个人简历
陈奇,工学博士,中国地质大学(武汉)地理与信息工程学院副教授,硕士生导师,东京大学访问研究员(2016-2018年),武汉大学数字摄影测量与计算机视觉研究中心成员。主要从事航空/航天摄影测量和计算机视觉领域的相关研究,研究成果涉及遥感影像配准、影像镶嵌、点云滤波、建筑物分割与矢量测图等技术创新;近年来专注于智能化摄影测量与遥感以及可再生能源遥感方面的研究,重点研究兴趣包括无人机低空经济应用、多源遥感数据智能处理、分布式光伏开发潜力评估和光伏电站智能化遥感运维等。主持科研项目包括国家自然科学基金面上项目1项、青年基金项目1项、中国博士后科学基金面上项目1项、中央高校基本科研业务费专项基金项目1项以及其他横向项目多项。公开发表论文50余篇,授权国家发明专利5项。担任《Energy 360》期刊编委,《Remote Sensing》《Urban Informatics》等刊物专刊客座编辑。主讲课程包括《计算科学基础》《计算机视觉与机器学习》等。
欢迎遥感、测绘、GIS和计算机等相关专业同学联系报读2025年硕士研究生!
研究方向
(1)航空航天摄影测量
(2)无人机遥感智能处理与应用
(3)遥感科学机器学习(Scientific Machine Learning in RS)
(4)多视遥感数据融合与特征建模
(5)可再生能源空间知识挖掘
小组特色
(1)AI-Focused Research. 全员依托深度学习技术开展研究,入门即安排系统集训,已建立传帮带体系。
(2)Engineering-Science Synergy. 倡导工程与科学并重,善于解决各类算法工程问题,服务于课题研究。
(3)Int-External Collaboration. 提倡整合内外部资源推动研究进展,组内协作氛围强,外部合作渠道广泛。
科研项目
主持企业委托项目:基于高分立体卫星影像的三维快速重建技术,2024.3 ~
主持国家自然科学基金面上项目:顾及铺设适宜性与用户偏好的实景三维城市屋顶光伏潜力精细化评估,2024.1 ~
主持高校合作项目:不同尺度光学与SAR卫星影像匹配算法研究,2022.9 ~
参与企业委托项目:光伏面板定位及缺陷诊断算法研制与开发,2022.6 ~ 2023.12
参与企业委托项目:基于激光点云与光谱融合技术的输电线路廊道典型树种识别及测距定位技术研究与应用,2021.3 ~ 2021.12
主持并完成中央高校基本科研业务费专项基金项目:不同期高分遥感影像与建筑物轮廓数据的自动配准方法研究,2019.1 ~ 2021.12
主持并完成国家自然科学基金青年科学基金项目:联合机载LiDAR与航空影像的建筑物自适应检测及其精细轮廓提取,2017.1 ~ 2019.12
主持并完成中国博士后科学基金面上项目(一等资助):联合机载LiDAR与航空影像的建筑物精细轮廓提取,2016.1 ~ 2017.12
论文成果
1.Feng, Xiaofan, Zhengjia Zhang, Qi Chen, Zhiling Guo, Haoran Zhang, Mengmeng Wang, Wei Gao, and Xiuguo Liu. ‘Integrating Remote Sensing, GIS, and Multi-Criteria Decision Making for Assessing PV Potential in Mountainous Regions’. Renewable Energy 241 (2025): 122340.
2.Wang, Bo, Qi Chen, Mengmeng Wang, Yuntian Chen, Zhengjia Zhang, Xiuguo Liu, Wei Gao, Yanzhen Zhang, and Haoran Zhang. ‘PVF-10: A High-Resolution Unmanned Aerial Vehicle Thermal Infrared Image Dataset for Fine-Grained Photovoltaic Fault Classification’. Applied Energy 376 (2024): 124187.
3.Liao, Yifan, Pengjie Tao, Qi Chen, Lei Wang, and Tao Ke. ‘Highly Adaptive Multi-Modal Image Matching Based on Tuning-Free Filtering and Enhanced Sketch Features’. Information Fusion, 2024, 102599.
4.Tao, Pengjie, Zhiying Li, Zhenlong Hu, Qiang Xiong, and Qi Chen. ‘A Simple Adaptive DEM Void Filling Method Based on Raster Distance Transform’. IEEE Geoscience and Remote Sensing Letters, 2024.
5.Liu, Kunbo, Yifan Liao, Kaijun Yang, Ke Xi, Qi Chen, Pengjie Tao, and Tao Ke. ‘Efficient Radiometric Triangulation for Aerial Image Consistency across Inter and Intra Variances’. International Journal of Applied Earth Observation and Geoinformation 130 (2024): 103911.
6.Chen, Qi, Wenxiang Gan, Pengjie Tao, Penglei Zhang, Rongyong Huang, and Lei Wang. ‘End-to-End Multiview Fusion for Building Mapping from Aerial Images’. Information Fusion, 2024, 102498.
7.Zhang, Hao, Yansong Duan, Qi Zhou, Qi Chen, Bowen Cai, Pengjie Tao, and Zuxun Zhang. ‘Calibrating an Airborne Linear-Array Multi-Camera System on the Master Focal Plane with Existing Bundled Images’. Geo-Spatial Information Science, 2024, 1–19.
8.Guo, Zhiling, Jiayue Lu, Qi Chen, Zhengguang Liu, Chenchen Song, Hongjun Tan, Haoran Zhang, and Jinyue Yan. ‘TransPV: Refining Photovoltaic Panel Detection Accuracy through a Vision Transformer-Based Deep Learning Model’. Applied Energy 355 (2024): 122282.
9.Tan, Hongjun, Zhiling Guo, Haoran Zhang, Qi Chen, Zhenjia Lin, Yuntian Chen, and Jinyue Yan. ‘Enhancing PV Panel Segmentation in Remote Sensing Images with Constraint Refinement Modules’. Applied Energy 350 (2023): 121757.
10.Liu, Zhengguang, Zhiling Guo, Chenchen Song, Ying Du, Qi Chen, Yuntian Chen, and Haoran Zhang. ‘Business Model Comparison of Slum-Based PV to Realize Low-Cost and Flexible Power Generation in City-Level’. Applied Energy 344 (2023): 121220.
11.Chen, Qi, Xinyuan Li, Zhengjia Zhang, Chao Zhou, Zhiling Guo, Zhengguang Liu, and Haoran Zhang. ‘Remote Sensing of Photovoltaic Scenarios: Techniques, Applications and Future Directions’. Applied Energy 333 (2023): 120579.
12.Zhang, Zhengjia, Qingxiang Wang, Zhengguang Liu, Qi Chen, Zhiling Guo, and Haoran Zhang. ‘Renew Mineral Resource-Based Cities: Assessment of PV Potential in Coal Mining Subsidence Areas’. Applied Energy 329 (2023): 120296.
13.Wu, Yifan, Linlin Xu, Lei Wang, Qi Chen, Yuhao Chen, and David A Clausi. ‘Multi-Task Edge Detection for Building Vectorization From Aerial Images’. IEEE Geoscience and Remote Sensing Letters 20 (2023): 1–5.
14.Tao, Pengjie, Ke Xi, Zhuangqun Niu, Qi Chen, Yifan Liao, Yuxuan Liu, Kunbo Liu, and Zuxun Zhang. ‘Optimal Selection from Extremely Redundant Satellite Images for Efficient Large-Scale Mapping’. ISPRS Journal of Photogrammetry and Remote Sensing 194 (2022): 21–38.
15.Liu, Zhengguang, Zhiling Guo, Qi Chen, Chenchen Song, Wenlong Shang, Meng Yuan, and Haoran Zhang. ‘A Review of Data-Driven Smart Building-Integrated Photovoltaic Systems: Challenges and Objectives’. Energy, 2022, 126082.
16.Zhang, Haoran, Jinyu Chen, Qi Chen, Tianqi Xia, Xin Wang, Wenjing Li, Xuan Song, and Ryosuke Shibasaki. ‘A Universal Mobility-Based Indicator for Regional Health Level’. Cities 120 (2022): 103452.
17.Chen, Qi, Yuanyi Zhang, Xinyuan Li, and Pengjie Tao. ‘Extracting Rectified Building Footprints from Traditional Orthophotos: A New Workflow’. Sensors 22, no. 1 (2021): 207.
18.Li, Xinyu, Yang Xu, Qi Chen, Lei Wang, Xiaohu Zhang, and Wenzhong Shi. ‘Short-Term Forecast of Bicycle Usage in Bike Sharing Systems: A Spatial-Temporal Memory Network’. IEEE Transactions on Intelligent Transportation Systems 23, no. 8 (2021): 10923–34.
19.Chen, Qi, Lei Wang, Steven L Waslander, and Xiuguo Liu. ‘An End-to-End Shape Modeling Framework for Vectorized Building Outline Generation from Aerial Images’. ISPRS Journal of Photogrammetry and Remote Sensing 170 (2020): 114–26.
20.邓睿哲, 陈启浩, 陈奇, 刘修国. ‘遥感影像船舶检测的特征金字塔网络建模方法’. 测绘学报, 2020.
21.Huang, Zehua, Qi Chen, Qihao Chen, Xiuguo Liu, and Hao He. ‘A Novel Hyperspectral Image Simulation Method Based on Nonnegative Matrix Factorization’. Remote Sensing 11, no. 20 (2019): 2416.
22.Guo, Zhiling, Guangming Wu, Xiaoya Song, Wei Yuan, Qi Chen, Haoran Zhang, Xiaodan Shi, et al. ‘Super-Resolution Integrated Building Semantic Segmentation for Multi-Source Remote Sensing Imagery’. IEEE Access 7 (2019): 99381–97.
23.He, Jianan, Mingwei Sun, Qi Chen, and Zuxun Zhang. ‘An Improved Approach for Generating Globally Consistent Seamline Networks for Aerial Image Mosaicking’. International Journal of Remote Sensing 40, no. 3 (2019): 859–82.
24.Chen, Qi, Lei Wang, Yifan Wu, Guangming Wu, Zhiling Guo, and Steven L Waslander. ‘Aerial Imagery for Roof Segmentation: A Large-Scale Dataset towards Automatic Mapping of Buildings’. ISPRS Journal of Photogrammetry and Remote Sensing 147 (2019): 42–55.
25.Huang, Zehua, Qi Chen, Qihao Chen, and Xiuguo Liu. ‘Variational Pansharpening for Hyperspectral Imagery Constrained by Spectral Shape and Gram–Schmidt Transformation’. Sensors 18, no. 12 (2018): 4330.
26.Wu, Guangming, Zhiling Guo, Xiaodan Shi, Qi Chen, Yongwei Xu, Ryosuke Shibasaki, and Xiaowei Shao. ‘A Boundary Regulated Network for Accurate Roof Segmentation and Outline Extraction’. Remote Sensing 10, no. 8 (2018): 1195.
27.Guo, Zhiling, Hiroaki Shengoku, Guangming Wu, Qi Chen, Wei Yuan, Xiaodan Shi, Xiaowei Shao, Yongwei Xu, and Ryosuke Shibasaki. ‘Semantic Segmentation for Urban Planning Maps Based on U-Net’. In IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium, 6187–90. IEEE, 2018.
28.伍广明, 陈奇, 郭直灵, 邵肖伟, 许永伟, Ryosuke Shibasaki. ‘基于 U 型卷积神经网络的航空影像建筑物检测’. 测绘学报, 2018.
29.Jiang, Renhe, Xuan Song, Zipei Fan, Tianqi Xia, Quanjun Chen, Qi Chen, and Ryosuke Shibasaki. ‘Deep ROI-Based Modeling for Urban Human Mobility Prediction’. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2, no. 1 (2018): 14.
30.Wu, Guangming, Xiaowei Shao, Zhiling Guo, Qi Chen, Wei Yuan, Xiaodan Shi, Yongwei Xu, and Ryosuke Shibasaki. ‘Automatic Building Segmentation of Aerial Imagery Using Multi-Constraint Fully Convolutional Networks’. Remote Sensing 10, no. 3 (2018): 407.
31.Zhu, Xinyu, Mingwei Sun, Shugen Wang, Lei Yu, Qi Chen, and Yue Wang. ‘Correction of False Topographic Perception Phenomenon Based on Topographic Correction in Satellite Imagery’. IEEE Transactions on Geoscience and Remote Sensing 55, no. 1 (2017): 468–76.
32.康一飞, 潘励, 孙明伟, 陈奇, 王越. ‘基于高斯混合模型法的国产高分辨率卫星影像云检测’. 武汉大学学报(信息科学版) 42, no. 6 (2017): 782–88.
33.Kang, Yifei, Li Pan, Mingwei Sun, Xinyi Liu, and Qi Chen. ‘Destriping High-Resolution Satellite Imagery by Improved Moment Matching’. International Journal of Remote Sensing 38, no. 22 (2017): 6346–65.
34.欧阳君, 王树根, 陈奇, 康一飞, 孙明伟. ‘基于 LiDAR 点云的建筑物检测方法研究’. 华中师范大学学报 (自然科学版) 51, no. 3 (2017): 402–6.
35.何鄂龙, 王红平, 陈奇, 刘修国. ‘一种改进的空间上下文点云分类方法’. 测绘学报, 2017.
36.He, Elong, Qi Chen, Hongping Wang, and Xiuguo Liu. ‘A CURVATURE BASED ADAPTIVE NEIGHBORHOOD FOR INDIVIDUAL POINT CLOUD CLASSIFICATION.’ International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences 42 (2017).
37.Huang, Zehua, Qi Chen, Yonglin Shen, Qihao Chen, and Xiuguo Liu. ‘AN IMPROVED VARIATIONAL METHOD FOR HYPERSPECTRAL IMAGE PANSHARPENING WITH THE CONSTRAINT OF SPECTRAL DIFFERENCE MINIMIZATION.’ International Archives of the Photogrammetry, Remote Sensing & Spatial Information Sciences 42 (2017).
38.Guo, Zhiling, Qi Chen, Guangming Wu, Yongwei Xu, Ryosuke Shibasaki, and Xiaowei Shao. ‘Village Building Identification Based on Ensemble Convolutional Neural Networks’. Sensors 17, no. 11 (2017): 2487.
39.Chen, Qi, Shugen Wang, and Xiuguo Liu. ‘An Improved Snake Model for Refinement of Lidar-Derived Building Roof Contours Using Aerial Images’. The International Archives of Photogrammetry, Remote Sensing and Spatial Information Sciences 41 (2016): 583.
40.Chen, Qi, Huan Wang, Hanchao Zhang, Mingwei Sun, and Xiuguo Liu. ‘A Point Cloud Filtering Approach to Generating DTMs for Steep Mountainous Areas and Adjacent Residential Areas’. Remote Sensing 8, no. 1 (2016): 71.
41.Kang, Yifei, Li Pan, Qi Chen, Tong Zhang, Shasha Zhang, and Liu Zhang. ‘Automatic Mosaicking of Satellite Imagery Considering the Clouds’. ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences 3 (2016): 415.
42.Wang, Huan, Shugen Wang, Qi Chen, Weihua Jin, and Mingwei Sun. ‘An Improved Filter of Progressive TIN Densification for LiDAR Point Cloud Data’. Wuhan University Journal of Natural Sciences 20, no. 4 (2015): 362–68.
43.王博, 张永军, 陈奇. ‘一种改进的自适应 Wallis 滤波算法’. 测绘科学 40, no. 5 (2015): 95–98.
44.林铁, 陈奇, 康一飞, 朱昕宇. ‘CBERS-02C 卫星 HR 正射影像的快速拼接方法’. 测绘地理信息 40, no. 4 (2015): 83–86.
45.Chen, Qi, Shugen Wang, Bo Wang, and Mingwei Sun. ‘Automatic Registration Method for Fusion of ZY-1-02C Satellite Images’. Remote Sensing 6, no. 1 (2014): 157–79.
46.Chen, Qi, Mingwei Sun, Xiangyun Hu, and Zuxun Zhang. ‘Automatic Seamline Network Generation for Urban Orthophoto Mosaicking with the Use of a Digital Surface Model’. Remote Sensing 6, no. 12 (2014): 12334–59.
47.张永军, 王博, 陈奇, 季铮. ‘近景摄影测量标志中心的自动提取算法’. 同济大学学报 (自然科学版) 42, no. 8 (2014): 1261–66.
48.王博, 张永军, 陈奇. ‘一种多尺度几何细节抽取的阴影处理算法’. 国土资源遥感 26, no. 4 (2014): 23–28.
49.Chen, Qi, and Mingwei Sun. ‘Automated Seamless Mosaicking of Multi-Strip Data from CBERS-02C Imagery’. In 2013 the International Conference on Remote Sensing, Environment and Transportation Engineering (RSETE 2013). Atlantis Press, 2013.
50.陈奇, 王博, 孙明伟, 王树根, 张永军, 李畅. ‘一种用于制作 CBERS-02C 卫星融合影像的配准方法’. 华中师范大学学报 (自然科学版) 47, no. 6 (2013): 0.
教育经历
[1] 2011.9-2015.7
武汉大学 | 遥感科学与技术 | 工学博士学位 | 博士研究生毕业
[2] 2009.9-2011.7
武汉大学 | 遥感科学与技术 | 工学硕士学位 | 硕士研究生毕业
[3] 2005.9-2009.7
武汉大学 | 遥感科学与技术 | 工学学士学位 | 大学本科
工作经历
[1] 2018.11-至今
中国地质大学(武汉)
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地理与信息工程学院
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副教授
[2] 2016.9-2018.8
东京大学
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空间信息科学研究中心
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特任研究员
[3] 2015.7-2018.10
中国地质大学(武汉)
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测绘科学与技术博士后流动站
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博士后