2009.09-2013.07 东北大学 信息与计算科学专业(数学系) 理学学士
2014.09-2019.07 中国科学院大学 遥感与数字地球研究所 地图学与地理信息系统专业 理学博士
2020.09- 大连海事大学 计算机科学与技术博士后流动站 在职博士后
2019.07-2022 大连海事大学 信息科学技术学院 兴海副教授
2022.07-至今 大连海事大学 信息科学技术学院 副教授
高光谱遥感 专选 第二学期 校研究生课程
机器视觉 限选 第二学期 院本科生课程
1. 遥感(高光谱等多源)信息处理、分析及应用
2. 深度/机器学习和模式识别等算法研究及应用
3. 卫星和无人机等载荷影像智能/及产业化应用
4. 滨海湿地的生态环境监测及碳循环应用研究

1. Hyperspectral Image Classification Based on Interactive Transformer and CNN with Multilevel Feature Fusion Network IEEE Geoscience and Remote Sensing Letters 2023 SCI(一区)

2. Model-Guided Coarse-to-Fine Fusion Network for Unsupervised Hyperspectral Image Super-Resolution IEEE Geoscience and Remote Sensing Letters 2023 SCI(一区)

3. Hyperspectral Image Denoising: From Model-Driven, Data-Driven, to Model-Data-Driven IEEE Transactions on Neural Networks and Learning Systems 2023 SCI(一区,TOP期刊)

4. MSTNet: A Multi-level Spectral-Spatial Transformer Network for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing. 2022. SCI(一区,TOP期刊)

5. Multiobjective Optimization-Based Hyperspectral Band Selection for Target Detection. IEEE Transactions on Geoscience and Remote Sensing. 2022. SCI(一区,TOP期刊)

6. A Hybrid Gray Wolf Optimizer for Hyperspectral Image Band Selection. IEEE Transactions on Geoscience and Remote Sensing. 2022. SCI(一区,TOP期刊)

7. Using Low-Rank Representation of Abundance Maps and Nonnegative Tensor Factorization for Hyperspectral Nonlinear Unmixing. IEEE Transactions on Geoscience and Remote Sensing. 2022. SCI(一区,TOP期刊,高被引论文)

8. Editorial for Special Issue "Advances in Hyperspectral Data Exploitation". Remote Sensing. 2022 . SCI(一区)

9. Robust Linear Unmixing with Enhanced Constraint of Classification for Hyperspectral Remote Sensing Imagery. IET Image Processing. 2022 . SCI

10. Combined Deep Priors With Low-Rank Tensor Factorization for Hyperspectral Image Restoration. IEEE Geoscience and Remote Sensing Letters. 2022 . SCI(一区)

11. Residual-Driven Band Selection for Hyperspectral Anomaly Detection. IEEE Geoscience and Remote Sensing Letters. 2022 . SCI(一区)

12. Cooperated Spectral Low-Rankness Prior and Deep Spatial Prior for HSI Unsupervised Denoising. IEEE Transactions on Image Processing. 2022 . SCI(一区,TOP期刊)

13. Dual-channel convolution network with image-based global learning framework for hyperspectral image classification. IEEE Geoscience and Remote Sensing Letters. 2022 . SCI(一区,高被引论文)

14. An Operational Land Surface Temperature Retrieval Methodology for Chinese Second-Generation Huanjing Disaster Monitoring Satellite Data. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2022 . SCI(一区)

15. A Reconstructed Global Daily Seamless SIF Product at 0. 05 Degree Resolution Based on TROPOMI, MODIS and ERA5 Data . Remote Sensing. 2022 . SCI(一区)

16. Hyperspectral image classification based on adjacent constraint representation. IEEE Geoscience and Remote Sensing Letters. 2021 . SCI(一区)

17. Extended Subspace Projection Upon Sample Augmentation Based on Global Spatial and Local Spectral Similarity for Hyperspectral Imagery Classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2021 . SCI(一区)

18. The use of KPCA over subspaces for cross-scale superpixel based hyperspectral image classification. Remote Sensing Letters. 2021 . SCI

19. Union of class-dependent collaborative representation based on maximum margin projection for hyperspectral imagery classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2021 . SCI(一区)

20. Target-Constrained Interference-Minimized Band Selection for Hyperspectral Target Detection. IEEE Transactions on Geoscience and Remote Sensing. 2021 . SCI(一区,TOP期刊)

21. Unsupervised Domain Adaptation With Dense-Based Compaction for Hyperspectral Imagery. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2021 . SCI(一区)

22. Upscaling GOME-2 SIF from clear-sky instantaneous observations to all-sky sums leading to an improved SIF-GPP correlation. Agricultural and Forest Meteorology. 2021 . SCI(一区,TOP期刊)

23. Underwater Hyperspectral Target Detection with Band Selection. Remote Sensing. 2022 . SCI(一区)

24. Hyperspectral imagery classification based on multiscale superpixel-level constraint representation. Remote Sensing. 2020 . SCI(一区)

25. Neighborhood activity-driven representation for hyperspectral imagery classification. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2020 . SCI(一区)

26. Global spatial and local spectral similarity-based manifold learning group sparse representation for hyperspectral imagery classification. IEEE Transactions on Geoscience and Remote Sensing. 2020 . SCI(一区,TOP期刊)

27. Subspace-based multitask learning framework for hyperspectral imagery classification. Multimedia Tools and Applications. 2020 . SCI

28. Group sparse representation based on nonlocal spatial and local spectral similarity for hyperspectral imagery classification. Sensors. 2018 . SCI

29. Union of random subspace-based group sparse representation for hyperspectral imagery classification. Remote sensing letters. 2018 . SCI

30. Multiscale superpixel-level subspace-based support vector machines for hyperspectral image classification. IEEE Geoscience and Remote Sensing Letters. 2017 . SCI(一区)

31. Locality sensitive discriminant analysis for group sparse representation-based hyperspectral imagery classification. IEEE Geoscience and Remote Sensing Letters. 2017 . SCI(一区)

32. Spectral-spatial hyperspectral image classification using subspace-based support vector machines and adaptive markov random fields. Remote Sensing. 2016 . SCI(一区)

33. Locality-preserving sparse representation-based classification in hyperspectral imagery. Journal of Applied Remote Sensing. 2016 . SCI

34. UNSUPERVISED DYNAMIC CONVOLUTIONAL NEURAL NETWORK MODEL FOR HYPERSPECTRAL AND MULTISPECTRAL IMAGE FUSION International Geoscience and Remote Sensing Symposium 2023 EI

35. A MACHINE LEARNING FRAMEWORK FOR HIGH-PRECISION RETRIEVAL OF OFFSHORE SEA SURFACE TEMPERATURE IN THE EASTERN LIAODONG PENINSULA International Geoscience and Remote Sensing Symposium 2023 EI

36. HYBRID DENSELY CONNECTED NETWORK FOR MULTI-EXPOSURE IMAGE FUSION International Geoscience and Remote Sensing Symposium 2023 EI

37. SOLAR PANELS DETECTION OF HIGH-RESOLUTION AERIAL IMAGES BASED ON IMPROVED FASTER-RCNN International Geoscience and Remote Sensing Symposium 2022 EI

38. ROBUST LINEAR UNMIXING FOR HYPERSPECTRAL REMOTE SENSING IMAGERY BASED ON ENHANCED CONSTRAINT OF CLASSIFICATION. International Geoscience and Remote Sensing Symposium. 2022 . EI

39. CONTRASTIVE LEARNING FOR HYPERSPECTRAL TARGET DETECTION. International Geoscience and Remote Sensing Symposium. 2022 . EI

40. HYPERSPECTRAL IMAGE CLASSIFICATION BASED ON MULTI-LEVEL SPECTRAL-SPATIAL TRANSFORMER NETWORK. Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing. 2022 . EI

41. A NOVEL CLASSIFICATION FRAMEWORK FOR HYPERSPECTRAL IMAGE CLASSIFICATION BASED ON MULTISCALE SPECTRAL-SPATIAL CONVOLUTIONAL NETWORK. Workshop on Hyperspectral Imaging and Signal Processing: Evolution in Remote Sensing. 2021 . EI

42. HYPERSPECTRAL BAND SELECTION BASED ON IMPROVED K-MEANS ALGORITHM. International Conference on Communications, Signal Processing, and Systems. 2021 . EI

43. GLOBAL SPATIAL AND LOCAL SPECTRAL SIMILARITY BASED SAMPLE AUGMENT AND EXTENDED SUBSPACE PROJECTION FOR HYPERSPECTRAL IMAGE CLASSIFICATION. International Geoscience and Remote Sensing Symposium. 2021 . EI

44. A NOVEL CLASSIFICATION FRAMEWORK FOR HYPERSPECTRAL IMAGE CLASSIFICATION BASED ON MULTI-SCALE DENSE NETWORK. International Geoscience and Remote Sensing Symposium. 2021 . EI

45. AN IMPROVED HYPERSPECTRAL IMAGE SUPER RESOLUTION RESTORATION ALGORITHM BASED ON POCS. International Geoscience and Remote Sensing Symposium. 2021 . EI

47. SUPERPIXEL-LEVEL CONSTRAINT REPRESENTATION FOR HYPERSPECTRAL IMAGERY CLASSIFICATION. International Geoscience and Remote Sensing Symposium. 2020 . EI

48. HYPERSPECTRAL TARGET DETECTION BASED ON TARGET-CONSTRAINED INTERFERENCE-MINIMIZED BAND SELECTION. International Geoscience and Remote Sensing Symposium. 2020 . EI

49. GLOBAL SPATIAL AND LOCAL SPECTRAL SIMILARITY-BASED GROUP SPARSE REPRESENTATION FOR HYPERSPECTRAL IMAGERY CLASSIFICATION. International Geoscience and Remote Sensing Symposium. 2018 . EI

50. SPECTRAL-SPATIAL CLASSIFICATION BASED ON SUBSPACE SUPPORT VECTOR MACHINE AND MARKOV RANDOM FIELD. International Geoscience and Remote Sensing Symposium. 2016 . EI

51. A TARGET DETECTION METHOD WITH MORPHOLOGICAL KNOWLEDGE FOR HIGH-SPATIAL RESOLUTION REMOTE SENSING IMAGE APPLYING FOR SEARCH AND RESCUE IN AVIATION DISASTER. The International Society for Optical Engineering. 2014 . EI

52. 结合超像元和子空间投影支持向量机的高光谱图像分类 中国图象图形学报 2018 CSCD

52. 基于哨兵二号遥感影像的近海养殖区提取方法研究 海洋环境科学 2022 CSCD



合作英文专著《Advances in Hyperspectral Image Processing Techniques》

合作中文专著《高光谱图像信息提取》


授权专利:于浩洋,胡姣婵,宋梅萍,于纯妍,王玉磊,张建祎,一种基于多尺度超像元分割的高光谱图像分类方法,2022/09/21

授权专利:于浩洋,胡姣婵,宋梅萍,王玉磊,于纯妍,张建祎,一种基于空间信息自适应处理的高光谱图像分类方法,2022/09/06

授权专利:胡姣婵,赵桐,马泓涵,唐慎钰,于浩洋,李清波,一种基于机器学习的近海海表温度反演方法,2020/03/04

授权专利:张兵,孙旭,于浩洋,高连如,庄丽娜,李聪,高光谱图像的道路提取方法及装置, 2016/11/16

授权专利:张兵,孙旭,于浩洋,高连如,吴远峰,李利伟,一种图像目标区域提取的方法及系统,2019/06/11

授权专利:张兵;孙旭;高连如;高建威;于浩洋, 一种高光谱图像的波段选择方法及装置, 2017/7/14

发明专利:于浩洋,尚晓迪,宋梅萍,王玉磊,于纯妍,张建祎,一种基于类特征迭代随机采样的高光谱图像谱空分类方法,2019/10


1 面向GPP精细估算的高时空分辨率SIF卫星数据重建研究 国家自然科学基金-面上项目 纵向 "参与 在研" 2024/01-2027/12

2 基于热红外高光谱数据的地气参数一体化物理反演方法研究 国家自然科学基金-面上项目 纵向 "参与 在研" 2023/01-2026/12

3 全局谱空信息协同的高光谱图像分类方法研究 国家自然科学基金-青年基金 纵向 "主持 在研" 2022/01-2024/12

4 国产星载高空间与高光谱遥感影像融合分类方法研究 中国博士后科学基金-特助 纵向 "主持 在研" 2023/01-2025/12

5 高光谱遥感图像多层次谱空信息协同分类方法研究 中国博士后科学基金-面上 纵向 "主持 在研" 2021/01-2022/12

6 卫星同步精细类别实地调查数据采购 自然资源部-合作项目 纵向 "主持 完成" 2021/06-2021/12

7 基于多层次稀疏活跃度分析的高光谱遥感图像分类方法研究 国家重点实验室-开放基金 纵向 "主持 完成" 2021/01-2022/12

8 高光谱图像模拟仿真与测试数据制备 中科院空天院-外协项目 横向 "主持 完成" 2021/03-2021/06

9 高光谱图像目标探测容错特性及在轨近似计算研究 国家自然科学基金-面上项目 纵向 "参与 完成" 2019/01-2022/12

10 静止轨道高光谱热红外时谱信息联合的地表温度一体化反演方法研究 国家自然科学基金-面上项目 纵向 "参与 完成" 2018/01-2021/12

11 遥感立体协同观测与地表要素高精度反演 科技部-国家重点研发 纵向 "参与 完成" 2016/07-2020/12

12 空间信息网络下的高光谱遥感协同观测理论与方法研究 国家自然科学基金委-重点 纵向 "参与 完成" 2017/01-2020/12

13 高光谱遥感图像非线性特征建模与地物信息提取 国家自然科学基金委-优青 纵向 "参与 完成" 2018/01-2020/12

14 高光谱遥感智能观测机理与信息处理模型研究 国家自然科学基金委-杰青 纵向 "参与 完成" 2014/01-2017/12

15 高光谱遥感影像复杂混合像元的群智能优化分解方法研究 国家自然科学基金委-面上 纵向 "参与 完成" 2016/01-2019/12

16 典型蚀变矿物高光谱智能观测机理研究 中国科学院-重点部署 纵向 "参与 完成" 2013/01-2015/12

17 光谱特性分析与建模 总装备部-总装预研 横向 "参与 完成" 2011/01-2015/12

18 辐射特性分析与建模 总装备部-总装预研 横向 "参与 完成" 2011/01-2015/12



1. 大连海事大学优秀学术成果奖(一等奖) 大连海事大学 2022

2. 大连海事大学理论课堂教学竞赛(一等奖) 大连海事大学 2022

3. 辽宁省 新引进高级人才 辽宁省人民政府 2020

4. 大连市 高层次人才(青年才俊) 大连市市委人才办 2019

5. 大连市 城市发展紧缺人才(五星级) 大连市市委人才办 2019

6. 大连海事大学 兴海系列高层次人才 大连海事大学 2019

7. 北京市普通高等学校 优秀毕业生 北京市教育委员会 2019

8. 中国科学院 院长奖 中国科学院 2018

9. 中国科学院 唐立新奖 中国科学院 2018

10. 博士研究生国家奖 中华人民共和国教育部 2018

11. 国家遥感影像智能算法大赛(优秀奖) 国家自然科学基金委 2017

12. 硕士研究生国家奖 中华人民共和国教育部 2016

13. 中国科学院遥感所 所长基金 中国科学院遥感所 2016

14. 中国科学院遥感所 航天宏图奖 中国科学院遥感所 2016

15. 指导硕士生张潇获研究生国家奖学金 中华人民共和国教育部 2020

16. 指导硕士生张昊获研究生国家奖学金 中华人民共和国教育部 2022

17. 指导硕士生沈雪霁获校优秀毕业生 大连海事大学 2022



专业代码 招生专业 招生说明
硕士生 081200 计算机科学与技术 每年有1-2人次名额可与中国科学院空天信息创新研究院高连如研究员(国家优青/我校讲座教授)联合指导,研究生二年级赴北京中科院空天院联合培养;
083500 软件工程
085404 计算机技术
085405 软件工程
085410 人工智能
085411 大数据技术与工程
博士生 081200 计算机科学与技术 遥感(高光谱等多源)信息处理、分析及应用