Projects per year
Personal profile
Personal profile
Dr. Guanyu Yang is currently an Assistant Professor at Xi’an Jiaotong-Liverpool University. He received PhD degree, B.Sc. degree and M.Sc. degree from the University of Liverpool, Liverpool, U.K.. His research interests lie in the filed of pattern recognition and deep learning methods in few-/zero-shot learning. He has recently worked on 3D zero-shot learning with large language model.
Research interests
Computer Vision; Deep Learning; Few-/Zero-Shot Learning
Experience
Assistant Professor, Xi’an Jiaotong-Liverpool University, 2024-Present
Postdoctoral Research Fellow, Duke Kunshan University, 2022-2024
Teaching
INT 410 Advanced Pattern Recognition
INT 404 Image and Video Processing
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Education/Academic qualification
PhD, Learning Generalized Metrics in Zero-Shot Classification, University of Liverpool UK
Dec 2017 → Jun 2022
Award Date: 4 Jul 2022
Master, Financial Mathematics, University of Liverpool UK
Sept 2014 → Feb 2016
Award Date: 1 Apr 2016
Bachelor, Financial Mathematics
Sept 2010 → Jul 2014
Award Date: 15 Jul 2014
Research areas
- Computer Vision (CV)
- Zero-Shot Learning
- 3D Open-World Recognition
Person Types
- Staff
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Collaborations and top research areas from the last five years
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Projects
- 1 Active
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3D Zero-Shot Learning Under Open-Pose Scenario
Yang, G. (PI)
1/01/25 → 31/12/27
Project: Internal Research Project
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Covariance-Based Space Regularization for Few-Shot Class Incremental Learning
Hu, Y., Yang, G., Tan, Z., Huang, X., Huang, K. & Wang, Q. F., 2025, Proceedings - 2025 IEEE Winter Conference on Applications of Computer Vision, WACV 2025. Institute of Electrical and Electronics Engineers Inc., p. 9566-9576 11 p. (Proceedings - 2025 IEEE Winter Conference on Applications of Computer Vision, WACV 2025).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
2 Citations (Scopus) -
Open-Pose 3D zero-shot learning: Benchmark and challenges
Zhao, W., Yang, G., Zhang, R., Jiang, C., Yang, C., Yan, Y., Hussain, A. & Huang, K., Jan 2025, In: Neural Networks. 181, 106775.Research output: Contribution to journal › Article › peer-review
Open Access4 Citations (Scopus) -
Towards Training-Free Open-World Classification with 3D Generative Models
Xia, X., Zhao, W., Yan, Y., Yang, G., Zhang, R., Huang, K. & Yang, X., Oct 2025, Proceedings of the 33rd ACM International Conference on Multimedia, ACM MM 2025.Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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一种3D点云数据零样本分类方法、装置、设备及存储介质
Huang, K. (Inventor), Zhao, W. (Inventor), Yang, G. (Inventor) & Yang, C. (Inventor), 18 Feb 2025, Patent No. CN117456236BResearch output: Patent
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一种缺陷样本的生成方法、装置、电子设备及存储介质
Huang, K. (Inventor), Yang, C. (Inventor), Yang, G. (Inventor) & Zhao, W. (Inventor), 29 Jul 2025, Patent No. CN116580267BResearch output: Patent
Activities
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Generating Datasets for Investigating Backdoor Attacks on 3D Point Cloud Segmentation
Guanyu Yang (Supervisor)
20 Jun 2025 → 20 Aug 2026Activity: Supervision › Completed SURF Project
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33rd ACM International Conference on Multimedia (Event)
Guanyu Yang (Reviewer)
20 May 2025Activity: Peer-review and editorial work of publications › Publication Peer-review
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Cognitive Computation (Journal)
Guanyu Yang (Reviewer)
Sept 2024Activity: Peer-review and editorial work of publications › Publication Peer-review
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International Conference on Intelligent Manufacturing and Robotics 2024 (Event)
Guanyu Yang (Reviewer)
8 Aug 2024Activity: Peer-review and editorial work of publications › Publication Peer-review