业绩考核

OA系统

博导风采

余淮

余淮

电话:

邮箱:yuhuai@whu.edu.cn

办公地点:武汉市武昌区珞珈山电子信息学院

个人主页:https://levenberg.github.io/

研究方向:智能机器人,无人集群

导师类型:硕导

个人简介

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- 至今 武汉大学电子信息学院 特聘副研究员


主讲课程

 《人工智能导论》

 

主要科研课题及项目

 视觉多模态数据配准融合
 SLAM、机器人感知定位导航

异构智能无人集群

 相关课题成果、机器人视频demo可见www.youtube.com/channel/UCOaRt40Vc108CSjZo9emLqQ

 

代表性论文论著

[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. X, 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, 2024 IEEE International Conference on Robotics and Automation (ICRA 2024).

[21] Ji Wu#, Huai Yu#, Wen Yang, Gui-Song Xia. QuadricsNet: Learning Concise Representation for Geometric Primitives in Point Clouds. 2024 IEEE International Conference on Robotics and Automation (ICRA 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, page(s): 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, c, 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. IROS 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, IROS. 2021: 5671-5678. 

[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. IROS 2020: 4588-4594.

[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

 

 

 

 

 

 

 

 

主要学术组织任职

Associate Editor of IROS 2023, 2024

《中国舰船研究》青年编委

Guest Editor for SI of 《Drones》

IEEE TIP/TIM/TRO/TGRS/IV, IJRR, Neurocomputing, RAL, ICRA, IROS 等期刊和会议审稿人

IEEE,CCF, CSIG会员

荣誉获奖

[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


研究生国家奖学金,于刚-宋晓专项奖学金等



指导学生情况

课题组统一招收研究生,每年可招3-4名硕士研究生,1-2名博士。同时欢迎机器人方向有意从事博士后工作的博士毕业生与我联系。

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


学生去向:
赵志鹏(2019级本科生,PhD at UB, SUNY)
付泰蒙(2019级本科生,PhD at UB, SUNY)
吕晨威(2019级本科生,Master at CMU RI)
张瑞君(2019级本科生,Master at UPenn GRASP)
刘新航(PhD at HKUST)
贺遥 (RA at CMU RI)

陈匡义 (PhD at Graz)

 

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

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