个人简介
杨美娟:副教授
研究方向:遥感影像理解、计算机视觉
联系地址:陕西省西安市碑林区友谊西路127号西北工业大学
邮政编码:710072
电子邮箱:mjuanyang AT nwpu.edu.cn
教育背景
2015-2021 | 西安电子科技大学 | 电路与系统 | 博士 |
2010-2013 | 中国科学院西安光学精密机械研究所 | 信号与信息处理 | 硕士 |
2006-2010 | 西安电子科技大学 | 电子信息科学与技术 | 学士 |
工作经历
2022至今 | 西北工业大学 | 副教授 |
代表工作
M. Yang, L. Jiao*, F. Liu, B. Hou, S. Yang, Y. Zhang and J. Wang, “Multi-Cue Contrastive Self-Supervised Learning For Change Detection in Remote Sensing,” IEEE Transactions on Geoscience and Remote Sensing, doi: 10.1109/TGRS.2023.3330494, 2023. [PDF]
M. Yang, L. Jiao*, F. Liu, B. Hou, S. Yang, Y. Zhang and J. Wang, “Coarse-to-Fine Contrastive Self-Supervised Feature Learning for Land-Cover Classification in SAR Images With Limited Labeled Data,” IEEE Transactions on Image Processing, vol. 31, pp. 6502-6516, 2022. [PDF]
M. Yang, L. Jiao*, F. Liu, B. Hou, S. Yang and M. Jian, “DPFL-Nets: Deep pyramid feature learning networks for multiscale change detection,” IEEE Transactions on Neural Networks and Learning Systems, vol. 33, no. 11, pp. 6402-6416, 2022. [PDF]
M. Yang, L. Jiao*, B. Hou, F. Liu and S. Yang, “Selective adversarial adaptation-based cross-scene change detection framework in remote sensing images,” IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 3, pp. 2188-2203, 2021. [PDF]
M. Yang, L. Jiao*, F. Liu, B. Hou and S. Yang, “Transferred deep learning-based change detection in remote sensing images,” IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 9, pp. 6960-6973, 2019. [PDF]
M. Yang, X. Li, B. Turkbey, P. L. Choyke and P. Yan*, “Prostate Segmentation in MR Images Using Discriminant Boundary Features,” IEEE Transactions on Biomedical Engineering, vol. 60, no. 2, pp. 479-488, 2013. [PDF]
M. Yang, Y. Yuan, X. Li and P. Yan, “Medical image segmentation using descriptive image features,” in Proceedings of British Machine Vision Conference (BMVC), 2011.
M. Yang, Y. Yuan, X. Li and P. Yan, “Designing and selecting features for MR image segmentation,” in Proceedings of Asian Conference on Pattern Recognition (ACPR), 2011.
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科研项目
主持国家自然科学基金青年项目等国家级纵向项目2项。
学术活动
担任IEEE T-NNLS、J-STARS、GRSL, ISPRS JPRS等多个国际期刊审稿人。
其他信息
欢迎本科生进入实验室开展毕业设计等活动,请联系mjuanyang@nwpu.edu.cn获取更多信息。