Projects per year
Personal profile
Personal profile
Dr Xi Yang is currently an Associate Professor at Xi’an Jiaotong-Liverpool University. She received PhD degree, B.Sc. degree and M.Sc. degree with distinction from the University of Liverpool, U.K.. Her research interests lie in the field of Bayesian probabilistic approaches to machine learning, pattern recognition and deep learning. She has recently worked on Domain Generalization and Adaptation, Text-Image Synthesis, Outlier Detection, and Medical Image Analysis. Dr. Yang has published over 40 papers including international authoritative journals and conferences such as IEEE T- Cybernetics, IEEE T-KDE, Pattern Recognition, CVPR, AAAI, ECCV, ICCV, NeurIPS, etc.. Her research has received support from both government and industry, such as NSFC Young programme, and NSFC Major-cultivation programme. She was honored as a Jiangsu Province Innovation & Entrepreneurship Doctor in 2020 and received the Outstanding Talent in Science and Education Award in 2022.
Her publications can be founded via Google Scholar https://scholar.google.com/citations?user=A0Z8mKIAAAAJ
Research interests
Probabilistic Model,
Domain Generalization & Adaptation,
Text-Image Synthesis,
Medical Image Analysis
Experience
Assistant Professor, Xi’an Jiaotong-Liverpool University, Suzhou, China
Teaching
INT 410 Advanced Pattern Recognition
INT 304 Pattern Recognition in Computer Vision
Awards and honours
Jiangsu Province Innovation Entrepreneurship Doctor in 2020
Outstanding Talent in Science and Education Award in 2022
Education/Academic qualification
Ph.D. in Electrical Engineering and Electronics from University of Liverpool
M.Sc in Adv. Computer Science with Internet Econ. from University of Liverpool
B.Sc in Mathematics with Finance from University of Liverpool
Research areas
- Transfer Learning & Domain Adaptation
- Multi-Modal & Cross-Modal Learning
- Medical Image Analysis
- machine learning & Pattern Recognition
Person Types
- Staff
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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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Generalization analysis for open domain adaptation based on vicinal risk minimization
Yang, X. (PI) & Jiang, H. (Team member)
1/01/24 → 31/12/26
Project: Governmental Research Project
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VAE-based Unsupervised Representation Learning Theory and Applicarions
Yang, X. (PI)
1/01/23 → 31/12/25
Project: Governmental Research Project
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Suzhou Municipal Key Lab for Intelligent Virtual Engineering
Yue, Y. (PI), Liang, H. N. (Team member), lim, E. (Team member), Man, K. L. (Team member), Ma, F. (Team member), Wang, X. (Team member), Guan, S. (Team member), Wang, Q. (Team member), Xiao, J. (Team member), Ma, J. (Team member), Meng, J. (Team member), Zhang, C. (Team member), Chen, M. (Team member), Chen, B. (Team member), Wang, W. (Team member), Craig, P. (Team member), Sun, J. (Team member), Liu, G. (Team member), Xia, J. (Team member), Zhu, X. (Team member), Yu, L. (Team member), Zhang, J. (Team member), Qi, J. (Team member), Huang, M. (Team member), Yang, R. (Team member), Li, S. (Team member), Dong, Y. (Team member), Yang, X. (Team member), Li, Y. (Team member), Wang, J. (Team member), Zhang, H. (Team member), Wei, Z. (Team member), Sun, Q. (Team member), Elsheikh, A. (Team member), Levers, A. (Team member), Konev, B. (Team member), Coenen, F. (Team member), Atkinson, K. (Team member), Gasieniec, L. (Team member), Wong, P. (Team member), Payne, T. (Team member), Garcia-Fernandez, A. (Team member) & Zhang, Y. (Team member)
1/11/22 → 30/10/25
Project: Governmental Research Project
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AI Innovation Platform
lim, E. (PI), Yue, Y. (Team member), Man, K. L. (Team member), Ma, F. (Team member), Wang, Q. (Team member), Xiao, J. (Team member), Meng, J. (Team member), Liang, H. N. (Team member), Zhao, C. (Team member), Ma, J. (Team member), Jin, X. (Team member), Wang, X. (Team member), Yang, X. (Team member), Chen, M. (Team member), Guan, S. (Team member), Xue, F. (Team member), Zhang, C. (Team member), Stefanidis, A. (Team member), Sun, Q. (Team member) & Xu, D. (Team member)
1/09/22 → 30/08/24
Project: Governmental Research Project
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Unsupervised generative models for cross-domain image generation and retrieval
Yang, X. (PI), Tan, Z. (Team member), Su, Z. (Team member), Yao, K. (Team member), Jiang, S. (Team member) & Lin, Y. (Team member)
1/07/22 → 30/06/24
Project: Governmental Research Project
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Accelerating Attentional Generative Adversarial Networks with Sampling Blocks
Zhang, C., Jin, M., Yu, Q., Xue, H., Yang, X. & Jin, X., 2026, Neural Information Processing - 31st International Conference, ICONIP 2024, Proceedings. Mahmud, M., Doborjeh, M., Doborjeh, Z., Wong, K., Leung, A. C. S. & Tanveer, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 122-137 16 p. (Communications in Computer and Information Science; vol. 2297 CCIS).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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Point2pix-Zero: Point-driven refined diffusion for multi-object image editing
Wang, S., Yan, Y., Yang, X., Zhang, R., Wang, Q., Cheng, G. & Huang, K., Feb 2026, In: Pattern Recognition. 170, 112041.Research output: Contribution to journal › Article › peer-review
1 Citation (Scopus) -
Disentangling Tabular Data Towards Better One-Class Anomaly Detection
Ye, J., Tan, Z., Hu, Y., Yang, X., Cheng, G. & Huang, K., 11 Apr 2025, Special Track on AI Alignment. Walsh, T., Shah, J. & Kolter, Z. (eds.). 12 ed. Association for the Advancement of Artificial Intelligence, p. 13061-13068 8 p. (Proceedings of the AAAI Conference on Artificial Intelligence; vol. 39, no. 12).Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
Open Access1 Citation (Scopus) -
Entropy-Guided Distillation for Medical Image Segmentation under Missing Modalities
Zhang, J., Yan, Y., Yang, X. & Huang, K., 20 Nov 2025, 32nd International Conference on Neural Information Processing, ICONIP 2025.Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
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From 2D Images to 3D Model: Weakly Supervised Multi-View Face Reconstruction with Deep Fusion
Zhao, W., Yang, C., Ye, J., Zhang, R., Yan, Y., Yang, X., Dong, B., Hussain, A. & Huang, K., 30 Jun 2025, IEEE International Conference on Multimedia & Expo 2025.Research output: Chapter in Book or Report/Conference proceeding › Conference Proceeding › peer-review
Activities
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Generalizing Anomaly Detection Across Visual Domains: Adapting Multimodal Large-scale Models for Industrial and Medical Applications
Xi Yang (Supervisor)
1 Sept 2025 → 31 Aug 2029Activity: Supervision › PhD Supervision
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Multi-modal based geometric math problem solver
Xi Yang (Supervisor)
1 Sept 2025 → 31 Aug 2029Activity: Supervision › PhD Supervision
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Cross-modal Audio Generation for Visually Impaired Users in Social Chat
Xi Yang (Supervisor) & Yuyao Yan (Co-supervisor)
20 Jul 2025 → 20 Aug 2025Activity: Supervision › Completed SURF Project
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2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2025 (Event)
Xi Yang (Reviewer)
2025Activity: Peer-review and editorial work of publications › Publication Peer-review
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38th Conference on Neural Information Processing Systems, NeurIPS 2024 (Event)
Xi Yang (Reviewer)
2025Activity: Peer-review and editorial work of publications › Publication Peer-review