| Causal machine learning for healthcare and precision medicine P Sanchez, JP Voisey, T Xia, HI Watson, AQ O’Neil, SA Tsaftaris Royal Society Open Science 9 (8), 220638, 2022 | 61 | 2022 |
| Pseudo-healthy synthesis with pathology disentanglement and adversarial learning T Xia, A Chartsias, SA Tsaftaris Medical Image Analysis 64, 101719, 2020 | 49 | 2020 |
| Learning to synthesise the ageing brain without longitudinal data T Xia, A Chartsias, C Wang, SA Tsaftaris, ... Medical Image Analysis 73, 102169, 2021 | 41 | 2021 |
| Consistent brain ageing synthesis T Xia, A Chartsias, SA Tsaftaris, ... Medical Image Computing and Computer Assisted Intervention–MICCAI 2019: 22nd …, 2019 | 28 | 2019 |
| Adversarial Pseudo Healthy Synthesis Needs Pathology Factorization T Xia, A Chartsias, SA Tsaftaris Medical Imaging with Deep Learning (MIDL), 2019 | 16 | 2019 |
| High Fidelity Image Counterfactuals with Probabilistic Causal Models FDS Ribeiro, T Xia, M Monteiro, N Pawlowski, B Glocker Proceedings of the 40th International Conference on Machine Learning, 7390-7425, 2023 | 12 | 2023 |
| Cardiac aging synthesis from cross-sectional data with conditional generative adversarial networks VM Campello, T Xia, X Liu, P Sanchez, C Martín-Isla, SE Petersen, ... Frontiers in Cardiovascular Medicine 9, 983091, 2022 | 8 | 2022 |
| Adversarial counterfactual augmentation: application in Alzheimer’s disease classification T Xia, P Sanchez, C Qin, SA Tsaftaris Frontiers in radiology 2, 1039160, 2022 | 7 | 2022 |
| Counterfactual contrastive learning: robust representations via causal image synthesis M Roschewitz, FDS Ribeiro, T Xia, G Khara, B Glocker arXiv preprint arXiv:2403.09605, 2024 | | 2024 |
| Mitigating attribute amplification in counterfactual image generation T Xia, M Roschewitz, FDS Ribeiro, C Jones, B Glocker arXiv preprint arXiv:2403.09422, 2024 | | 2024 |
| Deep generative models for medical image synthesis and strategies to utilise them T Xia The University of Edinburgh, 2022 | | 2022 |
Sotirios TsaftarisChair in Machine Learning and Computer Vision, The University of EdinburghVerified email at ed.ac.uk
