余淮
余淮
电话:
邮箱:yuhuai@whu.edu.cn
办公地点:武汉大学于刚宋晓楼
个人主页:https://levenberg.github.io/
研究方向:智能无人系统,机器人集群
导师类型:博导/硕导
武汉大学电子信息学院副教授,博士生导师,获湖北省“楚天学者”和武汉市“武汉英才”项目支持。长期从事智能机器人领域研究,在机器人多模态数据融合感知、场景建模等关键技术等方面取得了原创性成果,以第一/通讯作者在IEEE TPAMI、ISPRS J. P&RS、IEEE TGRS/RAL/TIM和CVPR、ICRA、IROS等人工智能和机器人领域顶级期刊和会议上发表论文20余篇,其中ULSD线检测工作获得2021年度ISPRS国际摄影测量与遥感学会汇刊(ISPRS J. P&RS)的最佳论文奖(U. V. Helava Award)。担任机器人领域Top期刊RAL编委,《Robot Learning》青年编委,承担IEEE TPAMI/TRO/IJRR/RAL/CVPR/ECCV/ICCV, ISPRS J等期刊会议审稿人。主持国家自然科学基金青年基金,湖北省、武汉市自然科学基金等项目。曾在美国卡内基梅隆大学(CMU)机器人研究所(RI)进行博士后研究,从事复杂场景的结构化感知和SLAM算法研究。指导学生获研究生电子设计竞赛全国一等奖和最佳论文奖,全国大学生电子设计竞赛-嵌入式系统专题邀请赛一等奖,中国国际大学生创新大赛全国银奖、湖北省金奖,挑战杯湖北省一等奖等。
学习经历:
2011-2015 武汉大学电子信息学院 电子信息工程 本科
2015-2020 武汉大学电子信息学院 通信与信息系统 硕博连读
2018-2020 美国卡内基梅隆大学(CMU)机器人研究所(RI) 机器人学 联合培养博士
任职经历:
2020.11-2021.10 美国卡内基梅隆大学机器人研究所 博士后研究员
2021.11- 2025.8 武汉大学电子信息学院 特聘副研究员
2025.9 - 至今 武汉大学电子信息学院 副教授
《人工智能导论》
[34] Xubo Zhu, Haoyang Zhang, Fei He, Rui Wu, Yanhu Shan, Wen Yang, Huai Yu*. Dr.Occ: Depth- and Region-Guided 3D Occupancy from Surround-View Cameras for Autonomous Driving. IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR), 2026.
[33] Ximeng Cai, Ji Wu, Shu Han, Li Yu, Wen Yang, Huai Yu*, Gui-Song Xia*. SGE-GLoc: Semantic Gaussian Ellipsoid Scene Graphs for Efficient LiDAR Global Localization. IEEE Robotics and Automation Letters, vol. 11, no. 2, 2026.
[32] Shu Han, Xubo Zhu, Ji Wu, Ximeng Cai, Wen Yang, Huai Yu*, Gui-Song Xia*. UniCalib: Targetless LiDAR-Camera Calibration via Probabilistic Flow on Unified Depth Representations. IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2026.
[31] Huai Yu*, Junhao Wang, Yao He, Wen Yang, Gui-Song Xia. Robust Visual Odometry using Rigidly-Bundled Arbitrarily-Arranged Multi-Cameras. IEEE Robotics and Automation Letters, vol. 10, no. 12, pp. 12517 - 12524, 2025.
[30] Huai Yu*, Xubo Zhu, Shu Han, Wen Yang and Gui-Song Xia. I2D-LocX: An Efficient, Precise and Robust Method for Camera Localization in LiDAR Maps. IEEE Robotics and Automation Letters, vol. 10, no. 8, pp. 7899-7906, 2025.
[29] Haoyuan Li, Chang Xu, Wen Yang*, Li Mi, Huai Yu*, Haijian Zhang, Gui-Song Xia. Unsupervised Multiview UAV Image Geolocalization via Iterative Rendering. IEEE Transactions on Geoscience and Remote Sensing, vol. 63, 2025.
[28] Chunxiao Jin, Mengxun Li, Huai Yu, Yuan Gao, Yaping Guo, Gui-Song Xia, Cui Huang. High Fidelity 3D Imaging of Dental Scenes using Gaussian Splatting. Journal of Dental Research. 2025.
[27] Jian Shen, Huai Yu*, Ji Wu, Wen Yang, Gui-Song Xia*. LiDAR-enhanced 3D Gaussian Splatting Mapping. IEEE International Conference on Robotics and Automation (ICRA 2025), pp. 2048-2054, 2024.
[26] Huai Yu*, Kuangyi Chen, Wen Yang, Sebastian Scherer, Gui-Song Xia. I2D-Loc++: Camera Pose Tracking in LiDAR Maps with Multi-View Motion Flows. IEEE Robotics and Automation Letters, vol. 9, Iss. 9, pp. 8162-8169, 2024.
[25] Xiangyuan Wang, Huai Yu*, Lei Yu, Wen Yang*, Gui-Song Xia. Towards Robust Keypoint Detection and Tracking: A Fusion Approach with Event-Aligned Image Features. IEEE Robotics and Automation Letters, vol. 9, Iss. 9, pp. 8059-8066, 2024.
[24] Xinya Wang, Haitian Zhang, Huai Yu*, Xianrong Wan*. EvLSD-IED: Event-Based Line Segment Detection with Image-to-Event Distillation. IEEE Transactions on Instrumentation and Measurement,vol. 73, pp. 1-12, 2024.
[23] Hanqian Si, Huai Yu*, Kuangyi Chen, Wen Yang. Point-Line Visual-Inertial Odometry with Optimized Line Feature Processing. IEEE Transactions on Instrumentation and Measurement,vol. 73, pp. 1-13, 2024.
[22] Xiangyuan Wang, Kuangyi Chen, Wen Yang, Lei Yu, Yannan Xing, Huai Yu*. FE-DeTr: Keypoint Detection and Tracking in Low-quality Image Frames with Events. IEEE International Conference on Robotics and Automation (ICRA 2024), pp. 14638-14644, 2024.
[21] Ji Wu#, Huai Yu#, Wen Yang, Gui-Song Xia. QuadricsNet: Learning Concise Representation for Geometric Primitives in Point Clouds. IEEE International Conference on Robotics and Automation (ICRA 2024), pp. 4060-4066, 2024.
[20] Haiyang Jiang, Songhao Piao, Huai Yu, Wei Li, Lei Yu. Robust Visual Place Recognition for Severe Appearance Changes. IEEE Robotics and Automation Letters, vol. 9, Iss. 5, pp. 4289 - 4296, 2024.
[19] Huai Yu, Hao Li, Wen Yang, Lei Yu and Gui -Song Xia, Detecting Line Segments in Motion-Blurred Images With Events, IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 5, pp. 2866-2881, 2024.
[18] Haoyuan Li, Fang Xu, Wen Yang, Huai Yu, Yuming Xiang, Haijian Zhang, Gui-Song Xia. Learning to Find the Optimal Correspondence Between SAR and Optical Image Patches. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 16, pp. 9816-9830, 2023.
[17] Chen Wang, et al. PyPose: A library for robot learning with physics-based optimization. CVPR 2023: 22024-22034.
[16] Chang Xu, Jian Ding, Jinwang Wang, Wen Yang, Huai Yu, et al. Dynamic Coarse-to-Fine Learning for Oriented Tiny Object Detection. CVPR 2023: 7318-7328.
[15] Yan Zhang, Chang Xu, Wen Yang, Guangjun He, Huai Yu, Lei Yu, Gui-Song Xia. Drone-based RGBT tiny person detection. ISPRS Journal of Photogrammetry and Remote Sensing, 2023, 204: 61-76.
[14] Zhipeng Zhao, Huai Yu*, Chenwei Lyu, Wen Yang, Sebastian Scherer. Attention-Enhanced Cross-modal Localization Between Spherical Images and Point Clouds. IEEE Sensors Journal, vol. 23, Iss. 19. 10.1109/JSEN.2023.3306377.
[13] Yan Zhang, Huai Yu*, Yujie He, Xingya Wang and Wen Yang, Illumination-Guided RGBT Object Detection With Inter- and Intra-Modality Fusion. IEEE Transactions on Instrumentation and Measurement, vol. 72, pp. 1-13, 2023, Art no. 2508013
[12] Kuangyi Chen, Huai Yu*, Wen Yang, Lei Yu, Sebastian Scherer, Gui-Song Xia , I2D-Loc: Camera Localization via Image to LiDAR Depth Flow. ISPRS Journal of Photogrammetry and Remote Sensing. 2022, 194: 209-221.
[11] Chang Xu, Jinwang Wang, Wen Yang, Huai Yu, Lei Yu, Gui-Song Xia. Detecting tiny objects in aerial images: A normalized Wasserstein distance and a new benchmark. ISPRS Journal of Photogrammetry and Remote Sensing. 190: 79-93.
[10] Chang Xu, Jinwang Wang, Wen Yang, Huai Yu, Lei Yu, Gui-Song Xia. RFLA: Gaussian Receptive Field based Label Assignment for Tiny Object Detection. ECCV 2022.
[9] Xinhang Liu, Jiaben Chen, Huai Yu, Yu-Wing Tai, Chi-Keung Tang. Unsupervised Multi-View Object Segmentation Using Radiance Field Propagation. NeurIPS 2022.
[8] Taimeng Fu, Huai Yu*, Wen Yang, Yaoyu Hu, Sebastian Scherer.Targetless Extrinsic Calibration of Stereo, Thermal, and Laser Sensors in Structured Environments. IEEE Transactions on Instrumentation and Measurement, 2022.
[7] Yao He, Huai Yu*, Wen Yang and Sebastian Scherer. Towards Robust Visual-Inertial Odometry with Multiple Non-Overlapping Monocular Cameras. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2022), pp. 9452-9458, 2022.
[6] Weikun Zhen#, Huai Yu#, Yaoyu Hu, Sebastian Scherer. Unified Representation of Geometric Primitives for Graph-SLAM Optimization Using Decomposed Quadrics. ICRA 2022:5636-5642. (#equal contribution)
[5] Yaoyu Hu, Wenshan Wang, Huai Yu, Weikun Zhen, and Sebastian Scherer. ORStereo: Occlusion-Aware Recurrent Stereo Matching for 4K-Resolution Images, IEEE/RSJ International Conference on Intelligent Robots and Systems(IROS 2021), pp. 5671-5678, 2021.
[4] Hao Li#, Huai Yu#, Wen Yang, Lei Yu, and Sebastian Scherer. ULSD: Unified Line Segment Detection across Pinhole, Fisheye, and Spherical Cameras. ISPRS Journal of Photogrammetry and Remote Sensing, 2021, 178: 187-202 (#equal contribution, U. V. Helava Award – Best Paper 2021)
[3] Huai Yu, Weikun Zhen, Wen Yang, Ji Zhang and Sebastian Scherer. Monocular Camera Localization in Prior LiDAR Maps with 2D-3D Line Correspondences. IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2020), pp. 4588-4594, 2020.
[2] Weikun Zhen, Yaoyu Hu, Huai Yu, Sebastian Scherer. LiDAR Enhanced Structure-from-Motion. ICRA 2020:6773-6779.
[1] Huai Yu, Weikun Zhen, Wen Yang, Sebastian Scherer. Line-based 2D-3D Registration and Camera Localization in Structured Environments. IEEE Transactions on Instrumentation and Measurement, 2020, 69(11):8962-8972.
详细论文列表可查阅Google Scholar
Associate Editor for IEEE Robotics and Automation Letters (机器人Top期刊RA-L编委)
《Robot Learning》青年编委
《中国舰船研究》青年编委
Area Chair for ICRA 2025 Workshop FMNS
Session Chair for ICRA 2024
Associate Editor of IROS 2023-2025
Guest Editor for SI of 《Drones》
IEEE TPAMI//TIM/TRO/TGRS/IV, IJRR, Neurocomputing, RAL, ICRA, IROS 等期刊和会议审稿人
IEEE,CCF, CSIG会员
[1] 飞思卡尔杯全国大学生智能汽车竞赛,全国一等奖 2014.8
[2] 2016年全球无人机开发者大赛,第三名 2016.8
[3] ICRA2017 RoboMasters国际机器人挑战赛,Finalists, 第六名 2017.5
[4] 第十二届全国研究生电子设计竞赛,华南赛区一等奖,全国二等奖. 2017.8
[5] 全国高分无人飞行器智能感知技术竞赛,单项亚军,综合季军 2017.8
[6] ICRA2018 DJI RoboMasters人工智能挑战赛,Finalists,第六名. 2018.5
[7] 第十三届全国研究生电子设计竞赛,全国一等奖,排名5/2437. 2018.5
[8] “智能隧道巡检无人机系统”获“兆易创新杯”第十四届中国研究生电子设计竞赛华中分赛区一等奖 2019.7
[9] 2021年度ISPRS Journal of Photogrammetry and Remote Sensing最佳论文奖 U.V. Helava Award - Best Paper 2021
[10] 2022年湖北省楚天学子、武汉英才
[11] 2023年全国研究生电子设计竞赛全国总决赛优秀指导教师奖
课题组统一招收研究生,每年可招4-5名硕士研究生,1-2名博士。欢迎机器人方向有意从事博士后的博士毕业生与我联系,共同产出有应用价值的成果。
指导学生获奖:
[1] 2022年指导本科生设计的“智能全景建图楼栋服务机器人”获英特尔杯全国大学生电子设计竞赛-嵌入式系统专题邀请赛一等奖, 2022.8
[2] 2022年“中国光谷·华为杯”第十九届中国研究生数学建模竞赛全国二等奖和三等奖各一项。
[3] 2022年指导的"Ghost-Alert: 鬼探头高速检测避障系统"获第十七届中国研究生电子设计竞赛华中分赛区二等奖, 2022.8
[4] 2023年指导武汉大学“全息宇宙”队获“兆易创新杯”第十八届中国研究生电子设计竞赛全国总决赛一等奖和最佳技术论文奖
[5] 2023年研究生国家奖学金: 吴忌 王馨雅 余跃
[6] 2024年指导武汉大学“极境先锋队”获“兆易创新杯”第十九届中国研究生电子设计竞赛华中赛区一等奖
[7] 2025年指导本科生获湖北省“挑战杯”大学生课外学术科技作品竞赛一等奖
[8] 2025年指导天异智巡团队“复杂狭小环境下微型无人机智能巡检系统”获中国国际大学生创新大赛总决赛银奖,湖北省赛区金奖
学生去向:字节跳动、阿里、华为、百度、CMU/UPenn/HKUST


学院地址: 湖北省武汉市武昌区八一路299号 (430072)
Address:No.299 Bayi Road,Wuhan,Hubei(P.R.C.:430072)
联系电话 (Tel) :(+86)27-68756275/68778537
传真 (Fax) :(+86)27-68778537
网址 (Http) : Http://eis.whu.edu.cn
联系邮箱 (Email) : eisyb@whu.edu.cn
武汉大学电子信息学院
官方微信公众号