for hyperspectral image classification

被引:0
作者
Wang, Xianchen [1 ,2 ]
Xie, Weixin [1 ]
机构
[1] Shenzhen Univ, ATR Natl Key Lab Def Technol, Shenzhen, Peoples R China
[2] Shenzhen Polytech, Sch Elect & Commun Engn, Shenzhen, Peoples R China
来源
PROCEEDINGS OF 2018 14TH IEEE INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP) | 2018年
基金
中国国家自然科学基金;
关键词
Adaptive; Spectral Domain; Correlation; Parallel Classification; INFORMATION;
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
With the rapid development of hyperspectral image technology, the spectral resolution and spatial resolution of hyperspectral images are continuously increasing, which in turn leads to a rapid increase of data amount in hyperspectral images. The huge amount of data poses a big challenge to the rapid processing of hyperspectral images. This paper proposes an adaptive spatio-spectral domain correlation parallel framework for hyperspectral image classification. The experimental results show that the classification accuracy and processing speed of our proposed framework are more efficient and higher than that of existing classification algorithms for hyperspectral images.
引用
收藏
页码:350 / 354
页数:5
相关论文
共 15 条
  • [1] [Anonymous], 2018, IEEE ACCESS
  • [2] Hyperspectral Image Classification Using Dictionary-Based Sparse Representation
    Chen, Yi
    Nasrabadi, Nasser M.
    Tran, Trac D.
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2011, 49 (10): : 3973 - 3985
  • [3] Csurka G, 2004, WORKSH STAT LEARN CO
  • [4] A Vector SIFT Detector for Interest Point Detection in Hyperspectral Imagery
    Dorado-Munoz, Leidy P.
    Velez-Reyes, Miguel
    Mukherjee, Amit
    Roysam, Badrinath
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2012, 50 (11): : 4521 - 4533
  • [5] A Discriminative Metric Learning Based Anomaly Detection Method
    Du, Bo
    Zhang, Liangpei
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 52 (11): : 6844 - 6857
  • [6] Classification of Hyperspectral Images by Exploiting Spectral-Spatial Information of Superpixel via Multiple Kernels
    Fang, Leyuan
    Li, Shutao
    Duan, Wuhui
    Ren, Jinchang
    Benediktsson, Jon Atli
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2015, 53 (12): : 6663 - 6674
  • [7] Farhangi MM, 2013, ADV INTELL SYST, V177, P681
  • [8] Jie Liang, 2015, 2015 11th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG), P1, DOI 10.1109/FG.2015.7163115
  • [9] Li YS, 2016, INT CONF SIGN PROCES, P733, DOI 10.1109/ICSP.2016.7877929
  • [10] Classification of hyperspectral remote sensing images with support vector machines
    Melgani, F
    Bruzzone, L
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2004, 42 (08): : 1778 - 1790