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Xiajun Jiang
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Learning to disentangle inter-subject anatomical variations in electrocardiographic data
PK Gyawali, JV Murkute, M Toloubidokhti, X Jiang, BM Horacek, JL Sapp, ...
IEEE Transactions on Biomedical Engineering 69 (2), 860-870, 2021
102021
Learning geometry-dependent and physics-based inverse image reconstruction
X Jiang, S Ghimire, J Dhamala, Z Li, PK Gyawali, L Wang
Medical Image Computing and Computer Assisted Intervention–MICCAI 2020: 23rd …, 2020
102020
Label-free physics-informed image sequence reconstruction with disentangled spatial-temporal modeling
X Jiang, R Missel, M Toloubidokhti, Z Li, O Gharbia, JL Sapp, L Wang
Medical Image Computing and Computer Assisted Intervention–MICCAI 2021: 24th …, 2021
82021
Sequential Latent Variable Models for Few-Shot High-Dimensional Time-Series Forecasting
X Jiang, R Missel, Z Li, L Wang
The Eleventh International Conference on Learning Representations, 2023
62023
Deep adaptive electrocardiographic imaging with generative forward model for error reduction
M Toloubidokhti, PK Gyawali, OA Gharbia, X Jiang, JC Font, JA Bergquist, ...
International Conference on Functional Imaging and Modeling of the Heart …, 2021
32021
Improving Generalization by Learning Geometry-Dependent and Physics-Based Reconstruction of Image Sequences
X Jiang, M Toloubidokhti, J Bergquist, B Zenger, WW Good, RS MacLeod, ...
IEEE Transactions on Medical Imaging 42 (2), 403-415, 2022
22022
Continual Unsupervised Disentangling of Self-Organizing Representations
Z Li, X Jiang, R Missel, PK Gyawali, N Kumar, L Wang
The Eleventh International Conference on Learning Representations, 2023
12023
Few-Shot Generation of Personalized Neural Surrogates for Cardiac Simulation via Bayesian Meta-learning
X Jiang, Z Li, R Missel, MS Zaman, B Zenger, WW Good, RS MacLeod, ...
International Conference on Medical Image Computing and Computer-Assisted …, 2022
12022
HyPer-EP: Meta-Learning Hybrid Personalized Models for Cardiac Electrophysiology
X Jiang, S Vadhavkar, Y Ye, M Toloubidokhti, R Missel, L Wang
arXiv preprint arXiv:2403.15433, 2024
2024
Unsupervised Learning of Hybrid Latent Dynamics: A Learn-to-Identify Framework
Y Ye, S Vadhavkar, X Jiang, R Missel, H Liu, L Wang
arXiv preprint arXiv:2403.08194, 2024
2024
Hybrid Neural State-Space Modeling for Supervised and Unsupervised Electrocardiographic Imaging
X Jiang, R Missel, M Toloubidokhti, K Gillette, AJ Prassl, G Plank, ...
IEEE Transactions on Medical Imaging, 2024
2024
DATS: Difficulty-Aware Task Sampler for Meta-Learning Physics-Informed Neural Networks
M Toloubidokhti, Y Ye, R Missel, X Jiang, N Kumar, R Shrestha, L Wang
The Twelfth International Conference on Learning Representations, 2023
2023
A Spatial-Temporally Adaptive PINN Framework for 3D Bi-Ventricular Electrophysiological Simulations and Parameter Inference
Y Ye, H Liu, X Jiang, M Toloubidokhti, L Wang
International Conference on Medical Image Computing and Computer-Assisted …, 2023
2023
Neural State-Space Modeling with Latent Causal-Effect Disentanglement
M Toloubidokhti, R Missel, X Jiang, N Otani, L Wang
International Workshop on Machine Learning in Medical Imaging, 338-347, 2022
2022
Uncertainty Quantification of Cardiac Position on Deep Graph Network ECGI
X Jiang, J Tate, J Bergquist, A Narayan, R MacLeod, L Wang
2022 Computing in Cardiology (CinC) 498, 1-4, 2022
2022
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