
刘欢 电话:010-68918217
预聘助理教授(特别副研究员) 邮箱:liuhuan@bit.edu.cn
北京理工大学信息与电子学院 地址:北京理工大学信息科学实验楼510
所在学科:
信息与通信工程
研究方向:
高光谱图像智能信息提取
个人简历:
2024.08-至今:任职于 北京理工大学 信息与电子学院
2022.06-2024.07:任职于 北京理工大学 集成电路与电子学院 博士后
2017.09-2022.06:就读于 北京理工大学 信息与通信工程 博士
2013.09-2016.06:就读于 北京理工大学 物理学 硕士
2009.09-2013.06:就读于中国矿业大学 光信息科学与技术 本科
代表性学术成果:
长期从事从事高光谱图像智能解译及其应用研究,主持国家自然科学基金青年项目,科技部重点研发计划项目子课题、博士后面上项目等。发表SCI等高水平论文20余篇,授权/受理发明专利10余项,部分学术成果如下:
[1]Huan Liu; Wei Li*; Xiang-Gen Xia; et al, Central Attention Network for Hyperspectral Imagery Classification, IEEE Transactions on Neural Networks and Learning Systems (ESI高被引论文), 2023, 34(11): 8989-9003. (中科院一区, TOP)
[2]Huan Liu, Wei Li*, Xiang-Gen Xia, et al, SegHSI: Semantic Segmentation of Hyperspectral Image Based on a Limited Labeled Pixels, IEEE Transactions on Image Processing, 2024, 33: 6469-6482. (中科院一区, TOP)
[3]Huan Liu, Wei Li*, Xiang-Gen Xia, et al, Multiarea Target Attention for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2023, 61:1-16. (中科院一区, TOP)
[4]Huan Liu, Wei Li*, Wen Jia*, et al, Clusterformer for Pine Tree Disease Identification Based on UAV Remote Sensing Image Segmentation, IEEE Transactions on Geoscience and Remote Sensing, 2024, 62:1-15. (中科院一区, TOP)
[5]Zhen Ye, Jie Wang, Huan Liu*, et al, Adaptive Domain-Adversarial Few-Shot Learning for Cross-Domain Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-17. (中科院一区, TOP)
[6]Zhen Ye, Zhan Cao, Huan Liu*, et al, Self-Supervised Learning With Multiscale Densely Connected Network for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 62: 1-15. (中科院一区, TOP)
[7]Zhen Ye, Yuan Li, Zhen Li, Huan Liu*, Yuxiang Zhang; Wei Li. Attention-Multi-Scale Network for Semantic Segmentation of Multi-Modal Remote Sensing Images, IEEE Transactions on Geoscience and Remote Sensing, 2025, 63: 1-15. (中科院一区, TOP)
[8]Huan Liu; Xiang-Gen Xia*; Ran Tao, Variation of a Signal in Schwarzschild Spacetime, Science China Information Sciences, 2019, 62(8): 1-20. (中科院二区)
[9]Geng Qin; Huan Liu; Wei Li, et al. UFPF: A Universal Feature Perception Framework for Microscopic Hyperspectral Images[J]. IEEE Transactions on Image Processing, 2025, 34, 5513-5526. (中科院一区, TOP)
[10]Geng Qin; Huan Liu; Wei Li, et al. Semi-Supervised Medical Hyperspectral Image Segmentation Using Adversarial Consistency Constraint Learning and Cross Indication Network, IEEE Transactions on Image Processing, 2025, 34, 5414-5428. (中科院一区, TOP)
[11]Huan Liu; Wei, Li*; Xiang-Gen, Xia; et al, Spectral Shift Mitigation for Cross-Scene Hyperspectral Imagery Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 14: 6624-6638 (中科院二区, TOP)
[12]Huan Liu; Wei Li*; Xiang-Gen Xia; et al, Superpixelwise Collaborative-Representation Graph Embedding for Unsupervised Dimension Reduction in Hyperspectral Imagery, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021, 14: 4684-4698. (中科院二区, TOP)
[13]Mengmeng Zhang, Wei Li*, Xudong Zhao, Huan Liu, et al, Morphological transformation and spatial-logical aggregation for tree species classification using hyperspectral imagery, IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-12. (中科院一区, TOP)
[14]Lujie Song, Mengmeng Zhang*, Wei Li, Daguang Jiang; Huan Liu, et al, Mask Reconstruction-Based Decoupled Convolution Network for Hyperspectral Imagery Classification, IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-13. (中科院一区, TOP)
主持/主要参与项目:
[1]国家重点研发计划,子课题,2024YFF0618201, 生物原位光谱成像标准溯源和质量保障关键技术研究及装置, 2024.12至2027.11, 在研,主持。
[2]国家自然科学基金,青年基金,62301044,基于自主学习的高光谱跨数据源分类方法研究,2024.01至2026.12,在研,主持。
[3]中国博士后科学基金,博士后基金,2023M730265,高光谱跨传感源的深度特征提取及分类方法研究,2023.07至2024.06,结题,主持。
荣誉奖励:
“中科星图杯”国际高分遥感图像解译大赛面向海洋一号可见光图像中海冰目标监测赛道冠军, 2023
主讲课程:
[1]《人工智能导论》,本科班,48课时
[2] 《人工智能基础理论与技术》,本科班,32课时 .
[3]《机器学习理论与实践》,本科班,32课时 .
[4] 《电子系统》,中英班,80课时