Remote Sensing Images Recognition by Deep Convolutional Neural Networks

被引:0
|
作者
Zhou, Tao [1 ]
Chen, Yuanyuan [2 ]
机构
[1] Univ Elect Sci & Technol China, Chengdu, Sichuan, Peoples R China
[2] Sichuan Univ, Coll Comp Sci, SCU, Chengdu, Sichuan, Peoples R China
关键词
remote sensing image recognition; deep learning; neural networks; convolutional neural networks;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Remote sensing image recognition is widely applied, such as agriculture, forest monitoring and meteorology. The effect of remote sensing application analysis greatly depends on the accuracy of image recognition. In this paper, we proposed an image recognition method for remote sensing images using deep convolutional neural network. The neural network learned the feature via training data automatically. After training, the network can recognize query images in a relative high accuracy. According to the experimental results, the proposed method shows a good performance on a given remote sensing image dataset.
引用
收藏
页码:202 / 205
页数:4
相关论文
共 50 条
  • [1] Deep Convolutional Neural Networks for Airport Detection in Remote Sensing Images
    Budak, Umit
    Sengur, Abdulkadir
    Halici, Ugur
    2018 26TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2018,
  • [2] AIRPLANE RECOGNITION FROM REMOTE SENSING IMAGES WITH DEEP CONVOLUTIONAL NEURAL NETWORK
    Chen, Fen
    Ren, Ruilong
    Xu, Wenbo
    Van de Voorde, Tim
    IGARSS 2020 - 2020 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2020, : 264 - 267
  • [3] Aircraft Detection for Remote Sensing Images Based on Deep Convolutional Neural Networks
    Zhou, Liming
    Yan, Haoxin
    Shan, Yingzi
    Zheng, Chang
    Liu, Yang
    Zuo, Xianyu
    Qiao, Baojun
    JOURNAL OF ELECTRICAL AND COMPUTER ENGINEERING, 2021, 2021
  • [4] Ship detection in optical remote sensing images based on deep convolutional neural networks
    Yao, Yuan
    Jiang, Zhiguo
    Zhang, Haopeng
    Zhao, Danpei
    Cai, Bowen
    JOURNAL OF APPLIED REMOTE SENSING, 2017, 11
  • [5] Object Detection and Recognition in Remote Sensing Images by Employing a Hybrid Generative Adversarial Networks and Convolutional Neural Networks
    Deshmukh, Araddhana Arvind
    Kumari, Mamta
    Krishnaiah, V. V. Jaya Rama
    Bandhekar, Shweta
    Dharani, R.
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (09) : 621 - 632
  • [6] Airplane Detection in Remote Sensing Images using Convolutional Neural Networks
    Chao, Ouyang
    Chen, Zhong
    Zhang, Feng
    Zhang, Yifei
    MIPPR 2017: PATTERN RECOGNITION AND COMPUTER VISION, 2017, 10609
  • [7] Cloud detection using convolutional neural networks on remote sensing images
    Matsunobu, Lysha M.
    Pedro, Hugo T. C.
    Coimbra, Carlos F. M.
    SOLAR ENERGY, 2021, 230 : 1020 - 1032
  • [8] Convolutional Neural Networks for Semantic Segmentation of Multispectral Remote Sensing Images
    Lopez, Josue
    Santos, Stewart
    Atzberger, Clement
    Torres, Deni
    2018 IEEE 10TH LATIN-AMERICAN CONFERENCE ON COMMUNICATIONS (IEEE LATINCOM), 2018,
  • [9] Object Detectionin of Remote Sensing Images Based on Convolutional Neural Networks
    Ou Pan
    Zhang Zheng
    Lu Kui
    Liu Zeyang
    LASER & OPTOELECTRONICS PROGRESS, 2019, 56 (05)
  • [10] Hyperspectral Remote Sensing Images Deep Feature Extraction Based on Mixed Feature and Convolutional Neural Networks
    Liu, Jing
    Yang, Zhe
    Liu, Yi
    Mu, Caihong
    REMOTE SENSING, 2021, 13 (13)