个人简介
李唯嘉,中山大学遥感科学与技术学院副教授,硕士生导师。
研究方向:高分辨率遥感影像智能处理、融合遥感及街景图像的城市场景感知/重建/生成、建筑物轮廓提取与重建、AIGC及多模态大模型等。
在RSE、ISPRS P&RS、TGRS等遥感领域专业期刊及CVPR、ICCV、AAAI等人工智能领域CCF-A类顶会发表论文40余篇,包括第一/通讯作者论文20余篇,谷歌学术总引用2800余次(截至2024年5月)。
个人主页
教育经历
2010.09 – 2014.06 中山大学,计算机系,工学学士
2016.11 – 2017.11 英国帝国理工学院,计算机系,联合培养博士
2014.09 – 2019.07 清华大学,地球系统科学系,理学博士
工作经历
2019.11 – 2021.11 香港中文大学-商汤科技联合实验室,博士后
2021.11 – 至今 中山大学,遥感科学与技术学院,副教授
代表性论著
(*表示通讯作者,#表示共同一作,下划线表示指导的学生)
Junyan Ye, Qiyan Luo, Jinhua Yu, Huaping Zhong, Zhimeng Zheng, Conghui He, and Weijia Li*. "SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation." CVPR 2024. (CCF-A)
Weijia Li#, Haote Yang#, Zhenghao Hu, Juepeng Zheng, Gui-Song Xia, and Conghui He*. "3D Building Reconstruction from Monocular Remote Sensing Images with Multi-level Supervisions." CVPR 2024. (CCF-A)
Jinpeng Li#, Jun He#, Weijia Li*, Jiabin Chen, and Jinhua Yu. "RoadCorrector: A Structure-aware Road Extraction Method for Road Connectivity and Topology Correction." IEEE Transactions on Geoscience and Remote Sensing, 2024. (IF: 8.2,中科院一区)
Weijia Li, Zhenghao Hu, Lingxuan Meng, Jinwang Wang, Juepeng Zheng*, Runmin Dong, Conghui He, Gui-Song Xia, Haohuan Fu*, and Dahua Lin. "Weakly-supervised 3D Building Reconstruction from Monocular Remote Sensing Images." IEEE Transactions on Geoscience and Remote Sensing, 2024. (IF: 8.2,中科院一区)
Juepeng Zheng, Yibin Wen, Mengxuan Chen, Shuai Yuan, Weijia Li*, Yi Zhao, Wenzhao Wu, Lixian Zhang, Runmin Dong, and Haohuan Fu*. "Open-set domain adaptation for scene classification using multi-adversarial learning." ISPRS Journal of Photogrammetry and Remote Sensing. 2024 Feb 1; 208: 245-60. (IF: 12.7,中科院一区)
Dinghao Yang#, Bin Wang#, Weijia Li*, and Conghui He. "Exploring the user guidance for more accurate building segmentation from high-resolution remote sensing images." International Journal of Applied Earth Observation and Geoinformation 2024 Feb 1; 126: 103609. (IF: 7.5,中科院一区)
Weijia Li, Wenqian Zhao, Jinhua Yu, Juepeng Zheng*, Conghui He, Haohuan Fu*, and Dahua Lin. "Joint semantic–geometric learning for polygonal building segmentation from high-resolution remote sensing images." ISPRS Journal of Photogrammetry and Remote Sensing. 2023 Jul 1;201:26-37. (IF: 12.7,中科院一区)
Weijia Li, Yawen Lai, Linning Xu, Yuanbo Xiangli, Jinhua Yu, Conghui He*, Gui-Song Xia*, and Dahua Lin. "OmniCity: Omnipotent city understanding with multi-level and multi-view images." CVPR 2023. (CCF-A)
Yiqi Lin, Huabin Zheng, Huaping Zhong, Jinjing Zhu, Weijia Li*, Conghui He, and Lin Wang*. "SEPT: Towards Scalable and Efficient Visual Pre-Training." AAAI 2023. (CCF-A).
Juepeng Zheng, Yi Zhao, Wenzhao Wu, Mengxuan Chen, Weijia Li*, and Haohuan Fu*. "Partial Domain Adaptation for Scene Classification from Remote Sensing Imagery." IEEE Transactions on Geoscience and Remote Sensing. 2022. (IF: 8.2,中科院一区)
Weijia Li#, Lingxuan Meng#, Jinwang Wang, Conghui He, Gui-Song Xia, and Dahua Lin. 3D Building Reconstruction from Monocular Remote Sensing Images. ICCV 2021. (CCF-A).
Zhuoming Liu, Hao Ding, Huaping Zhong, Weijia Li*, Jifeng Dai, and Conghui He. Influence Selection for Active Learning. ICCV 2021. (CCF-A).
Weijia Li, Wenqian Zhao, Huaping Zhong, Conghui He, and Dahua Lin. Joint Semantic-Geometric Learning for Polygonal Building Segmentation. AAAI 2021. (CCF-A).
Juepeng Zheng, Haohuan Fu, Weijia Li*, Wenzhao Wu, Le Yu, Shuai Yuan, Wai Yuk William Tao, Tan Kian Pang, and Kasturi Devi Kanniah. Growing status observation for oil palm trees using Unmanned Aerial Vehicle (UAV) images. ISPRS Journal of Photogrammetry and Remote Sensing. 2021 Mar 1;173:95-121. (IF: 12.7,中科院一区, ESI高被引论文)
Weijia Li, Runmin Dong, Haohuan Fu*, Jie Wang, Le Yu, and Peng Gong. Integrating Google Earth imagery with Landsat data to improve 30-m resolution land cover mapping. Remote Sensing of Environment. 2020 Feb 1;237:111563. (IF: 13.5,中科院一区)
Juepeng Zheng, Haohuan Fu, Weijia Li*, Wenzhao Wu, Yi Zhao, Runmin Dong, and Le Yu. Cross-regional oil palm tree counting and detection via a multi-level attention domain adaptation network. ISPRS Journal of Photogrammetry and Remote Sensing. 2020 Sep 1;167:154-77. (IF: 12.7,中科院一区)
学生培养
指导2023届本科生陈戴荣获得校级优秀毕业论文(2/50)
指导2024届本科生叶俊言获得校级优秀毕业论文(2/56)
指导国家级大创项目1项、校级大创项目4项
代表性科研项目
基于单视角高分遥感影像的建筑物轮廓提取及单体三维重建方法研究,国家自然科学基金青年项目,主持,2023-2025
多模态大模型技术研究,横向课题,主持,2024-2025
主要学术兼职
担任RSE, ISPRS P&RS, IEEE TIP, TGRS, GRSL, JSTARS等SCI期刊审稿人,CVPR, ICCV, ECCV, NeurIPS等计算机顶会审稿人,中国图象图形学学会遥感图像专委会委员,Remote Sensing期刊客座编辑等。