遥感技术与应用 2020, Vol. 35 Issue (4): 767-774 DOI: 10.11873/j.issn.1004-0323.2020.4.0767 |
甘肃遥感学会专栏 |
|
|
|
|
深度学习U-Net方法及其在高分辨卫星影像分类中的应用 |
杨瑞1,2(),祁元1(),苏阳1,2 |
1.中国科学院西北生态环境资源研究院, 甘肃 兰州 730000 2.中国科学院大学, 北京 100049 |
|
U-Net Neural Networks and Its Application in High Resolution Satellite Image Classification |
Rui Yang1,2(),Yuan Qi1(),Yang Su1,2 |
1.Key Laboratory of Remote Sensing of Gansu Province, Northwest Institute of Eco-Environment and Resources, Chinese Academy of Sciences, Lanzhou 730000, China 2.University of Chinese Academy of Sciences, Beijing 100049, China |
1 |
Zhao Yingshi. Remote Sensing Application Analysis Principle and Methods[M]. Beijing: Science Press, 2003.
|
1 |
赵英时. 遥感应用分析原理与方法[M]. 北京: 科学出版社, 2003.
|
2 |
Yuan Chen. Research for Classification of High Spatial Resolution Remotely Sensed Imagery[D].Xi’an:Chang’an University, 2016.
|
2 |
元晨. 高空间分辨率遥感影像分类研究[D].西安:长安大学, 2016.
|
3 |
Lobo A, Chic O, Casterad A. Classification of Mediterranean Crops with Multisensor Data: Per-pixel Versus Per-object Statistics and Image Segmentation[J]. International Journal of Remote Sensing, 1996, 17(12): 2385-2400.
|
4 |
Gualtieri J A, Cromp R F. Support Vector Machines for Hyperspectral Remote Sensing Classification[C]//27th AIPR Workshop: Advances in Computer-assisted Recognition. International Society for Optics and Photonics, 1999, 3584: 221-233.
|
5 |
Foody G M, Mathur A. A Relative Evaluation of Multiclass Image Classification by Support Vector Machines[J]. IEEE Transactions on Geoscience and Remote Sensing, 2004, 42(6): 1335-1343.
|
6 |
Li Ying, Li Yaohui, Wang Jinxin, et al. A Comparative Study of SVM and ANN in Multispectral Image Classification[J].Hydrographic Surveying and Charting,2016,36(5):19-22.
|
6 |
李颖, 李耀辉, 王金鑫, 等. SVM和ANN在多光谱遥感影像分类中的比较研究[J]. 海洋测绘, 2016, 36(5): 19-22.
|
7 |
Bottou L,Chapelle O, DeCoste D,et al. Large-scale Kernel Machines[M]. London:MIT Press, 2007.
|
8 |
Hinton G E, Salakhutdinov R R. Reducing the Dimensionality of Data with Neural Networks[J]. Science, 2006, 313(5786): 504-507.
|
9 |
Hannun A, Case C, Casper J, et al. Deep Speech: Scaling up End-to-end Speech Recognition[J].Preprint arXiv:1412.5567, 2014.
|
10 |
Shen Y, He X, Gao J, et al. A Latent Semantic Model with Convolutional-pooling Structure for Information Retrieval[C]//Proceedings of the 23rd ACM International Conference on Conference on Information and Knowledge Management. ACM, 2014: 101-110.
|
11 |
LeCun Y, Boser B, Denker J S, et al. Backpropagation Applied to Handwritten Zip Code Recognition[J]. Neural computation, 1989, 1(4): 541-551.
|
12 |
Cao Linlin, Li Haitao, Han Yanshun, et al. Application of Convolution Neural Network in Classification of High Resolution Remote Sensing Image[J]. Science of Surveying and Mapping, 2016, 41(9):170-175.
|
12 |
曹林林, 李海涛, 韩颜顺,等. 卷积神经网络在高分遥感影像分类中的应用[J]. 测绘科学, 2016, 41(9):170-175.
|
13 |
Collobert R, Weston J, Karlen M, et al. Natural Language Processing (Almost) from Scratch[J]. Journal of Machine Learning Research, 2011, 12(1): 2493-2537.
|
14 |
Collobert R, Weston J. A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning[C]//Proceedings of the 25th international conference on Machine learning. ACM, 2008: 160-167.
|
15 |
LeCun Y. Generalization and Network Design Strategies[C]//Connectionism in Perspective,Elsevier,1989: 143-155.
|
16 |
Hu W, Huang Y, Wei L, et al. Deep Convolutional Neural Networks for Hyperspectral Image Classification[J]. Journal of Sensors, 2015, 2015:258619. doi:10.11551 2015/258619.
doi: 10.11551 2015/258619
|
17 |
Liu Dawei, Han Ling, Han Xiaoyong. Research on Classification of High Resolution Remote Sensing Image based on Deep Learning[J]. Acta Optica Sinica, 2016, 36(4):298-306.
|
17 |
刘大伟, 韩玲, 韩晓勇. 基于深度学习的高分辨率遥感影像分类研究[J]. 光学学报, 2016, 36(4):298-306.
|
18 |
Maggiori E, Tarabalka Y, Charpiat G, et al. Fully Convolutional Neural Networks for Remote Sensing Image Classification[C]//2016 IEEE International.Geoscience and Remote Sensing Symposium (IGARSS), 2016: 5071-5074.
|
19 |
Zhang C, Pan X, Li H, et al. A Hybrid MLP-CNN Classifier for very Fine Resolution Remotely Sensed Image Classification[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2018, 140: 133-144.
|
20 |
Zhang C, Sargent I, Pan X, et al. VPRS-based Fegional Decision Fusion of CNN and MRF Classifications for very Fine Resolution Remotely Sensed Images[J]. IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(8): 4507-4521.
|
21 |
Ronneberger O, Fischer P, Brox T. U-net: Convolutional Networks for Biomedical Image Segmentation[C]//International Conference on Medical Image Computing and Computer-Assisted Intervention. Springer, Cham, 2015: 234-241.
|
22 |
Li R, Liu W, Yang L, et al. Deepunet: A Deep Fully Convolutional Network for Pixel-level Sea-land Segmentation[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018 (99): 1-9.
|
23 |
Zhang Z, Liu Q, Wang Y. Road Extraction by Deep Residual U-Net[J]. IEEE Geoscience and Remote Sensing Letters, 2018, 15(5): 749-753.
|
24 |
Zhou Y T, Chellappa R. Computation of Optical Flow Using a Neural Network[C]//IEEE International Conference on Neural Networks. 1988, 1998: 71-78.
|
25 |
Golik P, Doetsch P, Ney H. vs Cross-entropy. Squared Error Training: a Theoretical and Experimental Comparison[C]//Interspeech, 2013(13): 1756-1760.
|
26 |
Li Xin, Liu Shaomin, Ma Mingguo, et al. HiWATER: An Integrated Remote Sensing Experiment on Hydrological and Ecological Processes in the Heihe River Basin[J]. Advances in Earth Science, 2012, 27(5): 481-498.
|
26 |
李新, 刘绍民, 马明国, 等. 黑河流域生态—水文过程综合遥感观测联合试验总体设计[J]. 地球科学进展, 2012, 27(5):481-498.
|
27 |
Zhang Xiaoyou, Gong Jiadong, Zhao Xue, et al. The Change of Land Cover Land Use in Ejina Oasis over 20 Years[J]. Advances in Earth Science, 2005, 20(12): 1300-1305.
|
27 |
张小由, 龚家栋, 赵雪, 等. 额济纳绿洲近20年来土地覆被变化[J]. 地球科学进展, 2005, 20(12):1300-1305.
|
28 |
Forestry Ejinaqi. Populus Euphratica in Ejina National Nature Reserve[J].Journal of Inner Mongolia Forestry, 2007(3): 19.
|
28 |
额济纳旗林业局. 阿拉善戈壁上的绿色明珠——额济纳胡杨林国家级自然保护区[J].内蒙古林业, 2007(3):19.
|
29 |
Gong Jiadong, Cheng Guodong, Zhang Xiaoyou, et al. Enviromental Changes of Ejina Rrgion in the Lower Reaches of Heihe River[J]. Advances in Earth Science, 2002, 17(4):491-496.
|
29 |
龚家栋, 程国栋, 张小由,等. 黑河下游额济纳地区的环境演变[J]. 地球科学进展, 2002, 17(4):491-496.
|
30 |
Fu Aihong, Chen Yaning, Li Weihong. Water Use Strategies of The Desert Riparian Forest Plant Community in the Lower Reaches of Heihe River Basin[J]. China Science: Earth Sciences, 2014(4): 693-705.
|
30 |
付爱红, 陈亚宁, 李卫红. 中国黑河下游荒漠河岸林植物群落水分利用策略研究[J]. 中国科学: 地球科学, 2014(4): 693-705.
|
|
Viewed |
|
|
|
Full text
|
|
|
|
|
Abstract
|
|
|
|
|
Cited |
|
|
|
|
|
Shared |
|
|
|
|
|
Discussed |
|
|
|
|