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教师系列

姓       名：贾森

职       称：教授

研究方向：机器学习、高光谱图像处理

电子邮箱：senjia@szu.edu.cn

个人介绍

博士，教授，硕士生导师。主要从事人工智能、机器学习和遥感信息处理等领域的研究与开发工作。主持三项国家自然科学基金项目和多项省部级项目，发表科研论文七十余篇，其中在IEEE TGRS、IEEE JSTARS等国际权威期刊发表论文二十余篇，SCI引用超过600次，谷歌学术引用超过1500次；入选“广东特支计划”和“广东省优秀青年教师培养计划”，入选深圳市高层次人才和深圳市南山区“领航人才”；IEEE高级会员，担任了遥感领域国际一流期刊IEEE JSTARS的副主编（Associate Editor，IF=2.91，中科院二区期刊），获得了该期刊2014年度的优秀审稿人（每年5人）以及IEEE TGRS 2017年度的优秀审稿人（每年5人）。

研究项目
1 《基于MT-InSAR的多态城市地质灾害监测研究》(SGLH20150206152559032), 深圳市科创委深港创新圈联合研发项目, 负责人-贾森, 参与人-朱家松, 2015-2017 年
2 基于空谱一体化二值编码的超像素级高光谱遥感影像分类研究(61671307), 国家自然科学基金, 负责人-贾森, 2017-2020 年
3 “广东特支计划”科技青年拔尖人才(2015TQ01X238), “广东特支计划”科技青年拔尖人才, 负责人-贾森, 2016-2019 年
4 基于光谱和空间联合特征表示的高光谱影像分类技术研 究(JCYJ20160422093647889), 深圳市科技研发资金基础研究计划, 负责人-贾森, 2016-2018 年
5 基于结构稀疏模型的高光谱影像亚像元级分类和超分辨率制图 技术研究(61271022), 国家自然科学基金, 负责人-贾森, 2013-2016 年
6 高空间分辨多光谱数据辅助的高光谱解混概率图模型 研究(60902070), 国家自然科学基金青年科学基金, 负责人-贾森, 2010-2012 年
论文
1 Sen Jia, Jie Hu, Jiasong Zhu, Xiuping Jia, Qingquan Li. Local Binary Pattern-Based Hy- perspectral Image Classification With Superpixel Guidance. IEEE Transactions on Geoscience and Remote Sensing. 2018, 56(2), 749-759. (SCI).
2 Sen Jia, Linlin Shen, Jiasong Zhu, Qingquan Li.. A 3D Gabor phase-based coding and matching framework for hyperspectral imagery classification. IEEE Transactions on Cybernetics. 2018, 48(4), 1176-1188. (SCI).
3 Sen Jia, Bin Deng, Qiang Huang. An efficient superpixel-based sparse representation frame- work for hyperspectral image classification. International Journal of Wavelets, Multiresolution and Information Processing. 2017, 15(6), 1-14. (SCI).
4 Sen Jia, Jie Hu, Jiasong Zhu, Xiuping Jia, Qingquan Li. Three-Dimensional Local Binary Pat- terns for Hyperspectral Imagery Classification. IEEE Transactions on Geoscience and Remote Sensing. 2017, 55(4), 2399-2413. (SCI).
5 Sen Jia, Jie Hu, Yao Xie, Linlin Shen, Xiuping Jia, Qingquan Li. Gabor Cube Selection Based Multitask Joint Sparse Representation for Hyperspectral Image Classification. IEEE Transactions on Geoscience and Remote Sensing. 2016, 24(6), 3174-3187. (SCI).
6 Sen Jia, Guihua Tang, Jiasong Zhu, Qingquan Li. A Novel Ranking-Based Clustering Ap- proach for Hyperspectral Band Selection. IEEE Transactions on Geoscience and Remote Sensing. 2016, 51(1), 88-102. (SCI).
7 Sen Jia, Yao Xie, Guihua Tang, Jiasong Zhu. Spatial-Spectral-Combined Sparse Representation- based Classification for Hyperspectral Imagery. Soft Computing. 2016, 20(12), 4659-4668. (SCI).
8 Sen Jia, Xiujun Zhang, Xiujun Zhang. Spectral-Spatial Hyperspectral Image Classification Using l1/2 Regularized Low-Rank Representation and Sparse Representation-based Graph Cuts. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2015, 8(6), 2473-2484. (SCI).
9 Sen Jia, Linlin Shen, Qingquan Li. Gabor Feature-based Collaborative Representation for Hyperspectral Imagery Classification. IEEE Transactions on Geoscience and Remote Sensing. 2015, 53(2), 1118-1129. (SCI).
10 Sen Jia, Zexuan Zhu, Linlin Shen, Qingquan Li. A Two-Stage Feature Selection Framework for Hyperspectral Image Classification Using Few Labeled Samples. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS). 2014, 7(4), 1023-1035. (SCI).
11 Sen Jia, Zhen Ji, Yuntao Qian, Linlin Shen. Unsupervised Band Selection for Hyperspectral Imagery Classification Without Manual Band Removal. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. 2012, 5(2), 531-543. (SCI).
12 Sen Jia, Yun-tao Qian. Constrained Nonnegative Matrix Factorization for Hyperspectral Unmixing. IEEE Transactions on Geoscience and Remote Sensing. 2009, 41(9), 161−173. (SCI).
13 Sen Jia, Junjian Xian. Multi-feature-based Decision Fusion Framework for Hyperspectral Imagery Classification. IEEE International Geoscience and Remote Sensing Symposium (I- GRASS). 2018.7.22-2017.7.27, undefined(EI).
14 Sen Jia, Meng Zhang, Jiasong Zhu. Gabor Wavelet Based Feature Extraction and Fusion for Hyperspectral and Lidar Remote Sensing Data. IEEE International Geoscience and Remote Sensing Symposium (IGRASS). 2018.7.22-2017.7.27, undefined(EI).
15 Sen Jia, Huimin Xie, Xianglong Deng. Extended Morphological Profile-based Gabor Wavelets for Hyperspectral Image Classification. International Conference on Pattern Recognition. 2018, undefined(EI).
16 Sen Jia, Meng Zhang. Superpixel-Based Feature Extraction and Fusion Method for Hyper- spectral and LiDAR Classification. International Conference on Pattern Recognition. 2018, undefined(EI).
17 Sen Jia, Jiayue Zhuang. 3D-Gabor-Based Feature Selection Via Enhanced Fast Density- Peak-Based Clustering. Fifth International Workshop on Earth Observation and Remote Sens- ing Applications (EORSA 2018). 2018, undefined(EI).
18 Sen Jia, Xianglong Deng, Kuilin Wu. Multiscale superpixel-based fusion framework for hyper- spectral image classification. Fifth International Workshop on Earth Observation and Remote Sensing Applications (EORSA 2018). 2018, undefined(EI).
19 Sen Jia, Junjian Xian, Meng Zhang. Transfer Learning for Hyperspectral Image Classification by Using Correlation Alignment. Fifth International Workshop on Earth Observation and Remote Sensing Applications (EORSA 2018). 2018, undefined(EI).
20 Sen Jia, Huimin Xie, Lin Deng, Linlin Shen. Gabor phase feature-based hyperspectral imagery classification. IEEE International Conference on Multimedia and Expo (ICME, CCF推荐B类 国际会议). 2017, undefined(EI).
21 Sen Jia, Bin Deng, Huimin Xie, Lin Deng. A GABOR FEATURE FUSION FRAME- WORK FOR HYPERSPECTRAL IMAGERY CLASSIFICATION. IEEE International Con- ference on Image Processing (ICIP 2017，CCF C类会议). 2017, undefined, 2394-2397. (EI).
22 Sen Jia, Kuilin Wu, Meng Zhang, Jie Hu. Three-Dimensional Surface Feature for Hyper- spectral Imagery Classification. International Conference on Neural Information Processing (ICONIP 2017，CCF C 类会议). 2017, undefined, 270-278. (EI).
23 Sen Jia, Huimin Xie, Lin Deng, Qiang Huang, Jun Li. GABOR FEATURE BASED SUPPORT VECTOR GUIDED DICTIONARY LEARNING FOR HYPERSPECTRAL IMAGE CLASSI- FICATION. IEEE International Geoscience and Remote Sensing Symposium(IGRASS). 2017, undefined, 2211- 2214. (EI).
24 Sen Jia, Xiujun Zhang, Lin Deng, Zhenqiu Shu. An l1/2 Regularized Low-Rank Represen- tation for Hyperspectral Imagery Classification. IEEE International Conference on Image Pro- cessing (ICIP 2015, CCF推荐C 类国际会议). 2015, undefined, 1777-1780. (EI).
25 Guihua Tang, Sen Jia, Jun Li. An enhanced density Peak-based Clustering approach for Hyperspectral Band selection. IGARSS 2015, IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2015). 2015, undefined(EI).
26 Sen Jia, Lin Deng, Linlin Shen. An effective Collaborative Representation Algorithm for Hyperspectral Image Classification. IEEE International Conference on Multimedia and Expo (ICME, CCF推荐B类国际会议). 2014, undefined(EI).
专利
1 李清泉, 王欢, 贾森. 一种壁画图像修复方法、系统及其存储介质., 发明专利(中国),2019, 已申请未授权 : 201910956008.8
2 贾森, 张萌, 朱家松*. 一种基于无人机的数据处理的方法及装置, 发明专利(中国),2018, 已授权 : 201810676795.6
3 贾森, 吴奎霖, 朱家松*, 邓琳. 高光谱遥感图像的特征提取方法及装置, 发明专利(中国),2017, 已授权 : 201710800249.4
4 贾森, 胡杰, 谢瑶, 沈琳琳. 基于三维Gabor特征选择的高光谱遥感图像分类方法及系统, 发明专利(中国),2018, 专利号 : ZL 2016 1 0055913.2