29 citations · 33 across the 8 of their papers we have counts for
8 papers
Motion-Guided Causal Disentanglement for Robust Multi-View Cine Cardiac MRI Diagnosis
Chuankai Xu, Cristiane De Carvalho Singulane, Mohammad Abuannadi +10
Multi-view cardiac magnetic resonance (CMR) imaging provides complementary anatomical information and is widely used for noninvasive disease assessment. Recent transformer-based mo…
PACD-Net: Pseudo-Augmented Contrastive Distillation for Glycemic Control Estimation from SMBG
Canyu Lei, David Repaske, Jianxin Xie
Effective diabetes management requires continuous monitoring of glycemic levels. Clinically, glycemic control is assessed using metrics such as Time in Range (TIR), Time Below Rang…
FOSSA: First-Order Optimality-Based Sensor Selection for PINN Inverse Problems, with Application to Electrocardiographic Imaging
Jianxin Xie
Physics-informed neural networks (PINNs) have emerged as a powerful framework for modeling physical systems and solving inverse problems. In such settings, sensors are deployed to…
Physics-augmented Deep Learning with Adversarial Domain Adaptation: Applications to STM Image Denoising
Jianxin Xie, Wonhee Ko, Rui-Xing Zhang +1
Image denoising is a critical task in various scientific fields such as medical imaging and material characterization, where the accurate recovery of underlying structures from noi…
The Effect of Different Optimization Strategies to Physics-Constrained Deep Learning for Soil Moisture Estimation
Jianxin Xie, Bing Yao, Zheyu Jiang
Soil moisture is a key hydrological parameter that has significant importance to human society and the environment. Accurate modeling and monitoring of soil moisture in crop fields…
Physics-constrained Active Learning for Soil Moisture Estimation and Optimal Sensor Placement
Jianxin Xie, Bing Yao, Zheyu Jiang
Soil moisture is a crucial hydrological state variable that has significant importance to the global environment and agriculture. Precise monitoring of soil moisture in crop fields…
Automated Identication of Atrial Fibrillation from Single-lead ECGs Using Multi-branching ResNet
Jianxin Xie, Stavros Stavrakis, Bing Yao
Atrial fibrillation (AF) is the most common cardiac arrhythmia, which is clinically identified with irregular and rapid heartbeat rhythm. AF puts a patient at risk of forming blood…
Physics-constrained Deep Learning for Robust Inverse ECG Modeling
Jianxin Xie, Bing Yao
The rapid developments in advanced sensing and imaging bring about a data-rich environment, facilitating the effective modeling, monitoring, and control of complex systems. For exa…