Jing-Hao Xue's Homepage

Dr Jing-Hao Xue (J.-H. Xue)
Professor of Statistical Pattern Recognition, Department of Statistical Science, University College London, London WC1E 6BT, UK; jinghao.xue -aT- ucl.ac.uk

Research Interests

Statistical and mathematical methods for AI, science and art

Editorial Boards

Senior Area Editor: IEEE Transactions on Circuits and Systems for Video Technology (2025-)
Associate Editor: IEEE Transactions on Cybernetics (2022-2024); IEEE Transactions on Neural Networks and Learning Systems (2021-2023; Outstanding Associate Editor of 2022); IEEE Transactions on Circuits and Systems for Video Technology (2021-2024; Best Associate Editor Award of 2021); Neurocomputing (2020-2021); Digital Signal Processing (2020-2021)

Guest Editorials

Guest Editorial: Special Issue on "Deep Learning with Small Samples" (2021) Neurocomputing, 456, 461-462.
Guest Editorial: Special Issue on "Recent Advances in Theory, Methodology and Applications of Imbalanced Learning" (2020) IEEE Transactions on Neural Networks and Learning Systems, 31(8), 2688-2690.
Guest Editorial: Special Issue on "Deep Learning for Image Super-Resolution" (2020) Neurocomputing, 398, 291-292.
Guest Editorial: Special Issue on "Advances in Statistical Methods-based Visual Quality Assessment" (2020) Signal Processing: Image Communication, 83, 115695.

Selected Conference Publications

Zhang, F., Chin, S., Xue, J.-H. and Yang, W. (2026) ICDiffAD: Implicit conditioning diffusion model for time series anomaly detection. International Conference on Learning Representations (ICLR, acceptance rate 28.18%).
Wu, W., Xue, J.-H., Xu, C., Liu, C., Sun, X., Gao, C., Sang, N. and Fu, Y. (2025) Towards reliable and holistic visual in-context learning prompt selection. Advances in Neural Information Processing Systems (NeurIPS, acceptance rate 24.52%).
Huang, K., Yan, Y., Xue, J.-H. and Wang, H. (2025) WarpGAN: Warping-guided 3D GAN inversion with style-based novel view inpainting. Advances in Neural Information Processing Systems (NeurIPS, acceptance rate 24.52%).
Past Publications

Journal Publications

Zhang, Z., Yang, X., Li, X., Ma, Z. and Xue, J.-H. (2025+) Class-aware cross-attention helps prompt learning with limited samples. IEEE Transactions on Multimedia.
Zhang, Z., Ling, P., Xu, Z., Yang, W., Liao, Q. and Xue, J.-H. (2025+) BDC-Occ: Binarized deep convolution unit for binarized occupancy network. IEEE Transactions on Circuits and Systems for Video Technology.
Wang, H., Xiang, X., Xia, W. and Xue, J.-H. (2025+) A survey on text-driven 360-degree panorama generation. IEEE Transactions on Circuits and Systems for Video Technology.
Zheng, H., Wang, H., Zhu, R. and Xue, J.-H. (2025+) Fine-grained mortality forecasting with deep learning. Annals of Actuarial Science.
Lu, P., Li, X., Zhu, R., Ma, Z., Cao, J. and Xue, J.-H. (2025+) Fine-tuning via linked domains: A closed-form dual alignment mechanism for transferring vision-language models. IEEE Transactions on Circuits and Systems for Video Technology.
Chen, X., Yan, Y., Xue, J.-H., Shu, C. and Wang, H. (2025) Hyperbolic self-paced multi-expert network for cross-domain few-shot facial expression recognition. IEEE Transactions on Image Processing, 34, 6273-6285.
Qiu, L., Chen, S., Xue, J.-H., Wang, D.-H., Zhu, S. and Yan, Y. (2025+) HOH-Net: High-order hierarchical middle-feature learning network for visible-infrared person re-identification. IEEE Transactions on Circuits and Systems for Video Technology.
Zheng, H., Wang, H., Zhu, R. and Xue, J.-H. (2025+) A brief review of deep learning methods in mortality forecasting. Annals of Actuarial Science.
Past Publications

Acknowledgements

Mentors: Prof Hall, P. (1, 2); Prof Titterington, D.M. (1, 2, 3); Prof Lin, X.; Prof Zhang, Y.-J.
PhD graduates: Dr Dong, M. (2013-2018; Lecturer, Bath, 2024); Dr Kazakeviciute, A. (2013-2017; Lecturer, Brunel, 2018); Dr Wang, Z. (2013-2017); Dr Zhu, R. (2013-2017; Lecturer, Kent, 2017; Senior Lecturer, City, 2021); Dr Lu, X. (2015-2020); Dr Ling, Y. (2016-2022); Dr Yang, X. (2016-2020; Lecturer, Glasgow, 2020; Senior Lecturer, Glasgow, 2025); Dr Wang, X. (2020-2024); Dr Xia, W. (2021-2025)
Alma maters: Tsinghua University; KU Leuven; University of Glasgow
The Alan Turing Institute (Turing Fellow, 2018-2023)