Research Interests
Research Interests
Robotics, Embodied AI, Machine Learning
Robotics, Embodied AI, Machine Learning
I am currently a researcher at the Shenzhen Institute of Artificial Intelligence and Robotics for Society in Shenzhen. I earned my PhD in Computer and Information Engineering from The Chinese University of Hong Kong, Shenzhen, in 2024. My research focuses on robotics, computer vision, and machine learning. I was fortunate to work with Professor Yangsheng Xu and Professor Tin Lun Lam during my studies.
Sep 2023 - One paper accepted by IEEE RAL!
Mar 2023 - One paper accepted by IEEE TCSVT!
Feb 2023 - One paper accepted by IEEE TIM!
Feb 2023 - One paper accepted by ICASSP2023!
Oct 2022 - One paper accepted by BMVC2022!
Aug 2022 - One paper accepted by IEEE TIP!
July 2021 - Three papers accepted by IROS2021!
Mar 2021 - One paper accepted by ICRA2021!
[1] Liguang Zhou, Junjie Hu, Yuhongze Zhou, Tin Lun Lam, Yangsheng Xu, "Peer Learning Approach to Unbiased Scene Graph Generation for Traffic Scene Understanding," IEEE Transactions on Intelligent Transportation Systems (TITS), 2025, [paper][code]
[2] Liguang Zhou, Yuhongze Zhou, Xiaonan Qi, Junjie Hu, Tin Lun Lam, Yangsheng Xu, "Feature Pyramid Attention Network for Audio-Visual Scene Classification," CAAI Transactions on Intelligence Technology (CAAI TIT), 2024, [paper][code]
[3] Liguang Zhou, Yuhongze Zhou, Xiaonan Qi, Junjie Hu, Tin Lun Lam, Yangsheng Xu, "Attentional Graph Convolutional Network for Structure-aware Audio-Visual Scene Classification," IEEE Transactions on Instrumentation and Measurement (TIM), 2023, [paper][code]
[4] Junjie Hu, Chenyou Fan, Liguang Zhou, Qing Gao, Honghai Liu, Tin Lun Lam, "Lifelong-MonoDepth: Lifelong Learning for Multi-Domain Monocular Metric Depth Estimation," IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023, [paper]
[5] Junjie Hu, Chenyou Fan, Xiyue Guo, Liguang Zhou, Tin Lun Lam, "Self-supervised Single-line LiDAR Depth Completion," IEEE Robotics and Autonomous Letters (RAL), 2023, [paper]
[6] Yuhongze Zhou, Liguang Zhou, Tin Lun Lam, Yangsheng Xu, "Sampling Propagation Attention with Trimap Generation Network for Natural Image Matting," IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2023, [paper]
[7] Shuai Zhao, Liguang Zhou, Wenxiao Wang, Deng Cai, Tin Lun Lam, Yangsheng Xu, "Towards Better Accuracy-efficiency Trade-offs: Divide and Co-training," IEEE Transactions on Image Processing (TIP), August 2022, [paper]
[1] Liguang Zhou*, Butian Xiong*, Tin Lun Lam, Yangsheng Xu, "Class Relevance Learning for Out-of-Distribution Detection," 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hyderabad, India, April 6 - 11, 2025 (* equal contribution), [paper][code]
[2] Yuhongze Zhou, Liguang Zhou, Issam Hadj Laradji, Tin Lun Lam, Yangsheng Xu, "Affinity Learning with Blind-spot Self-Supervision for Image Denoising," 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Rhodes, Greece, June 4 - 10, 2023, [paper]
[3] Yuhongze Zhou, Issam Hadj Laradji, Liguang Zhou, Derek Nowrouzezahrai, "OSM: An Open Set Matting Framework with OOD Detection and Few-Shot Matting," in 33rd British Machine Vision Conference (BMVC), 21 - 24 November 2022, London, UK, [paper]
[4] Xingchao Wang, Xiaopeng Huang, Yi Lin, Liguang Zhou, Zhenglong Sun, Yangsheng Xu, "Design of an SSVEP-based BCI Stimuli System for Attention-based Robot Navigation in Robotic Telepresence," Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Prague, Czech Republic, September 27 - October 1, 2021, [paper]
[5] Bo Miao, Liguang Zhou, Ajmal Mian, Tin Lun Lam, Yangsheng Xu, "Object-to-Scene: Learning to Transfer Object Knowledge to Indoor Scene Representation," Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Prague, Czech Republic, September 27 - October 1, 2021, [paper][code]
[6] Liguang Zhou, Jun Cen, Xingchao Wang, Zhenglong Sun, Tin Lun Lam, Yangsheng Xu, "BORM: Bayesian Object Relation Model for Indoor Scene Recognition," Proceedings of the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Prague, Czech Republic, September 27 - October 1, 2021, [paper][code]
[7] Liguang Zhou, Chenping Du, Zhenglong Sun, Tin Lun Lam, Yangsheng Xu, "Long-Range Hand Gesture Recognition via Attention-based SSD Network," Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), Xi'an, China, May 30 - June 5, 2021, [paper][dataset]
[8] Chengming Yi*, Liguang Zhou*, Zhixiang Wang, Zhenglong Sun, Changgeng Tan, "Long-Range Hand Gesture Recognition with Joint SSD Network," IEEE International Conference on Robotics and Biomimetics (ROBIO), 2018 (* equal contribution), [paper]
[9] Chenxiao Yu*, Liguang Zhou*, Huihuan Qian, Yangsheng Xu, "Posture Correction of Quadruped Robot for Adaptive Slope Climbing," IEEE International Conference on Robotics and Biomimetics (ROBIO), 2018 (* equal contribution), [paper][video]
[10] Yutian Lei, Liguang Zhou, Tianjiao Pan, Huihuan Qian, Zhenglong Sun," Learning and Generation of Personal Handwriting Style Chinese Font," IEEE International Conference on Robotics and Biomimetics (ROBIO), 2018, [paper]
[11] Wan Liu, Liguang Zhou, Huihuan Qian, Yangsheng Xu, "Turning strategy analysis based on trot gait of a quadruped robot," IEEE International Conference on Robotics and Biomimetics (ROBIO), 2017, [paper][video]
[12] Liguang Zhou, Wan Liu, Huihuan Qian, Yangsheng Xu, "Gait design and comparison study of a quadruped robot," IEEE International Conference on Information and Automation (ICIA), 2017, (pp. 80-85) (Best Student Paper Finalist), [paper][video]
Liguang Zhou, Yuhongze Zhou, Tin Lun Lam, Yangsheng Xu, "Context-aware Mixture-of-Experts for Unbiased Scene Graph Generation,"
Conference:
Session co-chair of IROS 2021, "Semantic Scene Understanding I"
Conference Reviewers:
IEEE International Conference on Robotics and Automation (ICRA)
IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)
Conference on Robot Learning (CoRL)
ACM Multimedia (ACM MM)
IEEE International Conference on Acoustics, Speech, & Signal Processing (ICASSP)
IEEE International Conference on Automation Science and Engineering (CASE)
IEEE International Conference on Ubiquitous Robots (UR)
Journal Reviewers:
IEEE Transactions on Robotics (T-RO)
IEEE Robotics and Automation Letters (RA-L)
Journal of Field Robotics (JFR)
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
Pattern Recognition (PR)
Knowledge-Based Systems (KBS)
Neurocomputing
IET Cyber-Systems and Robotics
Finalist Award at Life Long Robotic Vision Challenge of IROS 2019
Honorable Award at JRC-TEDA 2018 JDX ROBOTICS CHALLENGE 2018 (Picking Challenge in Unmanned Supermarket) [video]
Best Student Paper Finalist Award at ICIA2017
2020 Spring, TA for CSC1001 Introduction to Computer Science: Programming Methodology, CUHKSZ
2019 Fall, TA for CSC4160 Cloud Computing, CUHKSZ
2018 Spring, 2019 Spring, and 2021 Spring, TA for EIE3080 Microprocessors, CUHKSZ
2017 Fall, 2018 Fall, TA for CSC3050 Computer Architecture, CUHKSZ
Last updated: July 25, 2021