针对高光谱遥感特征不可分、样本不充分、模型不可靠关键科学问题，从特征学习、样本优化、模型增强三个方面，系统构建了不充分样本下高光谱遥感智能解译与滨海湿地遥感制图理论与方法体系。近五年在遥感领域国际顶级期刊RSE、ISPRS P&RS、IEEE TGRS等共发表一作/通讯JCR一区SCI论文33篇（一区TOP 21篇），本领域权威期刊论文28篇，ESI高被引论文3篇，领跑者5000论文1篇，《遥感学报》5篇。主持国家自然科学基金3项（面上2项）、国家重点研发计划子课题1项、江苏省自然科学基金2项、企业委托横向课题1项（298万）；参编专著1部、教材2部，申请国家发明专利11项。荣获地理信息科技进步一等奖、江苏省科学技术三等奖、江苏省测绘地理信息科技进步一等奖、遥感科技期刊优秀论文奖、“第六届高光谱技术及其应用研讨会”优秀论文奖、第二十二届中国遥感大会优秀论文。担任遥感领域国内权威期刊《遥感学报》编委、国际数字地球学会中国国家委员会成像光谱对地观测专业委员会委员、国际数字地球学会中国国家委员会数字湿地专业委员会委员、江苏省人工智能学会智能遥感专业委员会委员、苏港澳高校遥感与环境专业联盟委员会委员等。荣获IEEE JSTARS最佳审稿人、《遥感学报》优秀审稿专家（2019、2020、2022）等。

截止目前，指导研究生以第一作者发表高水平SCI论文20余篇，其中学硕在毕业前均能发表至少1篇高质量SCI论文，课题组平均每年都有同学获得国家奖学金（累计获得研究生国家奖学金9人次），指导的博士研究生论文成果在质量和数量方面位于同级学生前列，每位研究生在读期间均能有机会参加国内外大型学术会议并做报告。

课题组纵向、横向项目经费充足。欢迎测绘、遥感、地理信息、光学工程、电子信息、计算机等相关方向同学报考硕士、博士研究生（招生学科：光学工程、航空宇航科学与技术、电子信息）！

不问出身、不看门第、不分男女，只看个人能力！

中文主页：https://faculty.nuaa.edu.cn/xuezhaohui/zh_CN/index/422792/list/index.htm

英文主页：https://sites.google.com/site/zhaohuixuers/

Github主页：https://github.com/ZhaohuiXue

小组/个人微信：

主持科研项目：

1. 国家重点研发计划项目子课题，2024YFD1200103，作物种质资源活力等智能检测技术研究，2024.12-2027.11

2. 国家自然科学基金面上项目，42271324，注意力机制驱动的高光谱遥感影像小样本分类研究，2023.1-2026.12

3. 国家自然科学基金面上项目，41971279，高光谱遥感影像半监督深度学习与分类研究，2020.1-2023.12

4. 国家自然科学基金青年项目，41601347，高光谱遥感影像稀疏深度学习与分类研究，2017.1-2019.12

5. 江苏省自然科学基金面上项目，BK20221506，多视图卷积神经网络驱动的高光谱遥感影像半监督分类，2022.7-2025.6

6. 江苏省自然科学基金青年项目，BK20160860，稀疏图嵌入的高光谱遥感影像小样本分类研究，2016.7-2019.6

7. 国家能源集团科技创新项目，822069416，基于多源遥感的光伏电站全生命周期智能运维研究，2022.2-2023.12

8. 中国电子科学研究院科技创新项目，820064016，视觉交叉场景图像目标定位技术，2020.06-2021.12

近五年主要学术论文：

Ø 2025年

(1) Qian Siyu, Xue Zhaohui*, Su Hngjun. Free from manually defined potential regions: Large-scale mangrove monitoring based on self-supervised geospatially-aligned prototype learning[J]. International Journal of Applied Earth Observation and Geoinformation, 2025,144:104939. (SCI, 中科院一区TOP)

(2) Yusha Zheng, Zhaohui Xue*, Ling Zhang, Xingwang Fan, Xinyue Zhu. Coupling differentiable tau-omega model with Kolmogorov–Arnold network for soil moisture estimation over the Tibetan Plateau[J]. Journal of Hydrology, 2025, 662: 133940. (SCI, 中科院一区TOP)

(3) Aijun Xu, Zhaohui Xue*, Ziyu Li, Shun Cheng, Hongjun Su, Junshi Xia. UM2Former: U-Shaped Multimixed Transformer Network for Large-Scale Hyperspectral Image Semantic Segmentation[J]. IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 1-21. (SCI, 中科院一区TOP)

(4) Siyu Qian, Zhaohui Xue*, Minging Jia, Hongsheng Zhang. Streamlined multilayer perceptron for contaminated time series reconstruction: A case study in coastal zones of southern China[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2025, 221: 193-209. (SCI, 中科院一区TOP)

(5) Hao Wu, Zhaohui Xue*, Shaoguang Zhou, Hongjun Su. Overcoming Granularity Mismatch in Knowledge Distillation for Few-shot Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 1-17. (SCI, 中科院一区TOP)

(6) Haihang Zeng, Mingming Jia*, Xiangyu Ning, Zhaohui Xue*, et al., Quantitative characterization of global nighttime light: A method for measuring energy intensity based on radiant flux and SNPP-VIIRS3 data[J]. Remote Sensing of Environment, 2025, 318: 114576. (SCI, 中科院一区TOP)

(7) Xiangyu Nie, Zhaohui Xue*, Hongjun Su, and Jun Li. NSR-Net: Representation Model-Inspired Interpretable Deep Unfolding Network for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 1-16. (SCI, 中科院一区TOP)

Ø 2024年

(8) Hao Wu, Zhaohui Xue*, Shaoguang Zhou, Hongjun Su. Beyond Spectral Shift Mitigation: Knowledge Swap Net for Cross-Domain Few-Shot Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-18. (SCI, 中科院一区TOP)

(9) Yuxiang Wang, Zhaohui Xue*, Mingming Jia*, Zhiwei Liu, Hongjun Su. Hypergraph Convolutional Network With Multiple Hyperedges Fusion for Hyperspectral Image Classification Under Limited Samples[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-18. (SCI, 中科院一区TOP)

(10) Siyu Qian, Zhaohui Xue*, Mingming Jia, Yiping Chen, Hongjun Su. Temporal-spectral-semantic-aware convolutional transformer network for multi-class tidal wetland change detection in Greater Bay Area[J]. ISPRS Journal of Photogrammetry and Remote Sensing, 2024, 216: 126-141. (SCI, 中科院一区TOP)

(11) Xiangyu Nie, Zhaohui Xue*, Cong Lin, Ling Zhang, and Hongjun Su. Structure-Prior-Constrained Low-Rank and Sparse Representation With Discriminative Incremental Dictionary for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-19. (SCI, 中科院一区TOP)

(12) Ziyu Li, Zhaohui Xue*, Qi Xu, Ling Zhang, Tianzhi Zhu, Mengxue Zhang. SPFormer: Self-Pooling Transformer for Few-Shot Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-19. (SCI, 中科院一区TOP, ESI高被引)

(13) Ziyu Li, Zhaohui Xue, Mingming Jia*, Xiangyu Nie, Hao Wu, Mengxue Zhang, Hongjun Su. DEMAE: Diffusion Enhanced Masked Autoencoder for Hyperspectral Image Classification With few Labeled Samples[J]. IEEE Transactions on Geoscience and Remote Sensing, 2024, 62: 1-16. (SCI, 中科院一区TOP)

(14) 李科文，朱光磊，王辉，祝锐，狄兮尧，张天健，薛朝辉*. 联合双重注意力机制和双向特征金字塔的遥感影像小目标检测研究. 遥感学报, 2024, 28(12): 3231-3248. (中文核心, EI)

Ø 2023年

(15) Zhaohui Xue*, Zhiwei Liu, and Mengxue Zhang. DSR-GCN: Differentiated-Scale Restricted Graph Convolutional Network for Few-Shot Hyperspectral Image Classification [J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-18. (SCI, 中科院一区TOP)

(16) Zhaohui Xue*, and Siyu Qian*. Two-Stream Translating LSTM Network for Mangroves Mapping Using Sentinel-2 Multivariate Time Series [J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-16. (SCI, 中科院一区TOP)

(17) Jun Zeng, Zhaohui Xue*, Ling Zhang, Qiuping Lan, Menguxe Zhang. Multistage Relation Network With Dual-Metric for Few-Shot Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-17. (SCI, 中科院一区TOP)

Ø 2022年

(18) Zhaohui Xue*, Xiangyu Nie, and Mengxue Zhang. Incremental Dictionary Learning-Driven Tensor Low-Rank and Sparse Representation for Hyperspectral Image Classification [J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 1-19. (SCI, 中科院一区TOP)

(19) Zhaohui Xue*, Yiyang Zhou, Peijun Du. S3Net: Spectral-Spatial Siamese Network for Few-Shot Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 1-19. (SCI, 中科院一区TOP, ESI高被引)

(20) Zhaohui Xue*, Qi Xu, Mengxue Zhang. Local Transformer with Spatial Partition Restore for Hyperspectral Image Classification[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 15: 4307-4325. (SCI, 中科院二区，JCR一区，权威期刊，ESI高被引)

(21) Zhaohui Xue*, Yujuan Zhang, Ling Zhang, and Hao Li. Ensemble Learning Embedded with Gaussian Process Regression for Soil Moisture Estimation: A Case Study of the Continental U.S.[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022, 60: 1-17. (SCI, 中科院一区TOP)

(22) Shaoguang Zhou, Hao Wu, Zhaohui Xue*. Grouped Subspace Linear Semantic Alignment for Hyperspectral Image Transfer Learning[J]. IEEE Transactions on Geoscience and Remote Sensing, 2022: 60: 1-16. (SCI, 中科院一区TOP)

(23) 薛朝辉*, 李博. 基于光谱可形变卷积网络的高光谱图像分类[J]. 遥感学报, 2022, 26(10): 2014-2028. (中文核心, EI)

(24) 薛朝辉*，钱思羽. 融合Landsat-8与Sentinel-2数据的红树林物候信息提取与分类研究[J]. 遥感学报, 2022, 26(6): 1121-1142. (中文核心, EI)

(25) 薛朝辉*, 张瑜娟. 一种基于卷积核哈希学习的高光谱图像分类方法[J]. 遥感学报, 2022, 26(4): 722-738. (中文核心, EI)

(26) Zhaohui Xue*, Xiangyu Nie, Low-Rank and Sparse Representation with Adaptive Neighborhood Regularization for Hyperspectral Image Classification, Journal of Geodesy and Geoinformation Science (测绘学报(英文版)), 2022, 5(1): 73-90. (中文核心)

Ø 2021年

(27) Zhaohui Xue*, Mengxue Zhang, Yifeng Liu and Peijun Du. Attention-Based Second-Order Pooling Network for Hyperspectral Image Classification[J]. IEEE Transactions on Geoscience and Remote Sensing, 2021, 59(11): 9600-9615. (SCI, 中科院一区TOP)

(28) 薛朝辉*, 周逸飏, 强永刚, 刘弋锋, 林晖. 融合NetVLAD和全连接层的三元神经网络交叉视角场景图像定位[J]. 遥感学报, 2021, 25(5): 1095-1107 . (中文核心, EI)