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中文
DONG Yanni

Associate professor
Master Tutor


Honors and Titles : 2018 CGIS Excellent doctoral thesis nomination award.
2018 Hong Kong Scholar.

Gender : Female
Alma Mater : Wuhan University
Education Level : Faculty of Higher Institutions
Degree : Doctoral Degree in Engineering
School/Department : China University of Geosciences
Date of Employment : 2017-07-01
Discipline : Geophysical Prospecting and Information Technology
Business Address : Office 401, Institute of Geophysics and Geomatics
Email :
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Personal Profile

Yanni Dong received the B.S. and Ph.D. degrees from Wuhan University, Wuhan, China, in 2012 and 2017, respectively. 

I am currently an associate professor with Institute of Geophysics and Geomatics, China University of Geosciences, and also a Hong Kong Scholar with the Department of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic University, Hong Kong. My research interests include distance metric learning, hyperspectral image processing and pattern recognition.

I am a reviewer of more than twenty international journals, including the IEEE TCybern, TGRS, TIP, TNNLS,  ISPRS, PR. She is also the PC Member of IJCAI and AAAI.


JOIN US!!!

Welcome to join our team and work with me.

Bachelor degree in any discipline, remote sensing, GIS, computer, telecommunications, mathematics and other professional majors are preferred.

To join our team, please contact us as soon as possible and prepare the following electronic files: Personal resume including personal profile, education and research experience, undergraduate transcripts, winning situation, skill level, research interest and future research plan, etc. 


RESEARCH INTERESTS

1. Target Detection, Dimensionality Reduction , Classification, Scene Classification and Change Detection for Remote Sensing Image Processing

2. Metric Learning, Transfer Learning and Deep Learning of Pattern Recognition and Machine Learning

3. Mineral Mapping, Lithologic Mapping and Geological Application of Remote Sensing


EDUCATIONAL BACKGROUND

2012.9~2017.6,  Ph.D,  State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote Sensing (LIESMARS), Wuhan University, China.

2008.9~2012.6,  B.Eng,  School of Remote Sensing and Information Engineering, Wuhan University, China.


RESEARCH EXPERIENCE

2019.1~2021.1,  Postdoctoral Fellow,  Department of Land Surveying and Geo-Informatics, The Hong Kong Polytechnic University, HK.

2017.7~now,  Associate Professor,  Institute of Geophysics and Geomatics, China University of Geosciences


SELECTED PUBLICATIONS

[1] Yanni Dong, Cong Yang, and Yuxiang Zhang, “Deep Metric Learning with Online Hard Mining for Hyperspectral Classification,” IEEE Transactions on CyberneticsRemote Sensing, vol.13, no. 7, pp. 1368, 2021.

[2] Yanni Dong, Tianyang Liang, Yuxiang Zhang and Bo Du, “Spectral-Spatial Weighted Kernel Manifold Embedded Distribution Alignment for Remote Sensing Image Classification,” IEEE Transactions on Cybernetics, doi: 10.1109/TCYB.2020.3004263.

[3] Ziye Wang, Yanni Dong*, and Renguang Zuo, “Mapping Geochemical Anomalies Related to Fe–polymetallic Mineralization Using the Maximum Margin Metric Learning Method,” Ore Geology Reviews, vol. 107, pp. 258–265, April 2019.

[4] Ziye Wang, Renguang Zuo, and Yanni Dong*, “Mapping Geochemical Anomalies Through Integrating Random Forest and Metric Learning Methods,” Natural Resources Research, vol. 28, pp. 1285–1298, March 2019.

[5] Yuxiang Zhang, Kang Liu, Yanni Dong*, Ke Wu, and Xiangyun Hu, “Semisupervised Classification Based on SLIC Segmentation for Hyperspectral Image,” IEEE Geoscience and Remote Sensing Letters, pp. 1–4, 2019.

[6] Yanni Dong, Bo Du, Liangpei Zhang, and Xiangyun Hu, “Hyperspectral Target Detection via Adaptive Information-Theoretic Metric Learning with Local Constraints,” Remote Sensing, vol.10, no. 9, pp. 1415, 2018.

[7] Yanni Dong, Bo Du, Liangpei Zhang, and Lefei Zhang. “Dimensionality Reduction and Classification of Hyperspectral Images Using Ensemble Discriminative Local Metric Learning,” IEEE Transactions on Geoscience and Remote Sensing, vol. 55, no. 5, pp. 2509-2524, May, 2017.

[8] Yanni Dong, Bo Du, Lefei Zhang, and Liangpei Zhang, “LAM3L: Locally Adaptive Maximum Margin Metric Learning for Visual Data Classification,” Neurocomputing, vol. 235, pp. 1-9, April, 2017.

[9] Yanni Dong, Bo Du, Liangpei Zhang, and Lefei Zhang, “Exploring Locally Adaptive Dimensionality Reduction for Hyperspectral Image Classification: A Maximum Margin Metric Learning Aspect,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 10, no. 3, pp. 1136-1150, March, 2017.

[10] Yanni Dong, Liangpei Zhang, Lefei Zhang, and Bo Du, “Maximum Margin Metric Learning Based Target Detection for Hyperspectral Images,” ISPRS Journal of Photogrammetry and Remote Sensing, vol. 108, pp. 138-150, October, 2015.

[11] Yanni Dong, Bo Du, and Liangpei Zhang, “Target Detection Based on Random Forest Metric Learning,” IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8, no. 4, pp. 1830-1838, April, 2015.

[12] Yanni Dong, Bo Du, Lefei Zhang, and Liangpei Zhang. “Hyperspectral Target Detection Based on Locally Adaptive Information–Theoretic Metric Learning Method.” Geomatics and information Science of Wuhan University, vol. 3, no. 8, pp. 1271–1277, 2018.



CONTACT

Institute of Geophysics&Geomatics, China University of Geosciences, Wuhan, PR China

Email: dongyanni@cug.edu.cn
Phone: (+86) 137 2019 2758