Xingyu Liu | 刘星雨

I am a third-year Ph.D. student at Tsinghua University, supervised by Prof. Xiangyang Ji. Previously, I received my B.E. degree in Automation at Beihang University.

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Research

My research interest lies in computer vision combined with robotics. Specifically, I am willing to explore the application of robotic vision in real-world scenarios, which takes domain transfer, self-supervised learning, and continuous refinement into consideration. Recently I am studying deep learning methods on object pose estimation for point cloud and RGB data.

GDRNPP: A Geometry-guided and Fully Learning-based Object Pose Estimator
Xingyu Liu, Ruida Zhang, Chenyangguang Zhang, Bowen Fu, Jiwen Tang, Xiquan Liang, Jingyi Tang, Xiaotian Cheng, Yukang Zhang, Gu Wang, Xiangyang Ji.
Winner of BOP Challenge 2022 @ ECCV R6D Workshop,
Winner of BOP Challenge 2023 @ ICCV R6D Workshop,
Slides / code

CATRE: Iterative Point Clouds Alignment for Category-level Object Pose Refinement
Xingyu Liu*, Gu Wang*, Yi Li, Xiangyang Ji.
European Conference on Computer Vision (ECCV), 2022
Paper / arXiv / code

RaSim: A Range-aware High-fidelity RGB-D Data Simulation Pipeline for Real-world Applications
Xingyu Liu*, Chenyangguang Zhang*, Gu Wang, Ruida Zhang, Xiangyang Ji.
IEEE International Conference on Robotics and Automation (ICRA), 2024
code

Occlusion-Aware Self-Supervised Monocular 6D Object Pose Estimation
Gu Wang*, Fabian Manhardt*, Xingyu Liu, Xiangyang Ji, Federico Tombari.
IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2021
Paper / arXiv / code

Learning from Temporal Spatial Cubism for Cross-Dataset Skeleton-based Action Recognition
Yansong Tang*, Xingyu Liu*, Xumin Yu, Danyang Zhang, Jiwen Lu, Jie Zhou.
ACM Transactions on Multimedia Computing, Communications, and Applications (ACM TOMM), 2021
Paper / arXiv / code

Experience
Tsinghua University, China
2021.09 - Present

Ph.D. Student in Automation
Beihang University, China
2017.09 - 2021.07

B.S. in Automation, GPA rank 1/205
Oxford University, England
2019.07 - 2019.08

Visiting Student

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Last updated: 02/24/2024