Deep learning for remotely sensed data

作者: Giorgos Mountrakis , Jun Li , Xiaoqiang Lu , Olaf Hellwich

DOI: 10.1016/J.ISPRSJPRS.2018.08.011

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摘要:

参考文章(9)
Zhipeng Deng, Hao Sun, Shilin Zhou, Juanping Zhao, Lin Lei, Huanxin Zou, Multi-scale object detection in remote sensing imagery with convolutional neural networks Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 3- 22 ,(2018) , 10.1016/J.ISPRSJPRS.2018.04.003
Wei Han, Ruyi Feng, Lizhe Wang, Yafan Cheng, A semi-supervised generative framework with deep learning features for high-resolution remote sensing image scene classification Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 23- 43 ,(2017) , 10.1016/J.ISPRSJPRS.2017.11.004
Jian Kang, Marco Körner, Yuanyuan Wang, Hannes Taubenböck, Xiao Xiang Zhu, Building instance classification using street view images Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 44- 59 ,(2018) , 10.1016/J.ISPRSJPRS.2018.02.006
Ronald Kemker, Carl Salvaggio, Christopher Kanan, Algorithms for semantic segmentation of multispectral remote sensing imagery using deep learning Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 60- 77 ,(2018) , 10.1016/J.ISPRSJPRS.2018.04.014
Diego Marcos, Michele Volpi, Benjamin Kellenberger, Devis Tuia, Land cover mapping at very high resolution with rotation equivariant CNNs: Towards small yet accurate models Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 96- 107 ,(2018) , 10.1016/J.ISPRSJPRS.2018.01.021
Bin Pan, Zhenwei Shi, Xia Xu, MugNet: Deep learning for hyperspectral image classification using limited samples Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 108- 119 ,(2017) , 10.1016/J.ISPRSJPRS.2017.11.003
M.E. Paoletti, J.M. Haut, J. Plaza, A. Plaza, A new deep convolutional neural network for fast hyperspectral image classification Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 120- 147 ,(2017) , 10.1016/J.ISPRSJPRS.2017.11.021
Yinghui Xing, Min Wang, Shuyuan Yang, Licheng Jiao, Pan-sharpening via deep metric learning Isprs Journal of Photogrammetry and Remote Sensing. ,vol. 145, pp. 165- 183 ,(2018) , 10.1016/J.ISPRSJPRS.2018.01.016
Yonghao Xu, Bo Du, Fan Zhang, Liangpei Zhang, Hyperspectral image classification via a random patches network ISPRS Journal of Photogrammetry and Remote Sensing. ,vol. 142, pp. 344- 357 ,(2018) , 10.1016/J.ISPRSJPRS.2018.05.014