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👋 About Me

I am currently a University Research Committee Postdoctoral Fellow in the Jockey Club STEM Laboratory of Quantitative Remote Sensing (JCLabQRS) at The University of Hong Kong (HKU), working with Prof. Shunlin Liang (梁顺林) (IEEE Fellow). Previously, I was a Presidential Postdoctoral Researcher at Beijing Institute of Technology (BIT), where I received my Ph.D. under the supervision of Prof. Ran Tao (陶然) and Prof. Wei Li (李伟).

My research interests include Remote Sensing Foundation Models, Parameter-Efficient Fine-Tuning, Domain Adaptation/Generalization, and Generative Models, with applications to hyperspectral image classification, semantic segmentation, change detection, and time-series image restoration.

🔥 News

  • 2026.06: LiteMFT is accepted by IEEE TIP (IF = 15.3).
  • 2026.06: SpectralX is accepted by ISPRS (IF = 12.9).
  • 2026.05: Released UniTS, a unified generative model for remote sensing time series.
  • 2025.07: BiDA is accepted by IEEE TCSVT (IF = 11.1).
  • 2025.03: Selected for the 2024 CIE Outstanding Ph.D. Thesis Award Program (2024年度中国电子学会博士学位论文激励计划).
  • 2025.02: Joined The University of Hong Kong as a URC Postdoctoral Fellow (香港大学研究委员会博士后研究员).
  • 2024.05: Awarded the Xu Teli Scholarship, Beijing Institute of Technology (北京理工大学徐特立奖学金,10人).

📝 Publications

My research lies at the intersection of machine learning and Earth observation, with a particular focus on Generative Earth Observation, Remote Sensing Foundation Models, and Cross-Domain Interpretation.

My full publication list is available on Google Scholar 2,289 citations. Some selected papers are listed below.
Equal contribution. * Corresponding author.

Generative AI & Remote Sensing Foundation Models

UniTS: Unified Time Series Generative Model for Remote Sensing

IEEE Transactions on Image Processing (TIP), under review, 2026

Yuxiang Zhang, Shunlin Liang, Wenyuan Li, Han Ma, Jianglei Xu, Yichuan Ma, Jiangwei Xie, Wei Li, Mengmeng Zhang, Ran Tao, and Xiang-Gen Xia

LIFT method overview
Foundation Model Driven Land Cover Mapping: Enhancing High-Resolution Mapping with Low-Resolution Guidance

Remote Sensing of Environment (RSE), under review, 2026

Yuxiang Zhang, Shunlin Liang, Han Ma, Wenyuan Li, Yichuan Ma, Jianglei Xu, Shikang Guan, He Wang, Mengmeng Zhang, Ran Tao, and Wei Li

SpectralX method overview
SpectralX: Parameter-efficient Domain Generalization for Spectral Remote Sensing Foundation Models

ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS), IF=12.9, 2026

Yuxiang Zhang, Wei Li, Mengmeng Zhang, Jiawei Han, Ran Tao, and Shunlin Liang

LiteMFT method overview
LiteMFT: Lightweight Multi-Modal Fine-Tuning for Semantic Segmentation

IEEE Transactions on Image Processing (TIP), IF=15.3, 2026

Chengwang Guo, Yuxiang Zhang, Mengmeng Zhang, Huan Liu, and Wei Li

Equal contribution

Cross-Domain Remote Sensing Interpretation

BiDA method overview
Cross-Domain Hyperspectral Image Classification Based on Bi-Directional Domain Adaptation

IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), IF=11.1, 2025

Yuxiang Zhang, Wei Li, Wen Jia, Mengmeng Zhang, Ran Tao, and Shunlin Liang

GCCD visual summary
GCCD: A Generative Cross-Domain Change Detection Network

IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=9.4, 2024

Mengmeng Zhang, Chengwang Guo, Yuxiang Zhang*, Huan Liu, and Wei Li

* Corresponding author

SDEnet method overview
Single-Source Domain Expansion Network for Cross-Scene Hyperspectral Image Classification

IEEE Transactions on Image Processing (TIP), IF=15.3, 2023

🏆 ESI Highly Cited Paper, 🔥 ESI Hot Paper

Yuxiang Zhang, Wei Li, Weidong Sun, Ran Tao, and Qian Du

Gia-CFSL method overview
Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), IF=10.5, 2022

🏆 ESI Highly Cited Paper

Yuxiang Zhang, Wei Li, Mengmeng Zhang, Shuai Wang, Ran Tao, and Qian Du

LDGnet method overview
Language-Aware Domain Generalization Network for Cross-Scene Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=9.4, 2023

🏆 ESI Highly Cited Paper

Yuxiang Zhang, Mengmeng Zhang, Wei Li, Shuai Wang, and Ran Tao

TSTnet method overview
Topological Structure and Semantic Information Transfer Network for Cross-Scene Hyperspectral Image Classification

IEEE Transactions on Neural Networks and Learning Systems (TNNLS), IF=10.5, 2021

🏆 ESI Highly Cited Paper

Yuxiang Zhang, Wei Li, Mengmeng Zhang, Ying Qu, Ran Tao, and Hairong Qi

DCA visual summary
Cross-Scene Hyperspectral Image Classification With Discriminative Cooperative Alignment

IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=9.4, 2021

🏆 ESI Highly Cited Paper

Yuxiang Zhang, Wei Li, Ran Tao, Jiangtao Peng, Qian Du, and Zhaoquan Cai

DMLSR visual summary
Discriminative Marginalized Least-Squares Regression for Hyperspectral Image Classification

IEEE Transactions on Geoscience and Remote Sensing (TGRS), IF=9.4, 2020

Yuxiang Zhang, Wei Li, Heng-Chao Li, Ran Tao, and Qian Du

🏆 Selected Honors

  • 2025.03: 2024 CIE Outstanding Ph.D. Thesis Award Program, China Institute of Electronics (2024年度中国电子学会博士学位论文激励计划).
  • 2025.02: University Research Committee Postdoctoral Fellowship (48th Round), The University of Hong Kong (香港大学研究委员会博士后研究员,第48轮).
  • 2024.05: Xu Teli Scholarship, Beijing Institute of Technology (北京理工大学徐特立奖学金,10人).
  • 2023.12: Best Paper Award (Top 2%), 19th Young Scientists Conference of CSIG (第十九届中国图象图形学学会青年科学家会议最佳论文奖,前 2%).
  • 2023.11: Best Beyond Fellow Scholarship, AI4EO Future Lab, Technical University of Munich (慕尼黑工业大学 AI4EO Future Lab “Best Beyond Fellow”奖学金).
  • 2023.10: National Scholarship for Doctoral Candidates (ranked 1/11) (博士研究生国家奖学金,排名1/11).
  • 2022.11: First Prize, CASC Scholarship, China Aerospace Science and Technology Corporation (中国航天科技 CASC 奖学金一等奖).
  • 2022.11: First Prize, Journal of Image and Graphics Forum (中国图象图形学报论坛一等奖).

📖 Education

  • 2020.09 – 2024.06, Ph.D. in Information and Electronics, Beijing Institute of Technology, China.
  • 2017.09 – 2020.06, M.S. in Control Science and Engineering, Beijing University of Chemical Technology, China.
  • 2013.09 – 2017.06, B.S. in Electronic Information Engineering, Beijing University of Chemical Technology, China.

UniTS Overview Video