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Yuexin Ma |
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Biography
Yuexin Ma is an Assistant Professor in SIST, ShanghaiTech University. She received the B.Sc. degree from Shandong University in 2015 and the PhD degree from the University of Hong Kong in 2019. After that, she held a Research Assistant Professor position in Hong Kong Baptist University. She visited French Institute for Research in Computer Science and Automation in 2017, the University of North Carolina at Chapel Hill in 2018, and Baidu Research in 2019. Her research interests include computer vision, computer graphics, and autonomous driving. Particularly, her current research focuses on behavior and trajectory prediction, 3D scene understanding, 3D detection and segmentation, and muti-agent motion planning. Her work has been published on several top journals and conferences, including Science Robotics, CVPR, ECCV, AAAI, IJCAI, Siggraph Asia, AAMAS, MICCAI, etc.
We are recruiting PhD/ Postdoc/ interns/ Research Assistants/ visiting students in computer vision. If you are interested in, feel free to send your CV to my email.
Publications
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Input-Output Balanced Framework for Long-tailed LiDAR Semantic Segmentation [PDF] Peishan Cong, Xinge Zhu, Yuexin Ma. ICME, 2021 |
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Cylindrical and Asymmetrical 3D Convolution Networks for LiDAR Segmentation [PDF] Xinge Zhu, Hui Zhou, Tai Wang, Fangzhou Hong, Yuexin Ma, Wei Li, Hongsheng Li, Dahua Lin. CVPR, 2021 |
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ChallenCap: Monocular 3D Capture of Challenging Human Performances using Multi-Modal References [PDF] Yannan He, Anqi Pang, Xin Chen, Han Liang, Minye Wu, Yuexin Ma, Lan Xu. CVPR, 2021 |
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Projecting Your View Attentively: Monocular Road Scene Layout Estimation via Cross-view Transformation [coming] Weixiang Yang, Qi Li, Wenxi Liu, Yuanlong Yu, Yuexin Ma, Shengfeng He, Jia Pan. CVPR, 2021 |
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AutoTrajectory: Label-free Trajectory Extraction and Prediction from Videos using Dynamic Points [PDF] Yuexin Ma*, Xinge zhu*, Xinjing Cheng, Ruigang Yang, Jiming Liu, Dinesh Manocha. ECCV, 2020 |
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SSN: Shape Signature Networks for Multi-class Object Detection from Point Clouds [PDF] Xinge Zhu, Yuexin Ma, Tai Wang, Yan Xu, Jianping Shi, Dahua Lin. ECCV, 2020 |
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AADS: Augmented Autonomous Driving Simulation using Data-driven Algorithms [PDF] Wei Li, Chengwei Pan, Rong Zhang, Jiaping Ren, Yuexin Ma, Jin Fang, Feilong Yan, Qichuan Geng, Xinyu Huang, Huajun Gong, Weiwei Xu, Guoping Wang, Dinesh Manocha, Ruigang Yang. Science Robotics, Vol. 4, Issue 28, 27 Mar 2019 |
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TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents [PDF] [Webpage] Yuexin Ma, Xinge Zhu, Sibo Zhang, Ruigang Yang, Wenping Wang, Dinesh Manocha. The Thirty-Third AAAI Conference on Artificial Intelligence (AAAI), oral, 2019 |
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Cephalometric Landmark Detection by Attentive Feature Pyramid Fusion and Regression-Voting [PDF] Runnan Chen, Yuexin Ma, Nenglun Chen, Daniel Lee, Wenping Wang. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019 |
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High Performance Gesture Recognition via Effective and Efficient Temporal Modeling [PDF] Yang Yi, Feng Ni, Yuexin Ma, Xinge Zhu, Yuankai Qi, Riming Qiu, Shijie Zhao, Feng Li, Yongtao Wang. International Joint Conference on Artificial Intelligence (IJCAI), 2019 |
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Q-MAT+: An error-controllable and feature-sensitive simplification algorithm for medial axis transform [PDF] Yiling Pan, Bin Wang, Xiaohu Guo, Hua Zeng, Yuexin Ma, Wenping Wang. Computer Aided Geometric Design, 2019 |
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AutoRVO: Local Navigation with Dynamic Constraints in Dense Heterogeneous Traffic [PDF] [Webpage] Yuexin Ma, Dinesh Manocha and Wenping Wang. ACM Computer Science in Cars Symposium (CSCS) 2018 |
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Efficient Reciprocal Collision Avoidance between Heterogeneous Agents Using CTMAT [PDF] [Webpage] Yuexin Ma, Dinesh Manocha and Wenping Wang. International Conference on Autonomous Agents and Multiagent Systems (AAMAS) 2018 |
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Packing Irregular Objects in 3D Space via Hybrid Optimization [PDF] Yuexin Ma, Zhonggui Chen, Wenchao Hu and Wenping Wang. Symposium on Geometry Processing (SGP) 2018 |
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Fabricable Tile Decors [PDF] [Video] Weikai Chen*, Yuexin Ma*, Sylvain Lefebvre, Shiqing Xin, Jonas Martinez, Wenping Wang. ACM Transactions on Graphics, 36(6), 2017. (Proceedings of Siggraph Asia 2017) (* indicates co-first author) |
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Image Tagging by Joint Deep Visual-Semantic Propagation [PDF] Yuexin Ma, Xinge Zhu, Yujing Sun and Bingzheng Yan. Best Paper Candidate of PCM 2017 |
Research Experience
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Robotic and Autonomous Driving Lab (RAL) of Baidu Intern 04.2018 - 12.2018 |
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The University of North Carolina at Chapel Hill (UNC) Visiting Scholar 09.2017 - 02.2018 |
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French Institute for Research in Computer Science and Automation (INRIA) Visiting Scholar 06.2016 - 08.2016 |
Academic Service
Honors & Awards
- Outstanding Individual of Baidu RAL, 2018
- Best Tutor of the University of Hong Kong, 2016
- Hong Kong PhD Fellowship Award (HKPFS), 2015
- Presidential Scholarship of Shandong University, 2015
- Google Merit Scholarship, 2015
- CCF (China Computer Federation) Top 100 Outstanding Undergraduates of China, 2013
- National Scholarship of China, 2013, 2014