个人简介:
董燕妮,女,博士,特任副教授。主要从事模式识别与机器学习在高光谱遥感影像及其地学中应用的研究。目前已在IEEE TGRS、ISPRS和IEEE JSTARS等国际刊物上发表SCI检索论文6篇,EI等其他检索论文2篇,参与多项国家级、省部级自然科学基金项目。担任IEEE TGRS、ISPRS、PR、AAAI、IJCAI、ICML等多个国际SCI期刊和顶级会议的审稿人。
联系方式:
电子邮箱:dongyanni@cug.edu.cn
主要研究方向:
1. 高光谱遥感图像处理与分析
2. 高光谱遥感的矿物制图与地质应用
3. 模式识别与机器学习
4. 地质灾害与监测
教育背景:
2012-2017 武汉大学 测绘遥感信息工程国家重点实验室 获工学博士学位(硕博连读)
2008-2012 武汉大学 遥感信息工程学院 获工学学士学位
代表性论文:
[1]. 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.
[2]. Yanni Dong, Bo Du, Lefei Zhang, Liangpei Zhang, and Dacheng Tao, “LAM3L: Locally Adaptive Maximum Margin Metric Learning for Visual Data Classification,” Neurocomputing, vol. 235, pp. 1-9, April, 2017.
[3]. 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.
[4]. 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.
[5]. 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.
[6]. 董燕妮, 杜博, 张乐飞, 张良培.“基于局域自适应测度学习的高光谱目标探测方法,”武汉大学信息科学版, DOI:10.13203/j.whugis20150504.
会议论文:
[1]. Yanni Dong, Bo Du, Lefei Zhang, and Liangpei Zhang, “Local Decision Maximum Margin Metric Learning for Hyperspectral Target Detection,” IEEE International Geoscience and Remote Sensing symposium, IGARSS 2015, Milan, Italy, pp. 397-400, July, 2015.