Complex Scene Classification of High Resolution Remote Sensing Images Based on DCNN Model

被引:2
作者
Chen, Dexi [1 ]
Hu, Peng [1 ]
Duan, Xuelin [2 ]
机构
[1] China Ship Dev & Design Ctr, Wuhan, Peoples R China
[2] Wuhan Univ, Sch Remote Sensing & Informat Engn, Wuhan, Peoples R China
来源
2019 10TH INTERNATIONAL WORKSHOP ON THE ANALYSIS OF MULTITEMPORAL REMOTE SENSING IMAGES (MULTITEMP) | 2019年
关键词
high resolution remote sensing image; scene classification; deep convolutional neural network;
D O I
10.1109/multi-temp.2019.8866895
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Aiming at the problem that the traditional scene classification methods are not accurate to the semantic description of high resolution remote sensing images, a method based on deep convolutional neural network(DCNN) is proposed. It achieves an accuracy of 93% on the dataset (whu-6) made by myself, which significantly improves the classification accuracy compared with the traditional scene classification methods.
引用
收藏
页数:4
相关论文
共 8 条
  • [1] Reducing the dimensionality of data with neural networks
    Hinton, G. E.
    Salakhutdinov, R. R.
    [J]. SCIENCE, 2006, 313 (5786) : 504 - 507
  • [2] A fast learning algorithm for deep belief nets
    Hinton, Geoffrey E.
    Osindero, Simon
    Teh, Yee-Whye
    [J]. NEURAL COMPUTATION, 2006, 18 (07) : 1527 - 1554
  • [3] Lazebnik S., 2006, 2006 IEEE COMP SOC C, VVolume 2, P2169, DOI DOI 10.1109/CVPR.2006.68
  • [4] Gradient-based learning applied to document recognition
    Lecun, Y
    Bottou, L
    Bengio, Y
    Haffner, P
    [J]. PROCEEDINGS OF THE IEEE, 1998, 86 (11) : 2278 - 2324
  • [5] Deep learning
    Rusk, Nicole
    [J]. NATURE METHODS, 2016, 13 (01) : 35 - 35
  • [6] Image classification for content-based indexing
    Vailaya, A
    Figueiredo, MAT
    Jain, AK
    Zhang, HJ
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2001, 10 (01) : 117 - 130
  • [7] Yang Yi, 2010, P 18 SIGSPATIAL INT, P270, DOI [10.1145/1869790.1869829, DOI 10.1145/1869790.1869829]
  • [8] Bag-of-Visual-Words Scene Classifier With Local and Global Features for High Spatial Resolution Remote Sensing Imagery
    Zhu, Qiqi
    Zhong, Yanfei
    Zhao, Bei
    Xia, Gui-Song
    Zhang, Liangpei
    [J]. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2016, 13 (06) : 747 - 751