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科研机构
地理科学与资源研究... [47]
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期刊论文 [47]
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2021 [18]
2020 [21]
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专题:地理科学与资源研究所
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Effectiveness of machine learning methods for water segmentation with ROI as the label: A case study of the Tuul River in Mongolia
期刊论文
INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION, 2021, 卷号: 103, 页码: 11
作者:
Li, Kai
;
Wang, Juanle
;
Yao, Jinyi
收藏
  |  
浏览/下载:72/0
  |  
提交时间:2021/11/05
Water Segmentation
Pixel-based CNN
ROI
U-net
Mongolia
A method for land surface temperature retrieval based on model-data-knowledge-driven and deep learning
期刊论文
REMOTE SENSING OF ENVIRONMENT, 2021, 卷号: 265, 页码: 19
作者:
Wang, Han
;
Mao, Kebiao
;
Yuan, Zijin
;
Shi, Jiancheng
;
Cao, Mengmeng
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  |  
浏览/下载:55/0
  |  
提交时间:2021/11/05
Land surface temperature (LST)
Model-data-knowledge-driven
Deep learning
Geophysical logical reasoning
Expert knowledge
Geospatial constrained optimization to simulate and predict spatiotemporal trends of air pollutants
期刊论文
SPATIAL STATISTICS, 2021, 卷号: 45, 页码: 28
作者:
Li, Lianfa
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  |  
浏览/下载:40/0
  |  
提交时间:2021/11/05
Constrained optimization
Domain knowledge
Spatiotemporal patterns
Air pollutant
Prediction
Uncertainty
Semi-Supervised Convolutional Long Short-Term Memory Neural Networks for Time Series Land Cover Classification
期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 17, 页码: 18
作者:
Shen, Jing
;
Tao, Chao
;
Qi, Ji
;
Wang, Hao
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  |  
浏览/下载:51/0
  |  
提交时间:2021/11/05
image classification
Long Short-Term Memory neural network (LSTM)
remote sensing
semi-supervised learning
time series analysis
Encoder-Decoder Full Residual Deep Networks for Robust Regression and Spatiotemporal Estimation
期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021, 卷号: 32, 期号: 9, 页码: 4217-4230
作者:
Li, Lianfa
;
Fang, Ying
;
Wu, Jun
;
Wang, Jinfeng
;
Ge, Yong
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  |  
浏览/下载:80/0
  |  
提交时间:2021/11/05
Bias
deep learning
encoder-decoder
full residual deep network
non-linear regression
prediction of satellite aerosol optical depth (AOD) and PM2.5
spatiotemporal modeling
Cloud Detection Algorithm for Multi-Satellite Remote Sensing Imagery Based on a Spectral Library and 1D Convolutional Neural Network
期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 16, 页码: 20
作者:
Ma, Nan
;
Sun, Lin
;
Zhou, Chenghu
;
He, Yawen
收藏
  |  
浏览/下载:24/0
  |  
提交时间:2021/11/05
ASTER spectral library
hyperspectral data
1D convolutional neural network
cloud detection
data simulation
multi-satellite remote sensing images
Tracking small-scale tropical forest disturbances: Fusing the Landsat and Sentinel-2 data record
期刊论文
REMOTE SENSING OF ENVIRONMENT, 2021, 卷号: 261, 页码: 17
作者:
Zhang, Yihang
;
Ling, Feng
;
Wang, Xia
;
Foody, Giles M.
;
Boyd, Doreen S.
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  |  
浏览/下载:37/0
  |  
提交时间:2021/08/19
Forest disturbance
Small-scale clearing
Landsat and Sentinel-2
Deep learning
Downscaling
NestNet: a multiscale convolutional neural network for remote sensing image change detection
期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2021, 卷号: 42, 期号: 13, 页码: 4902-4925
作者:
Yu, Xiao
;
Fan, Junfu
;
Chen, Jiahao
;
Zhang, Peng
;
Zhou, Yuke
收藏
  |  
浏览/下载:51/0
  |  
提交时间:2021/06/10
Prediction of human activity intensity using the interactions in physical and social spaces through graph convolutional networks
期刊论文
INTERNATIONAL JOURNAL OF GEOGRAPHICAL INFORMATION SCIENCE, 2021, 页码: 28
作者:
Li, Mingxiao
;
Gao, Song
;
Lu, Feng
;
Liu, Kang
;
Zhang, Hengcai
收藏
  |  
浏览/下载:62/0
  |  
提交时间:2021/06/10
Human activity intensity prediction
graph convolutional networks
social interaction
mobile phone data
human mobility
Deep Learning Based Sea Ice Classification with Gaofen-3 Fully Polarimetric SAR Data
期刊论文
REMOTE SENSING, 2021, 卷号: 13, 期号: 8, 页码: 22
作者:
Zhang, Tianyu
;
Yang, Ying
;
Shokr, Mohammed
;
Mi, Chunlei
;
Li, Xiao-Ming
收藏
  |  
浏览/下载:24/0
  |  
提交时间:2021/06/10
Gaofen-3
polarimetric data
sea ice classification
residual convolutional network
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