Personal Page of Xin-Yi Tong

Post-Doc

Laboratory for Information and Decision Systems (LIDS),
Massachusetts Institute of Technology (MIT), USA

E-mail: xytong@mit.edu

Brief Information

I am currently a Post-Doc at Earth Intelligence Lab, MIT, working with Prof. Sherrie Wang.

Previously, I was a Post-Doc at Remote Sensing Technology Institute, German Aerospace Center (DLR) and Chair of Data Science in Earth Observation, Technical University of Munich (TUM), working with Prof. Xiao Xiang Zhu. I obtained my Ph.D. degree at State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing (LIESMARS), Wuhan University, supervised by Prof. Gui-Song Xia and Prof. Liangpei Zhang.

The primary focus of my research is large-scale land cover mapping in detailed categories and at high resolution. My goal is to explore insightful approaches to promote "data minimization" in addressing this challenging problem. Therefore, I am particularly interested in unsuervised domain adaptation, semi-supervised learning, weakly supervised semantic segmentation, etc.

Selected Publications

Large-Scale Land Cover Mapping with Fine-Grained Classes via Class-Aware Semi-Supervised Semantic Segmentation.

R. Dong, L. Mou, M. Chen, W. Li, X.-Y. Tong, S. Yuan, L. Zhang, J. Zheng, X. X. Zhu, H. Fu
IEEE/CVF International Conference on Computer Vision (ICCV), 2023
[Paper] [PDF]

Enabling Country-Scale Land Cover Mapping with Meter-Resolution Satellite Imagery.

X.-Y. Tong, G.-S. Xia, X. X. Zhu
ISPRS Journal of Photogrammetry and Remote Sensing
2023, doi: 10.1016/j.isprsjprs.2022.12.011. [Paper] [PDF] [Project Page]

Hidden Path Selection Network for Semantic Segmentation of Remote Sensing Images.

K. Yang, X.-Y. Tong, G.-S. Xia, W. Shen, L. Zhang
IEEE Transactions on Geoscience and Remote Sensing
2022, doi: 10.1109/TGRS.2022.3197334. [Paper] [PDF] [Project Page]

Land-Cover Classification with High-Resolution Remote Sensing Images Using Transferable Deep Models.

X.-Y. Tong, G.-S. Xia, Q. Lu, H. Shen, S. Li, S. You, L. Zhang
Remote Sensing of Environment
2020, doi: 10.1016/j.rse.2019.111322. [Paper] [PDF] [Project Page]

Exploiting Deep Features for Remote Sensing Image Retrieval: A Systematic Investigation.

X.-Y. Tong, G.-S. Xia, F. Hu, Y. Zhong, M. Datcu, L. Zhang
IEEE Transactions on Big Data
2019, doi: 10.1109/TBDATA.2019.2948924. [Paper] [PDF]

Academic Service

Reviewer for Remote Sensing of Environment, ISPRS Journal of Photogrammetry and Remote Sensing, IEEE Transactions on Geoscience and Remote Sensing, International Journal of Computer Vision, ect.

[ Contact Me ], [ Google Scholar ]