肖学明 部门:探测与信息工程系 职称/职务:副教授/探测与信息工程系副主任 电话号码: 个人邮箱:alexcapshow@cust.edu.cn 通讯地址:威廉希尔科技大厦B座301室 邮政编码:130022
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个人介绍
       2017年7月哈尔滨工业大学获航空宇航科学与技术专业博士学位,2017年11月任英国威廉希尔足球官网讲师、探测与信息工程系副主任,2022年任副教授。获国家发明专利2项;发表学术论文18余篇。
研究方向
        深空探测、计算机视觉、智能机器人学
        实验室主页:http://www.cvirlab.com/
        实验室RM战队主页:https://rm.cvirlab.com/
导师类别
        光学工程博士生导师,仪器科学与技术/光学工程 硕士生导师
指导教学
       主讲本科生课程《数字图像处理》、《人工智能与机器学习》
       指导各类员工竞赛获国家级二等奖1项、三等奖6项,全国仪器科学与技术学科“叶声华奖学金”(全国共10名),省部级一等奖5项,二等奖8项,三等奖3项,校优秀本科生毕业论文2篇。
科学研究
       [1]. 国家自然科学基金青年基金:火星地-空机器人协同目标感知与导航特征提取匹配方法研究(在研),主持,----2021-01到2023-12
       [2]. 吉林省自然科学基金自由探索基础研究:非结构化环境下无人智能系统环境认知与行为决策方法研究(在研),主持,----2023-01到2025-12
       [3]. 吉林省教育厅科学技术研究项目:基于光学组合信息的空间目标在轨识别方法研究(结题),主持,----2021-1到2022-12
       [4]. 威廉希尔科技创新基金:火星着陆视觉导航与障碍感知方法研究(结题),主持,----2018-12到2020-12
       [5]. 973课题:行星表面精确着陆导航与制导控制问题研究(非涉密、已结题),参与人,----2012-01-01到2016-08-31
       [6]. 国家自然基金面上项目:行星着陆导航方法研究研究(非涉密、已结题),参与人,----2012-01-01到2015-12-31
       近年来参与973计划项目、国家自然科学基金面上项目,国防基础科研、CAST创新基金等研究计划10余项,研究成果被Science Trends、搜狐、腾讯等国内外媒体报道。
论文专利
2025年度
       1. Y. Qi, X. Xiao, M. Yao, Y. Xiong, L. Zhang and H. Cui, "AirFormer: Learning-Based Object Detection for Mars Helicopter," in IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 18, pp. 100-111, 2025(SCI中科院2区Top期刊)
       2. Li G, Yao M, Xiao X. Layer-Wise Pruning Ratios Auto-configuration: A One-Shot Channel Pruning Through Sensitivity and Spatial Analysis[C]//International Conference on Pattern Recognition. Springer, Cham, 2025: 143-159.
       3. Qi, Y., Gui, Y., Xiao, X., Lin, B., Cui, H., Huang, X. (2025). SPTN: Transformer-based Spacecraft Pose estimation Network for Space objects Tracking. Astrodynamics(SCI,中科院1区,Accepted)
       4. Zhao, P., Mei, B., Xiao, X., Cui, H. (2025). Concurrent Optimization of Modular Robots for Planetary Landforms: A Terrain-guided Approach Based on STGCN3-GA. Astrodynamics(SCI,中科院1区,Accepted)    
2024年度:
   
   1. Xiong, Y., Xiao, X., Yao, M., Cui, H., & Fu, Y. (2024). Light4Mars: A lightweight transformer model for semantic segmentation on unstructured environment like Mars. ISPRS Journal of Photogrammetry and Remote Sensing, 214, 167-178. (SCI 中科院1区Top期刊)
       2. Tian, P., Yao, M., Xiao, X., Zheng, B., Cao, T., Xi, Y., ... & Cui, H. (2024). 3D Semantic Terrain Reconstruction of Monocular Close-up Images of Martian Terrains. IEEE Transactions on Geoscience and Remote Sensing. (SCI中科院1区Top期刊)
       3. Liu, H., Yao, M., Xiao, X., Zheng, B., & Cui, H. (2024). Marsscapes and udaformer: A panorama dataset and a transformer-based unsupervised domain adaptation framework for martian terrain segmentation. IEEE Transactions on Geoscience and Remote Sensing, 62, 1-17. (SCI中科院1区Top期刊)
       4. Zhao, H., Yao, M., Zhao, Y., Jiang, Y., Zhang, H., Xiao, X., & Gao, K. (2024). M2CS: A Multimodal and Campus‐Scapes Dataset for Dynamic SLAM and Moving Object Perception. Journal of Field Robotics.(SCI,中科院2区)
       5. Yang, H., Xiao, X., Yao, M., Xiong, Y., Cui, H., & Fu, Y. (2024). PVSPE: A pyramid vision multitask transformer network for spacecraft pose estimation. Advances in Space Research.(SCI,中科院3区)
       6. Zhao, H., Yao, M., Xiao, X., & Zheng, B. (2024, May). DynaInsRemover: A Real-time Dynamic Instance-Aware Static 3D LiDAR Mapping Framework for Dynamic Environment. In 2024 IEEE International Conference on Robotics and Automation (ICRA) (pp. 1803-1809). IEEE.
       7. Yang, K., Xiao, X., Lin, B., Zhang, L., & Fu, Y. (2024, May). Manipulator Control System Based on Gesture Recognition for Space Operation. In Journal of Physics: Conference Series (Vol. 2762, No. 1, p. 012006). IOP Publishing
       8. Qi, Y., Xiao, X., Yao, M., Zhang, L., & Fu, Y. (2024, May). Situation Awareness of Mars helicopter based on YOLOv7. In Journal of Physics: Conference Series (Vol. 2762, No. 1, p. 012005). IOP Publishing.    
2023年度:
       1. Xiong, Y., Xiao, X., Yao, M., Liu, H., Yang, H., & Fu, Y. (2023). MarsFormer: Martian Rock Semantic Segmentation with Transformer. IEEE Transactions on Geoscience and Remote Sensing. 61,1-12. (SCI, 中科院1区Top期刊)
   
   2. Liu, H., Yao, M., Xiao, X., & Cui, H. (2023). A hybrid attention semantic segmentation network for unstructured terrain on Mars. Acta Astronautica, 204, 492-499. (SCI,中科院2区)
       3. Liu, H., Yao, M., Xiao, X., & Xiong, Y. (2023). RockFormer: A U-shaped transformer network for Martian rock segmentation. IEEE Transactions on Geoscience and Remote Sensing, 61, 1-16. (SCI, 中科院1区Top期刊)
       4. Cheng, S., Yao, M., & Xiao, X. (2023, May). Dc-mot: Motion deblurring and compensation for multi-object tracking in uav videos. In 2023 IEEE International Conference on Robotics and Automation (ICRA) (pp. 789-795). IEEE.
       5. Sun, J., Yao, M., Xiao, X., Xie, Z., & Zheng, B. (2023, July). Co-optimization of Morphology and Behavior of Modular Robots via Hierarchical Deep Reinforcement Learning. In Robotics: Science and Systems.
       6. Gao, Z., Dai, X., Yao, M., & Xiao, X. (2023, May). A data enhancement strategy for multi-agent cooperative hunting based on deep reinforcement learning. In 2023 IEEE 6th International Conference on Industrial Cyber-Physical Systems (ICPS) (pp. 1-8). IEEE.
       7. Zhao, P., Yao, M., Zheng, B., & Xiao, X. (2023, December). Co-optimization method for modular robots based on evolutionary algorithm. In 2023 IEEE 2nd Industrial Electronics Society Annual On-Line Conference (ONCON) (pp. 1-7). IEEE.
       8. Luo, Y., Yao, M., Xiao, X., & Zheng, B. (2023, December). An Improved A-star Algorithm for Path Planning Based on Ant Colony Optimization. In 2023 IEEE 2nd Industrial Electronics Society Annual On-Line Conference (ONCON) (pp. 1-6). IEEE.
       9. Jiang, Y., Yao, M., Zheng, B., Hu, T., Cao, T., & Xiao, X. (2023, December). A Mars Multi-terrain Simulator Using a Modular Terrain Construction Framework. In 2023 IEEE 2nd Industrial Electronics Society Annual On-Line Conference (ONCON) (pp. 1-6). IEEE.
       10. Zhao, H., Yao, M., Xiao, X., Zheng, B., Cao, T., & Hu, T. (2023, December). LPL-SLAM: LiDAR SLAM with Plane and Line Optimization for Structural Environment. In 2023 IEEE 2nd Industrial Electronics Society Annual On-Line Conference (ONCON) (pp. 1-6). IEEE.    
2022年及以前:
       1. Shang, H., Xi, Y., Xie, Z., Xiao, X., & Yao, M. (2022, February). A configuration design method for reconfigurable robots based on terrain understanding. In Journal of Physics: Conference Series (Vol. 2203, No. 1, p. 012023). IOP Publishing.
   
   2. Xie, Z., Shang, H., Xiao, X., & Yao, M. (2022, August). Mapless navigation of modular mobile robots using deep reinforcement learning. In 2022 IEEE International Conference on Industrial Technology (ICIT) (pp. 1-6). IEEE.
       3.Xiao, X., Yao, M., Liu, H., et al.(2021). A Kernel-Based Multi-Featured Rock Modeling and Detection Framework for a Mars Rover. IEEE Transactions on Neural Networks and Learning Systems. (SCI, 中科院1区, Top期刊)
       4. Yao, M., Xiao, X., Tian, Y., & Cui, H. (2021). A fast terminal sliding mode control scheme with time-varying sliding mode surfaces. Journal of the Franklin Institute, 358(10), 5386-5407. (SCI,中科院2区)
       5. Yao, M., Xiao, X., Tian, Y., Cui, H., & Paik, J. (2020, May). An actuation fault tolerance approach to reconfiguration planning of modular self-folding robots. In 2020 IEEE International Conference on Robotics and Automation (ICRA) (pp. 8274-8280). IEEE.
       6. Xiao, X., Yao, M., Cui, H., & Fu, Y. (2019). Safe Mars landing strategy: Towards lidar-based high altitude hazard detection. Advances in Space Research, 63(8), 2535-2550. (SCI, 中科院3区)
       7. Yao, M., Xiao, X., Tian, Y., & Cui, H. (2019). A two-time scale control scheme for on-orbit manipulation of large flexible module. Acta Astronautica, 154, 92-102.
       8. Yao, M., Xiao, X., Belke, C. H., Cui, H., & Paik, J. (2019). Optimal distribution of active modules in reconfiguration planning of modular robots. Journal of Mechanisms and Robotics, 11(1), 011017. (SCI,中科院3区)
       9. Li, G., Geng, Y., & Xiao, X. (2018). Multi-scale rock detection on Mars. Science China Information Sciences, 61, 1-8. (SCI,中科院2区)
       10. Zhang, Z., Zheng, Y., Xiao, X., & Yan, W. (2018). Improved order-reduction method for cooperative tracking control of time-delayed multi-spacecraft network. Journal of the Franklin Institute, 355(5), 2849-2873. (SCI,中科院2区)
       11. Xiao, X., Cui, H., Yao, M., Fu, Y., & Qi, W. (2018, July). Auto rock detection via sparse-based background modeling for mars rover. In 2018 IEEE congress on evolutionary computation (CEC) (pp. 1-6). IEEE.
       12. Yao, M., Cui, H., Xiao, X., Belke, C. H., & Paik, J. (2018, October). Towards peak torque minimization for modular self-folding robots. In 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS) (pp. 7975-7982). IEEE.
       13. Xiao, X., Cui, H., Yao, M., & Tian, Y. (2017). Autonomous rock detection on mars through region contrast. Advances in Space Research. 60(3), 626-635. (SCI,中科院2区)
       14. Xiao, X., Hutao Cui, Yuanyuan Dong. (2017, Oct) IKOSE-based Hazard Detection for Mars Landing Mission. 65th International Astronautical Congress (IAC), Toronto.
       15. Xiao, X., Cui, H., & Tian, Y. (2015). Robust plane fitting algorithm for landing hazard detection. IEEE Transactions on Aerospace and Electronic Systems, 51(4), 2864-2875. (SCI, 中科院1区, Top期刊)
       16. Xiao, X., Hutao Cui, Dong Chen. (2015, Oct) Rock Detection on Mars via Superpixels Method. 66th International Astronautical Congress (IAC), Jerusalem  
专利:
       1. 一种基于薄板样条插值的障碍物特征提取方法,徐田来,崔祜涛,肖学明,田阳,CN106228521B,2018
       2. 行星着陆器自适应障碍检测方法,田阳,崔祜涛,肖学明,徐田来,CN106228131B,2019
       3. 一种非视域图像重建方法、装置、设备及介质,付跃刚,桂云霆,肖学明,欧阳名钊,CN119027474B,2024
学术兼职
       中国宇航学会高级会员,SCI期刊Astrodynamics青年编委、专刊主编,中国空间科学学会空间智能专委会青年委员,中国光学学会会员,IEEE member,IEEE IET ONCON2023国际会议分会场主席,ICASD2023国际会议分会场主席。担任多个SCI 1,2区期刊审稿人,包括IEEE TGRS、IEEE TAES、IEEE JSTARS、ISPRS、AST、ASR、ACTA、Display等。
联系方式
电话:0431-85582246(学院办公室)
电话:0431-85582874(研究生秘书办公室)
电话:0431-85582875(中英合作办学办公室)
E-MAIL:gdgc@cust.edu.cn

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