Research output per year
Research output 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
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
Person Types
- Staff
Fingerprint
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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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 Access -
Generalized W-Net: Arbitrary-Style Chinese Character Synthesization
Jiang, H., Yang, G., Cheng, F. & Huang, K., May 2024, Advances in Brain Inspired Cognitive Systems - 13th International Conference, BICS 2023, Proceedings. Ren, J., Hussain, A., Liao, I. Y., Chen, R., Huang, K., Zhao, H., Liu, X., Ma, P. & Maul, T. (eds.). Springer Science and Business Media Deutschland GmbH, p. 190-200 11 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14374 LNAI).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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Instance-Specific Model Perturbation Improves Generalized Zero-Shot Learning
Yang, G., Huang, K., Zhang, R. & Yang, X., 23 Apr 2024, In: Neural Computation. 36, 5, p. 936-962 27 p.Research output: Contribution to journal › Article › peer-review
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基于少量样本的内含多种归一化处理的风格字符生成方法
Translated title of the contribution :Style character generation method based on small number of samples and containing various normalization processing Research output: Patent
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Rebalanced Zero-shot Learning
Ye, Z., Yang, G., Jin, X., Liu, Y. & Huang, K., 19 Jul 2023, In: IEEE Transactions on Image Processing. 32, p. 4185-4198 14 p.Research output: Contribution to journal › Article › peer-review
Open Access4 Citations (Scopus)
Activities
- 3 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
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27th International Conference on Pattern Recognition (Event)
Guanyu Yang (Reviewer)
26 Jul 2024Activity: Peer-review and editorial work of publications › Publication Peer-review