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One-Class Remote Sensing Classification From Positive and Unlabeled Background Data 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2021, 卷号: 14, 页码: 730-746
作者:  Li, Wenkai;  Guo, Qinghua;  Elkan, Charles
Adobe PDF(11598Kb)  |  收藏  |  浏览/下载：107/0  |  提交时间：2023/02/24
Training  Remote sensing  Classification algorithms  Mathematical model  Support vector machines  Data models  Prediction algorithms  Case-control sampling  labeled and unlabeled data  one-class classification  positive and background learning with constraints (PBLC)  remote sensing  
Land use and land cover change in Inner Mongolia - understanding the effects of China's re-vegetation programs 期刊论文
REMOTE SENSING OF ENVIRONMENT, 2018, 卷号: 204, 页码: 918-930
作者:  Yin, He;  Pflugmacher, Dirk;  Li, Ang;  Li, Zhengguo;  Hostert, Patrick
Adobe PDF(2143Kb)  |  收藏  |  浏览/下载：117/0  |  提交时间：2022/02/25
Land use and land cover change  Deforestation  Afforestation  Cropland retirement  MODIS time series  Trajectory-based approach  Inner Mongolia  Machine learning  Random forest  Probability scores  
An Ensemble of Classifiers Based on Positive and Unlabeled Data in One-Class Remote Sensing Classification 期刊论文
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, 2018, 卷号: 11, 期号: 2, 页码: 572-584
作者:  Liu, Ran;  Li, Wenkai;  Liu, Xiaoping;  Lu, Xingcheng;  Li, Tianhong;  Guo, Qinghua
Adobe PDF(9506Kb)  |  收藏  |  浏览/下载：108/0  |  提交时间：2022/02/25
Classifier ensemble  one-class classification  positive and unlabeled learning (PUL)  weighted average  weighted vote  
One-class remote sensing classification: one-class vs. binary classifiers 期刊论文
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2018, 卷号: 39, 期号: 6, 页码: 1890-1910
作者:  Deng, Xueqing;  Li, Wenkai;  Liu, Xiaoping;  Guo, Qinghua;  Newsam, Shawn
Adobe PDF(7030Kb)  |  收藏  |  浏览/下载：112/0  |  提交时间：2022/02/25
Mapping Regional Urban Extent Using NPP-VIIRS DNB and MODIS NDVI Data 期刊论文
REMOTE SENSING, 2017, 卷号: 9, 期号: 8
作者:  Wang, Run;  Wan, Bo;  Guo, Qinghua;  Hu, Maosheng;  Zhou, Shunping
Adobe PDF(2258Kb)  |  收藏  |  浏览/下载：106/0  |  提交时间：2022/03/28
urban mapping  one-class  NPP-VIIRS DNB  MODIS NDVI  large scale  
One-Class Classification of Airborne LiDAR Data in Urban Areas Using a Presence and Background Learning Algorithm 期刊论文
REMOTE SENSING, 2017, 卷号: 9, 期号: 10
作者:  Ao, Zurui;  Su, Yanjun;  Li, Wenkai;  Guo, Qinghua;  Zhang, Jing
Adobe PDF(1859Kb)  |  收藏  |  浏览/下载：118/0  |  提交时间：2022/03/28
LiDAR  one-class classification  presence and background learning algorithm  remote sensing  
A New Accuracy Assessment Method for One-Class Remote Sensing Classification 期刊论文
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2014, 卷号: 52, 期号: 8, 页码: 4621-4632
作者:  Li, Wenkai;  Guo, Qinghua
Adobe PDF(2029Kb)  |  收藏  |  浏览/下载：37/0  |  提交时间：2023/03/30
Accuracy assessment  background  F-measure  negative  one-class remote sensing classification  positive