基本信息
孙显  男  博导  中国科学院空天信息创新研究院
电子邮件: sunxian@aircas.ac.cn
通信地址: 中关村北一条9号科电大厦1314
邮政编码:

研究领域

计算机视觉与遥感图像理解
地理空间大数据解译

招生信息

   
招生专业
081002-信号与信息处理
招生方向
计算机视觉与遥感图像理解
机器学习与地理空间大数据挖掘

教育背景

2004-09--2009-06   中国科学院大学   博士
2000-09--2004-06   北京航空航天大学   学士
学历

研究生

学位
博士

工作经历

   
工作简历
2015-09~现在, 中国科学院空天信息研究院, 研究室副主任
2014-03~2015-01,中国科学院电子学研究所, 副研究员
2013-01~2013-07,德国卡尔斯鲁厄理工学院, 访问学者
2009-07~2014-02,中国科学院电子学研究所, 助理研究员
社会兼职
2019-08-09-今,雷达学报, 青年编委
2019-07-31-今,IEEE JSTAR期刊, 客座编委
2019-02-27-今,IEEE, 高级会员
2015-06-28-今,中国电子学会, 高级会员
2014-12-30-今,中国科学院青年创新促进会, 会员

教授课程

科研实践Ⅰ
地理空间大数据分析:方法与应用
地理空间大数据分析:方法与应用

专利与奖励

   
奖励信息
(1) 空天信息分布式处理服务系统与应用, 一等奖, 国家级, 2019
(2) 空天信息共享服务平台与应用, 一等奖, 部委级, 2018
(3) 地理空间信息系统及应用工程研究, , 部委级, 2016
(4) 基于先验引导及多要素关联的目标动态分析技术, 三等奖, 部委级, 2013
(5) 基于目标特性的图像解译支持技术, 二等奖, 部委级, 2012
专利成果
[1] 孙显, 许光銮, 张跃, 周瑞雪, 张腾飞, 魏浩然, 吴成龙. 一种基于迁移学习的小样本遥感目标检测方法及系统. CN: CN111860236B, 2021-12-03.

[2] 孙显, 付琨, 刁文辉, 李以福, 宋晶晶, 陈佳良, 韩记伟, 闫志远. 一种基于人工智能的在线协同化遥感图像标注系统. CN: CN111580947B, 2021-10-01.

[3] 孙显, 许光銮, 张文凯, 刘文杰, 汪勇, 李轩, 张政远. 一种基于多模态特征融合的图像像素语义分割方法及系统. CN: CN112101410B, 2021-08-06.

[4] 张文凯, 孙显, 许光銮, 张政远, 李轩, 汪勇, 刘文杰. 高低层特征融合的注意力遥感图像描述的生成方法及系统. CN: CN111860235B, 2021-08-06.

[5] 孙显, 王佩瑾, 刁文辉, 张义, 闫志远, 冯瑛超, 马益杭, 许滔. 一种基于动态注意力机制的遥感目标快速检测方法及系统. CN: CN111626176B, 2021-08-06.

[6] 付琨, 刁文辉, 孙显, 代贵杰, 牛瑞刚, 闫梦龙, 卢宛萱, 郭荣鑫. 基于自注意特征聚合网络的遥感图像语义分割方法及装置. CN: CN111582104B, 2021-08-06.

[7] 王智睿, 孙显, 付琨, 荆浩, 肖岱峰, 傅佳美, 孙元睿. 基于选择注意力网络的SAR图像复杂建筑物提取方法及系统. CN: CN111860233B, 2021-05-18.

[8] 付琨, 许光銮, 孙显, 李以福, 韩记伟, 陈佳良, 宋晶晶, 张义. 一种遥感影像数据快速访问方法及系统. CN: CN111565220B, 2021-05-18.

[9] 孙显, 王佩瑾, 付琨, 杨竹君, 冯瑛超, 张义, 王智睿. 基于容器的深度学习模型测试评估全流程自动管理方法. CN: CN112612681A, 2021-04-06.

[10] 孙显, 刁文辉, 付琨, 路晓男, 容雪娥, 张文凯, 王剑宇. 基于任务域知识迁移的神经网络持续学习方法及装置. CN: CN112580806A, 2021-03-30.

[11] 孙显, 于泓峰, 付琨, 李硕轲, 臧倩, 祝阳光, 闫志远. 一种基于有向无环图的机器学习工作流调度方法及系统. CN: CN112558938A, 2021-03-26.

[12] 孙显, 付琨, 闫志远, 刁文辉, 闫梦龙, 刘迎飞, 王佩瑾, 武斌, 李霁豪. 一种大规模遥感图像中不规则形状目标的检测方法及系统. CN: CN111860171B, 2021-03-23.

[13] 孙显, 付琨, 赵良瑾, 闫梦龙, 刁文辉, 柴亚捷, 耿凯, 闫志远, 张义, 李浩. 一种用于车辆检测的无人机与地面协同处理系统. CN: CN111627220B, 2021-03-23.

[14] 孙显, 张文凯, 付琨, 周瑞雪, 杜润岩, 宋晶晶, 于泓峰. 一种生成对抗式多任务多要素样本自动标注方法及装置. CN: CN112507950A, 2021-03-16.

[15] 孙显, 付琨, 闫志远, 刁文辉, 陈凯强, 时爱君, 赵良瑾, 张义. 基于半监督对抗学习的模型训练方法及图像变化分析方法. CN: CN111598174B, 2020-12-29.

[16] 孙显, 付琨, 闫志远, 张晓安, 刁文辉, 曹志颖, 李霁豪, 卢宛萱. 基于多模态端到端网络的遥感数据精细化分类方法及装置. CN: CN111582102B, 2020-12-29.

[17] 付琨, 许光銮, 孙显, 李以福, 陈佳良, 张义, 韩记伟, 宋晶晶. 基于分布式hbase存储的海量遥感数据组织管理方法及系统. CN: CN111552753B, 2020-12-29.

[18] 孙显, 刁文辉, 闫梦龙, 闫志远, 柴亚捷, 马益杭, 朱子聪, 赵良瑾, 刘迎飞. 一种基于轻量化蒸馏网络的遥感图像目标检测方法及系统. 2020103499356, 2020-04-28.

出版信息

   
发表论文
[1] Xian Sun, Peijin Wang, Zhiyuan Yan, Feng Xu, Ruiping Wang, Wenhui Diao, Jin Chen, Jihao Li, Yingchao Feng, Tao Xu, Martin Weinmann, Stefan Hinz, Cheng Wang, Kun Fu. FAIR1M: A benchmark dataset for fine-grained object recognition in high-resolution remote sensing imagery. ISPRS Journal of Photogrammetry and Remote Sensing[J]. 2022, 184: 116-130, [2] Yongqiang Mao, Xian Sun, Kaiqiang Chen. Semantic Segmentation for Point Cloud Scenes via Dilated Graph Feature Aggregation and Pyramid Decoders. AAAI Conference on Artificial Intelligencenull. 2022, [3] Sun, Xian, Wang, Peijin, Wang, Cheng, Liu, Yingfei, Fu, Kun. PBNet: Part-based convolutional neural network for complex composite object detection in remote sensing imagery. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2021, 173: 50-65, http://dx.doi.org/10.1016/j.isprsjprs.2020.12.015.
[4] Fu, Kun, Zhang, Tengfei, Zhang, Yue, Sun, Xian. OSCD: A one-shot conditional object detection framework. NEUROCOMPUTING[J]. 2021, 425: 243-255, http://dx.doi.org/10.1016/j.neucom.2020.04.092.
[5] Yao, Fanglong, Sun, Xian, Yu, Hongfeng, Zhang, Wenkai, Fu, Kun. Commonalities-, specificities-, and dependencies-enhanced multi-task learning network for judicial decision prediction. NEUROCOMPUTING[J]. 2021, 433: 169-180, http://dx.doi.org/10.1016/j.neucom.2020.10.010.
[6] Tian, Yu, Sun, Xian, Yu, Hongfeng, Li, Ya, Fu, Kun. Hierarchical self-adaptation network for multimodal named entity recognition in social media. NEUROCOMPUTING[J]. 2021, 439: 12-21, http://dx.doi.org/10.1016/j.neucom.2021.01.060.
[7] Sun, Xian, Wang, Bing, Wang, Zhirui, Li, Hao, Li, Hengchao, Fu, Kun. Research Progress on Few-Shot Learning for Remote Sensing Image Interpretation. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2021, 14: 2387-2402, https://doaj.org/article/0fefd17ec5ab4d838f1bc04836340676.
[8] Jiangqiao Yan, Liangjin Zhao, Wenhui Diao, Hongqi Wang, Xian Sun. AF-EMS Detector: Improve the Multi-Scale Detection Performance of the Anchor-Free Detector. REMOTE SENSING[J]. 2021, 13(2): https://doaj.org/article/4299ba4a525742d89f32cd81c4706e5a.
[9] Sun, Xian, Liu, Yingfei, Yan, Zhiyuan, Wang, Peijin, Diao, Wenhui, Fu, Kun. SRAF-Net: Shape Robust Anchor-Free Network for Garbage Dumps in Remote Sensing Imagery. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2021, 59(7): 6154-6168, http://dx.doi.org/10.1109/TGRS.2020.3023928.
[10] 付琨. Random Topology and Random Multi-scale Mapping: An Automated Design of Multi-scale and Lightweight Neural Network for Remote Sensing Image Recognition. IEEE Transactions on Geoscience and Remote Sensing. 2021, [11] Yin, Wenxin, Diao, Wenhui, Wang, Peijin, Gao, Xin, Li, Ya, Sun, Xian. PCAN-Part-Based Context Attention Network for Thermal Power Plant Detection in Remote Sensing Imagery. REMOTE SENSING[J]. 2021, 13(7): https://doaj.org/article/2a182d6b30594408a4f6df5c8714ddef.
[12] Fu, Jiamei, Sun, Xian, Wang, Zhirui, Fu, Kun. An Anchor-Free Method Based on Feature Balancing and Refinement Network for Multiscale Ship Detection in SAR Images. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2021, 59(2): 1331-1344, http://dx.doi.org/10.1109/TGRS.2020.3005151.
[13] Wang, Yong, Sun, Xian, Li, Xuan, Zhang, Wenkai, Gao, Xin. Reasoning like Humans: On Dynamic Attention Prior in Image Captioning. KNOWLEDGE-BASED SYSTEMS[J]. 2021, 228: http://dx.doi.org/10.1016/j.knosys.2021.107313.
[14] Sun, Xian, Wang, Peijin, Yan, Zhiyuan, Diao, Wenhui, Lu, Xiaonan, Yang, Zhujun, Zhang, Yidan, Xiang, Deliang, Yan, Chen, Guo, Jie, Dang, Bo, Wei, Wei, Xu, Feng, Wang, Cheng, Hansch, Ronny, Weinmann, Martin, Yokoya, Naoto, Fu, Kun. Automated High-Resolution Earth Observation Image Interpretation: Outcome of the 2020 Gaofen Challenge. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2021, 14: 8922-8940, http://dx.doi.org/10.1109/JSTARS.2021.3106941.
[15] 高鑫. Continual Learning With Structured Inheritance for Semantic Segmentation in Aerial Imagery. IEEE Transactions on Geoscience and Remote Sensing. 2021, [16] Lu, Wanxuan, Gong, Dong, Fu, Kun, Sun, Xian, Diao, Wenhui, Liu, Lingqiao. Boundarymix: Generating pseudo-training images for improving segmentation with scribble annotations. PATTERN RECOGNITION[J]. 2021, 117: http://dx.doi.org/10.1016/j.patcog.2021.107924.
[17] Zhiying Cao, Wenhui Diao, Xian Sun, Xiaode Lyu, Menglong Yan, Kun Fu. C3Net: Cross-Modal Feature Recalibrated, Cross-Scale Semantic Aggregated and Compact Network for Semantic Segmentation of Multi-Modal High-Resolution Aerial Images. REMOTE SENSING[J]. 2021, 13(3): https://doaj.org/article/a43679f359144c4e8489303e05237480.
[18] Jing, Hao, Sun, Xian, Wang, Zhirui, Chen, Kaiqiang, Diao, Wenhui, Fu, Kun. Fine Building Segmentation in High-Resolution SAR Images Via Selective Pyramid Dilated Network. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2021, 14: 6608-6623, http://dx.doi.org/10.1109/JSTARS.2021.3076085.
[19] Nayu Liu, Xian Sun, Hongfeng Yu, Wenkai Zhang, Guangluan Xu. D-MmT: A concise decoder-only multi-modal transformer for abstractive summarization in videos. Neurocomputing. 2021, 456: 179-189, [20] Fu, Kun, Mao, Tingyun, Wang, Yang, Lin, Daoyu, Zhang, Yuanben, Sun, Xian. DyEgoVis: Visual Exploration of Dynamic Ego-Network Evolution. APPLIED SCIENCES-BASEL[J]. 2021, 11(5): https://www.webofscience.com/wos/woscc/full-record/WOS:000627937300001.
[21] Wang, Xinyi, Li, Feng, Zhang, Zequn, Xu, Guangluan, Zhang, Jingyuan, Sun, Xian. A unified position-aware convolutional neural network for aspect based sentiment analysis. NEUROCOMPUTING[J]. 2021, 450: 91-103, http://dx.doi.org/10.1016/j.neucom.2021.03.092.
[22] Feng, Yingchao, Sun, Xian, Diao, Wenhui, Li, Jihao, Gao, Xin. Double Similarity Distillation for Semantic Image Segmentation. IEEE TRANSACTIONS ON IMAGE PROCESSING[J]. 2021, 30: 5363-5376, [23] 付琨, 孙显, 仇晓兰, 刁文辉, 闫志远, 黄丽佳, 于泓峰. 遥感大数据条件下多星一体化处理与分析. 遥感学报. 2021, 25(3): 691-707, http://lib.cqvip.com/Qikan/Article/Detail?id=7104466439.
[24] Fu, Kun, Mao, Tingyun, Wang, Yang, Lin, Daoyu, Zhang, Yuanben, Zhan, Junjian, Sun, Xian, Li, Feng. TS-Extractor: large graph exploration via subgraph extraction based on topological and semantic information. JOURNAL OF VISUALIZATION[J]. 2021, 24(1): 173-190, https://www.webofscience.com/wos/woscc/full-record/WOS:000572040500002.
[25] Wang, Peijin, Sun, Xian, Diao, Wenhui, Fu, Kun. FMSSD: Feature-Merged Single-Shot Detection for Multiscale Objects in Large-Scale Remote Sensing Imagery. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING[J]. 2020, 58(5): 3377-3390, http://dx.doi.org/10.1109/TGRS.2019.2954328.
[26] Wei, Haoran, Zhang, Yue, Chang, Zhonghan, Li, Hao, Wang, Hongqi, Sun, Xian. Oriented objects as pairs of middle lines. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2020, 169: 268-279, http://dx.doi.org/10.1016/j.isprsjprs.2020.09.022.
[27] Li, Peiguang, Yu, Hongfeng, Zhang, Wenkai, Xu, Guangluan, Sun, Xian. SA-NLI: A Supervised Attention based framework for Natural Language Inference. NEUROCOMPUTING[J]. 2020, 407: 72-82, http://dx.doi.org/10.1016/j.neucom.2020.03.092.
[28] Kai Geng, Xian Sun, Zhiyuan Yan, Wenhui Diao, Xin Gao. Topological Space Knowledge Distillation for Compact Road Extraction in Optical Remote Sensing Images. REMOTE SENSING[J]. 2020, 12(19): https://doaj.org/article/1507656a12c74e59b3ccab6b6e6bfd98.
[29] Lin, Rendeng, Ren, Wenjuan, Sun, Xian, Yang, Zhanpeng, Fu, Kun. A Hybrid Neural Network for Fast Automatic Modulation Classification. IEEE ACCESS[J]. 2020, 8: 130314-130322, https://doaj.org/article/d9bd5b2aad7045b5a887b28cec7dbc9b.
[30] Niu Ruigang, Sun Xian, Diao Wenhui, Chen Kaiqiang, Fu Kun. HMANet: Hybrid Multiple Attention Network for Semantic Segmentation in Aerial Images. 2020, http://arxiv.org/abs/2001.02870.
[31] Wu, Chenglong, Zhang, Yue, Zhang, Yi, Zhang, Wenkai, Wang, Hongqi, Zhang, Yunyan, Sun, Xian. Motion Guided Siamese Trackers for Visual Tracking. IEEE ACCESS[J]. 2020, 8: 7473-7489, https://doaj.org/article/65d7ec80f5614272aad6b1ddf9987ef0.
[32] Yajie Chai, Kun Fu, Xian Sun, Wenhui Diao, Zhiyuan Yan, Yingchao Feng, Lei Wang. Compact Cloud Detection with Bidirectional Self-Attention Knowledge Distillation. REMOTE SENSING[J]. 2020, 12(17): https://doaj.org/article/929a646c671f4f4daf0fd931bf8bea6c.
[33] Li, Lei, Jin, Li, Zhang, Zequn, Liu, Qing, Sun, Xian, Wang, Hongqi. Graph Convolution Over Multiple Latent Context-Aware Graph Structures for Event Detection. IEEE ACCESS[J]. 2020, 8: 171435-171446, https://doaj.org/article/64ee17e5b0624186828f83da0c296642.
[34] Fu, Kun, Chang, Zhonghan, Zhang, Yue, Xu, Guangluan, Zhang, Keshu, Sun, Xian. Rotation-aware and multi-scale convolutional neural network for object detection in remote sensing images. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2020, 161: 294-308, http://dx.doi.org/10.1016/j.isprsjprs.2020.01.025.
[35] Liu, Junfu, Chen, Keming, Xu, Guangluan, Sun, Xian, Yan, Menglong, Diao, Wenhui, Han, Hongzhe. Convolutional Neural Network-Based Transfer Learning for Optical Aerial Images Change Detection. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2020, 17(1): 127-131, https://www.webofscience.com/wos/woscc/full-record/WOS:000505528400026.
[36] J Li, W Diao, X Sun, Y Feng, W Zhang, Z Chang, K Fu. AUTOMATED AND LIGHTWEIGHT NETWORK DESIGN VIA RANDOM SEARCH FOR REMOTE SENSING IMAGE SCENE CLASSIFICATION. The International Archives of the Photogrammetry[J]. 2020, https://doaj.org/article/b6b8ddc1bc684396b362059fd47b790a.
[37] Fu, Kun, Li, Yang, Zhang, Wenkai, Yu, Hongfeng, Sun, Xian. Boosting Memory with a Persistent Memory Mechanism for Remote Sensing Image Captioning. REMOTE SENSING[J]. 2020, 12(11): https://doaj.org/article/5416fcae143f4292a48ffa0ca4de7f2e.
[38] Sun, Xian, Shi, Aijun, Huang, Hai, Mayer, Helmut. BAS(4)Net: Boundary-Aware Semi-Supervised Semantic Segmentation Network for Very High Resolution Remote Sensing Images. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING[J]. 2020, 13: 5398-5413, http://dx.doi.org/10.1109/JSTARS.2020.3021098.
[39] Liang, Wei, Zhang, Tengfei, Diao, Wenhui, Sun, Xian, Zhao, Liangjin, Fu, Kun, Wu, Yirong. SAR Target Classification Based on Sample Spectral Regularization. REMOTE SENSING[J]. 2020, 12(21): https://doaj.org/article/f67d21af5d6647cf944b380ad7e1b8d7.
[40] Guo, Rongxin, Sun, Xian, Chen, Kaiqiang, Zhou, Xiao, Yan, Zhiyuan, Diao, Wenhui, Yan, Menglong. JMLNet: Joint Multi-Label Learning Network for Weakly Supervised Semantic Segmentation in Aerial Images. REMOTE SENSING[J]. 2020, 12(19): https://doaj.org/article/1b1ab6b680c148fb83f087958a8c124d.
[41] 孙显, 梁伟, 刁文辉, 曹志颖, 冯瑛超, 王冰, 付琨. 遥感边缘智能技术研究进展及挑战. 中国图象图形学报[J]. 2020, 25(9): 1719-1738, http://lib.cqvip.com/Qikan/Article/Detail?id=7102879025.
[42] Wei Liang, Jihao Li, Wenhui Diao, Xian Sun, Kun Fu, Yirong Wu. FGATR-Net: Automatic Network Architecture Design for Fine-Grained Aircraft Type Recognition in Remote Sensing Images. REMOTE SENSING[J]. 2020, 12(24): https://doaj.org/article/827516d45ee84a23b682771100585ae0.
[43] Yao, Fanglong, Sun, Xian, Yu, Hongfeng, Yang, Yang, Zhang, Wenkai, Fu, Kun. Gated hierarchical multi-task learning network for judicial decision prediction. NEUROCOMPUTING[J]. 2020, 411: 313-326, http://dx.doi.org/10.1016/j.neucom.2020.05.018.
[44] Diao Wenhui. Mergenet:Feature-Merged Network for Multi-Scale Object Detection in Remote Sensing Images. IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium. 2019, [45] Feng, Yingchao, Diao, Wenhui, Zhang, Yi, Li, Hao, Chang, Zhonghan, Yan, Menglong, Sun, Xian, Gao, Xin, IEEE. SHIP INSTANCE SEGMENTATION FROM REMOTE SENSING IMAGES USING SEQUENCE LOCAL CONTEXT MODULE. 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019)null. 2019, 1025-1028, [46] Yang, Xue, Yang, Jirui, Yan, Junchi, Zhang, Yue, Zhang, Tengfei, Guo, Zhi, Sun, Xian, Fu, Kun, IEEE. SCRDet: Towards More Robust Detection for Small, Cluttered and Rotated Objects. 2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019)null. 2019, 8231-8240, [47] Kun Fu, Zhuo Chen, Yue Zhang, Xian Sun. Enhanced Feature Representation in Detection for Optical Remote Sensing Images. Remote Sensing[J]. 2019, 11(18): http://dx.doi.org/10.3390/rs11182095.
[48] Kun Fu, Wei Dai, Yue Zhang, Zhirui Wang, Menglong Yan, Xian Sun. MultiCAM: Multiple Class Activation Mapping for Aircraft Recognition in Remote Sensing Images. Remote Sensing[J]. 2019, 11(5): https://doaj.org/article/7681ad455947464591fa00316934895d.
[49] 孙显, 王智睿, 孙元睿, 刁文辉, 张跃, 付琨. AIR-SARShip-1.0:高分辨率SAR舰船检测数据集. 雷达学报[J]. 2019, 8(6): 852-862, http://lib.cqvip.com/Qikan/Article/Detail?id=7100725707.
[50] Chen Liu, Feng Li, Xian Sun, Hongzhe Han. Attention-Based Joint Entity Linking with Entity Embedding. Information[J]. 2019, 10(2): [51] 陈克明. Semi-supervised Change Detection based on Graphs with Generative Adversarial Networks. IEEE International Geoscience and Remote Sensing Symposium (IGARSS). 2019, [52] Ge, Zhipeng, Sun, Xian, Ren, Wenjuan, Chen, Wenbin, Xu, Guangluan. Improved Algorithm of Radar Pulse Repetition Interval Deinterleaving Based on Pulse Correlation. IEEE ACCESS[J]. 2019, 7: 30126-30134, https://doaj.org/article/dc38625124c4435a9ce368a3e304d9a0.
[53] Wang, Zhirui, Sun, Xian, Diao, Wenhui, Zhang, Yue, Yan, Menglong, Lan, Lan. Ground Moving Target Indication Based on Optical Flow in Single-Channel SAR. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2019, 16(7): 1051-1055, https://www.webofscience.com/wos/woscc/full-record/WOS:000473201000010.
[54] Cao, Zhiying, Diao, Wenhui, Zhang, Yi, Yan, Menglong, Yu, Hongfeng, Sun, Xian, Fu, Kun, IEEE. SEMANTIC LABELING FOR HIGH-RESOLUTION AERIAL IMAGES BASED ON THE DMFFNET. 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019)null. 2019, 1021-1024, [55] Chen, Kaiqiang, Fu, Kun, Gao, Xin, Yan, Menglong, Zhang, Wenkai, Zhang, Yue, Sun, Xian, IEEE. EFFECTIVE FUSION OF MULTI-MODAL DATA WITH GROUP CONVOLUTIONS FOR SEMANTIC SEGMENTATION OF AERIAL IMAGERY. 2019 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS 2019)null. 2019, 3911-3914, [56] Wang, Chengzhi, Sun, Xian, Yu, Hongfeng, Zhang, Wenkai. Entity Disambiguation Leveraging Multi-Perspective Attention. IEEE ACCESS[J]. 2019, 7: 113963-113974, https://doaj.org/article/11c4c21e9e3443d197923389a1030ebb.
[57] Zhiying Cao, Tengfei Zhang, Wenhui Diao, Yue Zhang, Xiaode Lyu, Kun Fu, Xian Sun. Meta-Seg: A Generalized Meta-Learning Framework for Multi-Class Few-Shot Semantic Segmentation. IEEE ACCESS[J]. 2019, 7: 166109-166121, https://doaj.org/article/c733ea5763c84041ba4ff1446090b10c.
[58] Yan, Jiangqiao, Wang, Hongqi, Yan, Menglong, Diao, Wenhui, Sun, Xian, Li, Hao. IoU-Adaptive Deformable R-CNN: Make Full Use of IoU for Multi-Class Object Detection in Remote Sensing Imagery. Remote Sensing[J]. 2019, 11(3): https://doaj.org/article/b7ab8d8485f84cb6bee322cc4e1f60d1.
[59] Yingchao Feng, Wenhui Diao, Xian Sun, Menglong Yan, Xin Gao. Towards Automated Ship Detection and Category Recognition from High-Resolution Aerial Images. Remote Sensing[J]. 2019, 11(16): https://doaj.org/article/3a1327fb2a2442a9a63b1eb2513903cd.
[60] Gu, Jun, Sun, Xian, Zhang, Yue, Fu, Kun, Wang, Lei. Deep Residual Squeeze and Excitation Network for Remote Sensing Image Super-Resolution. Remote Sensing[J]. 2019, 11(15): https://doaj.org/article/3b1f9c5bfb264ab7bed1902f33309d63.
[61] Xu Wenjia, Xu Guangluan, Wang Yang, Sun Xian, Lin Daoyu, Wu Yirong, IEEE. HIGH QUALITY REMOTE SENSING IMAGE SUPER-RESOLUTION USING DEEP MEMORY CONNECTED NETWORK. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUMnull. 2018, 8889-8892, [62] Gao Xin, Li Hui, Zhang Yi, Yan Menglong, Zhang Zongshuo, Sun Xian, Sun Hao, Yu Hongfeng. Vehicle Detection in Remote Sensing Images of Dense Areas Based on Deformable Convolution Neural Network. JOURNAL OF ELECTRONICS & INFORMATION TECHNOLOGY[J]. 2018, 40(12): 2812-2819, [63] Yuhang Zhang, Hao Sun, Jiawei Zuo, Hongqi Wang, Guangluan Xu, Xian Sun. Aircraft Type Recognition in Remote Sensing Images Based on Feature Learning with Conditional Generative Adversarial Networks. REMOTE SENSING[J]. 2018, 10(7): http://dx.doi.org/10.3390/rs10071123.
[64] Lin, Daoyu, Xu, Guangluan, Wang, Yang, Sun, Xian, Fu, Kun, IEEE. DENSE-ADD NET: AN NOVEL CONVOLUTIONAL NEURAL NETWORK FOR REMOTE SENSING IMAGE INPAINTING. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUMnull. 2018, 4985-4988, [65] Fu, Kun, Li, Yang, Sun, Hao, Yang, Xue, Xu, Guangluan, Li, Yuting, Sun, Xian. A Ship Rotation Detection Model in Remote Sensing Images Based on Feature Fusion Pyramid Network and Deep Reinforcement Learning. REMOTE SENSING[J]. 2018, 10(12): https://doaj.org/article/fa86c74abcef47f3b8751f2d0171acb6.
[66] 付琨. A Joint Optimization Convex-NMF for Multi-modal Image Collection Summarization Based on Images and Tags. IET Computer Vision. 2018, [67] Jiao Jiao, Yue Zhang, Hao Sun, Xue Yang, Xun Gao, Wen Hong, Kun Fu, Xian Sun. A Densely Connected End-to-End Neural Network for Multiscale and Multiscene SAR Ship Detection. IEEE Access[J]. 2018, 6: https://doaj.org/article/a77d4ad63fe94d1e91d5a12480591dd2.
[68] Gao, Xun, Sun, Xian, Zhang, Yi, Yan, Menglong, Xu, Guangluan, Sun, Hao, Jiao, Jiao, Fu, Kun. An End-to-End Neural Network for Road Extraction From Remote Sensing Imagery by Multiple Feature Pyramid Network. IEEE ACCESS[J]. 2018, 6: 39401-39414, https://doaj.org/article/33c468ead63c4ca3b8aeb0a9ea345893.
[69] Zhang, Yue, Sun, Xian, Sun, Hao, Zhang, Zequn, Diao, Wenhui, Fu, Kun, IEEE. HIGH RESOLUTION SAR IMAGE CLASSIFICATION WITH DEEPER CONVOLUTIONAL NEURAL NETWORK. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUMnull. 2018, 2374-2377, [70] Chen, Kaiqiang, Fu, Kun, Sun, Xian, Weinmann, Michael, Hinz, Stefan, Jutzi, Boris, Weinmann, Martin, IEEE. DEEP SEMANTIC SEGMENTATION OF AERIAL IMAGERY BASED ON MULTI-MODAL DATA. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUMnull. 2018, 6219-6222, [71] Yan, Zhiyuan, Yan, Menglong, Sun, Hao, Fu, Kun, Hong, Jun, Sun, Jun, Zhang, Yi, Sun, Xian. Cloud and Cloud Shadow Detection Using Multilevel Feature Fused Segmentation Network. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2018, 15(10): 1600-1604, http://dx.doi.org/10.1109/LGRS.2018.2846802.
[72] Yang Li, Kun Fu, Hao Sun, Xian Sun. An Aircraft Detection Framework Based on Reinforcement Learning and Convolutional Neural Networks in Remote Sensing Images. REMOTE SENSING[J]. 2018, 10(2): https://doaj.org/article/4d6eaf3442944b43b67d033d2ed8d4f5.
[73] Gao Xun, Sun Xian, Yan Menglong, Sun Hao, Fu Kun, Zhang Yue, Ge Zhipeng, IEEE. ROAD EXTRACTION FROM REMOTE SENSING IMAGES BY MULTIPLE FEATURE PYRAMID NETWORK. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUMnull. 2018, 6907-6910, [74] Yang Xue, Fu Kun, Sun Hao, Sun Xian, Yan Menglong, Diao Wenhui, Guo Zhi, IEEE. OBJECT DETECTION WITH HEAD DIRECTION IN REMOTE SENSING IMAGES BASED ON ROTATIONAL REGION CNN. IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUMnull. 2018, 2507-2510, [75] Lin, Daoyu, Fu, Kun, Wang, Yang, Xu, Guangluan, Sun, Xian. MARTA GANs: Unsupervised Representation Learning for Remote Sensing Image Classification. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2017, 14(11): 2092-2096, https://www.webofscience.com/wos/woscc/full-record/WOS:000413955500043.
[76] Zhang Wenkai, Huang Hai, Schmitz Matthias, Sun Xian, Wang Hongqi, Mayer Helmut, Heipke C, Jacobsen K, Stilla U, Rottensteiner F, Yilmaz A, YingYang M, Skaloud J, Colomina I. A MULTI-RESOLUTION FUSION MODEL INCORPORATING COLOR AND ELEVATION FOR SEMANTIC SEGMENTATION. ISPRS HANNOVER WORKSHOP: HRIGI 17 - CMRT 17 - ISA 17 - EUROCOW 17null. 2017, 42-1(W1): 513-517, https://doaj.org/article/c4c2cfc2e0614865a4d2d8370db48db3.
[77] Li, Hang, Fu, Kun, Xu, Guangluan, Zheng, Xinwei, Ren, Wenjuan, Sun, Xian. Scene classification in remote sensing images using a two-stage neural network ensemble model. REMOTE SENSING LETTERS[J]. 2017, 8(6): 557-566, [78] Wei, Xin, Guo, Yajing, Gao, Xin, Yan, Menglong, Sun, Xian, IEEE. A NEW SEMANTIC SEGMENTATION MODEL FOR REMOTE SENSING IMAGES. 2017 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS)null. 2017, 1776-1779, [79] Dou, Fangzheng, Diao, Wenhui, Sun, Xian, Zhang, Yue, Fu, Kun. Aircraft Reconstruction in High-Resolution SAR Images Using Deep Shape Prior. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION[J]. 2017, 6(11): https://doaj.org/article/db77618c43f949d0b73828aa9ebbd21d.
[80] Sun, Xian, Yang, Zhanpeng. A Mellin transform method for solving fuzzy differential equations. ADVANCES IN DIFFERENCE EQUATIONS[J]. 2016, https://www.webofscience.com/wos/woscc/full-record/WOS:000391487200003.
[81] Fu, Kun, Zhang, Yue, Sun, Xian, Diao, Wenhui, Wu, Bin, Wang, Hongqi, IEEE. AUTOMATIC BUILDING RECONSTRUCTION FROM HIGH RESOLUTION INSAR DATA USING STOCHASTIC GEOMETRICAL MODEL. 2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS)null. 2016, 1579-1582, [82] Zhang, Yue, Sun, Xian, Diao, Wenhui, Wang, Chenyuan, Xu, Guangluan, Wang, Hongqi, IEEE. MODEL SELECTION FOR HIGH RESOLUTION INSAR COHERENCE STATISTICS OVER URBAN AREAS AND ITS APPLICATION IN BUILDING DETECTION. 2016 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS)null. 2016, 60-63, [83] Diao Wenhui. Aircraft recognition in high resolution SAR images using saliency map and scattering structure features. IGARSS 2016 - 2016 IEEE International Geoscience and Remote Sensing Symposium. 2016, [84] Fu, Kun, Zhang, Yue, Sun, Xian, Li, Feng, Wang, Hongqi, Dou, Fangzheng. A Coarse-to-Fine Method for Building Reconstruction From HR SAR Layover Map Using Restricted Parametric Geometrical Models. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2016, 13(12): 2004-2008, [85] Zhang, Yue, Sun, Xian, Thiele, Antje, Hinz, Stefan. Stochastic geometrical model and Monte Carlo optimization methods for building reconstruction from InSAR data. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2015, 108: 49-61, http://dx.doi.org/10.1016/j.isprsjprs.2015.06.004.
[86] Zhang, Wanceng, Sun, Xian, Wang, Hongqi, Fu, Kun. A generic discriminative part-based model for geospatial object detection in optical remote sensing images. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING[J]. 2015, 99: 30-44, http://dx.doi.org/10.1016/j.isprsjprs.2014.10.007.
[87] Wang, Fulai, Sun, Xian, Guo, Zhi, Huang, Yu, Fu, Kun. An Object-Distortion Based Image Quality Similarity. IEEE SIGNAL PROCESSING LETTERS[J]. 2015, 22(10): 1534-1537, https://www.webofscience.com/wos/woscc/full-record/WOS:000352088600001.
[88] Diao, Wenhui, Sun, Xian, Dou, Fangzheng, Yan, Menglong, Wang, Hongqi, Fu, Kun. Object recognition in remote sensing images using sparse deep belief networks. REMOTE SENSING LETTERS[J]. 2015, 6(10): 745-754, https://www.webofscience.com/wos/woscc/full-record/WOS:000360518900002.
[89] Wu, Bin, Sun, Xian, Wu, Qichang, Yan, Menglong, Wang, Hongqi, Fu, Kun. Building Reconstruction From High-Resolution Multiview Aerial Imagery. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2015, 12(4): 855-859, https://www.webofscience.com/wos/woscc/full-record/WOS:000349674400034.
[90] Xu, Jian, Sun, Xian, Zhang, Daobing, Fu, Kun. Automatic Detection of Inshore Ships in High-Resolution Remote Sensing Images Using Robust Invariant Generalized Hough Transform. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2014, 11(12): 2070-2074, https://www.webofscience.com/wos/woscc/full-record/WOS:000340951400010.
[91] Zhang, Wanceng, Sun, Xian, Fu, Kun, Wang, Chenyuan, Wang, Hongqi. Object Detection in High-Resolution Remote Sensing Images Using Rotation Invariant Parts Based Model. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2014, 11(1): 74-78, https://www.webofscience.com/wos/woscc/full-record/WOS:000328698400016.
[92] 冯卫东, 孙显, 王宏琦. 基于空间语义模型的高分辨率遥感图像目标检测方法. 电子与信息学报[J]. 2013, 35(10): 2518-2523, http://lib.cqvip.com/Qikan/Article/Detail?id=47285572.
[93] Zheng, Xinwei, Sun, Xian, Fu, Kun, Wang, Hongqi. Automatic Annotation of Satellite Images via Multifeature Joint Sparse Coding With Spatial Relation Constraint. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2013, 10(4): 652-656, http://159.226.65.12/handle/80137/9960.
[94] Liu, Ge, Sun, Xian, Fu, Kun, Wang, Hongqi. Interactive geospatial object extraction in high resolution remote sensing images using shape-based global minimization active contour model. PATTERN RECOGNITION LETTERS[J]. 2013, 34(10): 1186-1195, http://dx.doi.org/10.1016/j.patrec.2013.03.031.
[95] 孙显AntjeThieleStefanHinz付琨. Automatic man made objects detection in high resolution remote sensing images using hierarcical graph model. ISPRS Workshop 2013null. 2013, http://159.226.65.12/handle/80137/9935.
[96] Liu, Ge, Sun, Xian, Fu, Kun, Wang, Hongqi. Aircraft Recognition in High-Resolution Satellite Images Using Coarse-to-Fine Shape Prior. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2013, 10(3): 573-577, http://159.226.65.12/handle/80137/9954.
[97] Zhang, Yasen, Sun, Xian, Wang, Hongqi, Fu, Kun. High-Resolution Remote-Sensing Image Classification via an Approximate Earth Mover's Distance-Based Bag-of-Features Model. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2013, 10(5): 1055-1059, http://159.226.65.12/handle/80137/9958.
[98] Li Xiangjuan, Sun Xian, Wang Hongqi, LiYu, Sun Hao. MULTIPLE KERNEL RELEVANCE VECTOR MACHINE FOR GEOSPATIAL OBJECTS DETECTION IN HIGH-RESOLUTION REMOTE SENSING IMAGES1. 电子科学学刊:英文版. 2012, 29(5): 353-360, http://lib.cqvip.com/Qikan/Article/Detail?id=43213418.
[99] Sun, Hao, Sun, Xian, Wang, Hongqi, Li, Yu, Li, Xiangjuan. Automatic Target Detection in High-Resolution Remote Sensing Images Using Spatial Sparse Coding Bag-of-Words Model. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2012, 9(1): 109-113, https://www.webofscience.com/wos/woscc/full-record/WOS:000298380800023.
[100] Tang, Kan, Sun, Xian, Sun, Hao, Wang, Hongqi. A Geometrical-Based Simulator for Target Recognition in High-Resolution SAR Images. IEEE GEOSCIENCE AND REMOTE SENSING LETTERS[J]. 2012, 9(5): 958-962, https://www.webofscience.com/wos/woscc/full-record/WOS:000310915500033.
发表著作
(1) 高分辨率遥感图像理解, High resolution remote sensing image understanding, 科学出版社, 2011-11, 第 1 作者

科研活动

   
科研项目
( 1 ) 大数据条件下基于深度学习的多源信息分析与预测技术, 主持, 国家级, 2017-09--2020-12
( 2 ) 半实物仿真平台, 主持, 国家级, 2019-06--2020-02
( 3 ) 可重构智能解译终端, 主持, 国家级, 2019-06--2020-12
( 4 ) 高分基础支撑技术测试评估平台, 主持, 国家级, 2020-01--2021-12
( 5 ) 高分基础支撑技术样本数据库, 主持, 国家级, 2020-01--2021-12
参与会议
(1)Automatic detection and recognition of man-made objects in high resolution remote sensing images using hierarchical semantic graph model   Xian SUN   2013-05-23
(2)基于空间语义一致模型的高分辨率遥感图像解译方法   高分辨率对地观测学术年会   孙显   2012-12-20

指导学生

已指导学生

陈静  硕士研究生  081002-信号与信息处理  

高勋  硕士研究生  081002-信号与信息处理  

葛志朋  硕士研究生  081002-信号与信息处理  

王承之  硕士研究生  081002-信号与信息处理  

王佩瑾  硕士研究生  081002-信号与信息处理  

现指导学生

姚方龙  博士研究生  081002-信号与信息处理  

田雨  博士研究生  081002-信号与信息处理  

刘迎飞  硕士研究生  081002-信号与信息处理  

时爱君  硕士研究生  081002-信号与信息处理  

殷东硕  博士研究生  081002-信号与信息处理  

彭景权  硕士研究生  081002-信号与信息处理  

吕艺璇  硕士研究生  081002-信号与信息处理