个人简介
教授,博士生导师,智能交通基础设施系系主任,联合国附属空间科技教育亚太区域中心(中国)遥感与GIS方向负责人,工程环境碳遥感与绿色金融研究中心主任。
教育经历
2001.9 -- 2004.7 中科院地理科学所 地图学与地理信
1998.9 -- 2001.6 清华大学 大地测量学与测量工程 硕士研究生毕业 硕士学位
1994.9 -- 1998.6 桂林理工大学 测量工程 大学本科毕业 学士学位
工作经历
2004.7 -- 至今 北京航空航天大学
2010.9 -- 2010.12 滑铁卢大学 地理与环境管理学院 访问学者
2016.7 -- 2016.8 卡尔加里大学 测量工程系 访问学者
近期论文
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PCL-PTD Net: Parallel Cross-Learning-Based Pixel Transferred Deconvolutional Network for Building Extraction in Dense Building Areas With Shadow:IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE,2023
Naive Bayes classification-based surface water gap-filling from partially contaminated optical remote sensing image:JOURNAL OF HYDROLOGY,2022
Lopez, FPA; Zhou, GH; Jing, GF ; Zhang, K; Tan, YM. XCO2 and XCH4 Reconstruction Using GOSAT Satellite Data Based on EOF-Algorithm. REMOTE SENSING, 2022, 14(11). DOI: 10.3390/rs14112622,2022
Tan, YM; Shi, YZ; Xu, L; Zhou, KL; Jing, GF; Wang, XL; Bai, BX. An Optimal Transport Based Global Similarity Index for Remote Sensing Products Comparison. REMOTE SENSING. 2022, 14(11). DOI:10.3390/rs14112546,2022
Boonpook, Wuttichai; Tan, Yumin; Bai, Bingxin; Xu, Bo. Road Extraction from UAV Images Using a Deep ResDCLnet Architecture. Canadian Journal of Remote Sensing, MAY 2021. DOI: 10.1080/07038992.2021.1913046,2021
Bai, Bingxin; Tan, Yumin; Donchyts, Gennadii; Haag, Arjen; Weerts, Albrecht. A Simple Spatio-Temporal Data Fusion Method Based on Linear Regression Coefficient Compensation. Remote Sensing. 2020; 12(23):3900. DOI:10.3390/rs12233900,2021
Boonpook, Wuttichai; Tan, Yumin; Xu, Bo. Deep learning-based multi-feature semantic segmentation in building extraction from images of UAV photogrammetry. International Journal of Remote Sensing, 2020, 42(1). DOI:10.1080/01431161.2020.1788742,2020
Zhu, Panpan; Tan, Yumin; Zhang, Liqiang; Wang, Yuebin; Mei, Jie; Liu, Hao; Wu, Mengfan. Deep Learning for Multilabel Remote Sensing Image Annotation With Dual-Level Semantic Concepts. IEEE Transactions on Geoscience and Remote Sensing, 2020, PP(99):1-14. DOI:10.1109/TGRS.2019.2960466,2020
Tan, Yumin; Wu, Peng; Zhou, Guanhua; Li, Yunxin; Bai, Bingxin. Combining Residual Neural Networks and Feature Pyramid Networks to Estimate Poverty Using Multisource Remote Sensing Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing , 2020, 13(99):553-565. DOI:10.1109/JSTARS.2020.2968468,2020
Chu, Tianyong; Tan, Yumin; Liu, Qiang; Bai, Bingxin. Novel fusion method for SAR and optical images based on non-subsampled shearlet transform. International Journal of Remote Sensing, 2020, 41(12):4588-4602. DOI:10.1080/01431161.2020.1723175,2020
Tan, Yumin; Li, Yunxin. UAV Photogrammetry-Based 3D Road Distress Detection. ISPRS International Journal of Geo-Information , 2019, 8(9);409. DOI:10.3390/ijgi8090409,2019
Belabid, Nasreddine; Zhao, Feng; Brocca, Luca; Huang, Yanbo; Tan, Yumin. Near-Real-Time Flood Forecasting Based on Satellite Precipitation Products [J].REMOTE SENSING,2019, 11(3): 252. DOI:10.3390/rs11030252,2019
Bai, Bingxin; Tan, Yumin; Guo, Dong; Xu, Bo. Dynamic Monitoring of Forest Land in Fuling District Based on Multi-Source Time Series Remote Sensing Images. ISPRS Journal of Geo-Information, 2019, 8(1): 36. DOI:10.3390/ijgi8010036,2019
Tan, Yumin; Wang, Shuai; Xu, Bo; Zhang, Jiabin. An improved progressive morphological filter for UAV-based photogrammetric point clouds in river bank monitoring [J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2018, 146:421-429. DOI:10.1016/j.isprsjprs.2018.10.013,2019
Tan, Yumin; Xia, Wei; Xu, Bo; Bai, Linjie. Multi-Feature Classification Approach for High Spatial Resolution Hyperspectral Images. JOURNAL OF THE INDIAN SOCIETY OF REMOTE SENSING , 2018,46(1): 9-17. DOI:10.1007/s12524-017-0663-0,2018
Boonpook, Wuttichai; Tan, Yumin*; Ye, Yinghua; Torteeka, Peerapong; Torsri, Kritanai; Dong, Shengxian. A Deep Learning Approach on Building Detection from Unmanned Aerial Vehicle-Based Images in Riverbank Monitoring [J]. SENSORS ,2018,18(11);3921. WOS:000451598900331,2018
Zhang, Zhenxin; Zhang, Liqiang; Tan, Yumin; Zhang, Liang; Liu, Fangyu; Zhong, Ruofei..Zhang, ZX; Zhang, LQ; Tan, YM; Zhang, L; Liu, FY; Zhong, RF. Joint Discriminative Dictionary and Classifier Learning for ALS Point Cloud Classification. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING. 2018 ,56(1), 524-538. DOI:10.1109/TGRS.2017.2751061:IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING,2018
Zhou, Guanhua; Zhang, Yue; Ma, Zhongqi; Xu, Wujian; Zhang, Kai; Liu, Junhui; Tan, Yumin. A Geostatistics-Based Method to Determine the Pixel Distance in a Structure Function Model for Aerosol Optical Depth Inversion. ATMOSPHERE , 2017,8(1). DOI:10.3390/atmos8010006,2017
Tan, Yumin; Guo, Dong; Xu, Bo. A geospatial information quantity model for regional landslide risk assessment. NATURAL HAZARDS , 2015,79(2),1385-1398. DOI:10.1007/s11069-015-1909-1,2015