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主要研究方向包括：
多时相遥感分析与应用（变化检测、时序监测等）
遥感影像处理算法（配准、拼接、融合、重建等）
稀疏表达
深度学习
- [1].
Xiaoke Xu
, Liupeng Lin
, Chunlei Gu
, Yinghong Jing
和 Xinghua Li.
Cross-attention based spatiotemporal learning network for generating global-scale seamless soil moisture.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.
19.
2026.
（SCI，中科院二区Top，IF=6.3）.
- [2].
Wenming Liu
, Shuang Li
和 Xinghua Li.
Bi-Temporal Benefits: Progressive Spectral-Spatial-Temporal Feature Extraction for Hyperspectral Image Classification.
IEEE Transactions on Image Processing.
35.
5743-5757.
2026.
（SCI，中科院一区Top，IF=15.3，通讯）.
- [3].
Dawei Wen
, Hengyu Wang
, Wenxia Gan
, Deng Chen
和 Xinghua Li.
DSDRN: A Dual-Stream Dual-Refinement Network with Superpixel and Location Semantics for Building Damage Classification.
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.
19.
16271-16282.
2026.
（SCI，中科院二区Top，IF=6.3）.
- [4].
Anqi Zhao
, Hongjin Wang
, Xinghua Li
和 Huanfeng Shen.
SuperScribble: A Super-pixel and Pixel Dual Constraint Remote Sensing Image Semantic Segmentation Network With Scribble Annotation.
IEEE Transactions on Geoscience and Remote Sensing.
64.
5620113.
2026.
（SCI，中科院一区Top，IF=9.4，通讯）.
- [5].
Junjie Fu
, Chenliang Wang
, Mingzhe Liu
, Xinghua Li
, Yi Liu
, Wenjiao Shi
和 Ruili Wang.
HyperR3SNet: Leveraging Hyperbolic Space and Vision Foundation Models for Remote Sensing Semantic Segmentation.
IEEE Transactions on Geoscience and Remote Sensing.
64.
5620016.
2026.
（SCI，中科院一区Top，IF=9.4）.
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